engineering and scale so this shows the power of flow models of potential they have in terms of closing the gap in density estimation between autoregressive models without having the powerful or aggressive structure but at the same time being really fast with sampling and also potentially useful for inference so given all these practices there's a lot of future work left in


terms of how to learn the masks how do you actually completely close the gap with our regressive models whether you want to use very expressive fluids but very few or whether you want to use shallow flows which are not particularly expressive but then keep on stacking them so that you can get a very expressive compose model how do you use multi scale losses for a trait and how

L8 Round-up of Strengths and Weaknesses of Unsupervised Learning Methods -- UC Berkeley SP20


do you trade off between your density estimates and your sample quality and how to use the representations you derive at various levels of the flow model for downstream tasks all these are like fundamental advances think about for flow models and also how do how do you carefully initialize so that flow models can train very fast so in terms of core achievements that you can aim


for you can aim for producing low level samples which are truer models that have way fewer parameters the globe uses half a billion parameters for all the celebrity faces and that's unlikely a scale and how do you make it work potentially for even larger images how do you do dimensionality reduction with flows and think about other other flow models like conditional flow models and


you know how do you actually close the cap and sample quality de Gans and also close the likely skoros gap between autoregressive models so the models would provide the pathway to do both and it's it's interesting to think about how to do all these things together so the negative of flow model says you expect to have the same dimension at every layer every stack of


the flow and so it's unlikely to scale if your data is getting bigger and higher dimensional and unless you innovate on how to do dimensional reduction sauce it's unlike it'd be useful and you really need to carefully initialize and use things like AK norm for good numbers so that's that's another negative because it may not be directly usable for another modality or


another data set or another kind of architecture so let's look at late engraver models will see the various different be strengths and weaknesses and what have been some visible successes in bas it all started with the original Emnes modeling by dirk Kingma where you could see various types of digits and strokes and the slopes of the strokes and shades across multiple digits and


then it got extended to much better more powerful data sets like Elsa in bedrooms by pix ovae and also image not 64 by 64 creating much better global sound globally more coherent samples 10 pixel CNN because of modeling latent structure and then there's the latent variable models innovation in terms of using hierarchical models and multi stack using hierarchical Laden inference and


producing really high quality sound really faces on par with slow models so there are well-known applications of V like sketch iron and role models and BW is used for modeling visual concepts and there are applications like deep mines jeredy cry networks which does view synthesis of a separate view by taking in two provided views and embedding into a latent rifle and interpolating the


lane space for a query view across across multiple possibilities and therefore you can just collect data in a completely new environment from first-person vision you can you can keep a track of all their poses when you're recording things and then in principle you could figure out how a particular scene looks like from any other viewpoint and therefore reconstruct the


entire room or entire environment completely through this kind of a synthesis model that has rational inference so we have practically used in these kind of architectures and there are lots of advantages of EA's you get a compressed bottleneck representation you can get approximate density estimates you can interpolate and visualize what the model learns you can potentially get


disentangle representations where different readings correspond to different aspects of data and it is like a model that allows you to do all these things together at once like you basically can sample so you are a gyrator model you have a density estimate so you can use for our distribution detection as a density model you have latent variables so you you do representation learning and you


also have a bottleneck representation so you are able to reduce the dimensionality of your original data set so a VA is the only model that lets you do all these four things together and that makes it very appealing that said there are disadvantages you often end up with Lurie samples and assumption of a factorize Gaussian for the posterior or for the decoder this may be very


limiting and you need more powerful decoders or more powerful posteriors and large scale successes are still yet to be shown and even though people have tried to like get more interpretable more disentangling variables by prioritizing the KL term over the reconstruction term the last it's still only work on toy problems and they may actually be better ways to do


representation learning or generation or like yeah interpolation in some form hierarchical Layton's individually so expecting for one model to all of them well may be truly hard and so a we may not be the state-of-the-art models on anything but maybe a model that lets you do all all that it all these things recently well in using a single single single modeling framework so that's that


that's the that's what you lose when you want is everything within one model so that these are the disadvantages to me but there's obviously scope for future work you can but you can use bigger decoders more powerful posteriors you can think about how to do hierarchical Leyton's to learn covers and fine-grained features and discrete Leyton's like weak uva and


also large scale training like slow models have been done like glow or focus bus so next let's cover implicit models but we look at general adversarial networks and just just basically what what's happening ganz though we also covered moment matching energy based models in class the Gann samples the quality of Gann samples has dramatically advanced from the primitive samples that you saw


in the original Gann where you saw X reasonably looking good faces but then the c4 samples it's not pretty cooing too critical in terms of what is the object or class of C far that's been captured but it certainly looked different from Larry BAE samples at the time next you saw DC Gann which clearly advanced some the some quality of dance to a state where again to assign you a


looking much and much more exciting than any other model because the samples were much sharper and all these bedrooms were very high dimensional and then recently again giving again has been taken over by began stag and classic models were clearly careful attention to detail in terms of architecture design and also really really large-scale training like large pad sizes and a lot of


stabilization tricks can produce these amazing photorealistic samples that you've already seen plenty of times in the class so I'm not going to go over them in terms of future work for Ganz I think I think it's really hard to bet against cans to say hey this is work cans weakened its most likely that if you put sufficient effort in engineering you can get it again to function well on


those things as well but but nevertheless there's still more progress we made an unconditional cans more collapse and also more complex scenes and video generation will be cool for instance will be nice to get a model that works on real driving data where and a lot of pedestrians are walking and then you want to be able to simulate future you have to keep track of multiple


people multiple objects multiple cars road signs and so forth so it's a very complicated jeredy modeling problem and it'll be interesting to see it ganz which are known to identify only a few cues in your dataset would they still work in such complex settings where you need to keep track of multiple things at once so future work in terms of modeling you can like think of more purchasable


Lipsius knows better conditioning tricks like how to feed noise if your various levels like for instance stai again basically innovated their batch or instance normalization of how to design better architectures working on sampling and down something ops to use how do you how to do channels of sampling and done something without introducing a lot of parameters what is the right objective


function for your discriminator and how to scale and train ganz in a stable manner for like larger problems and how to preserve it at various different levels like how do I instance noise a feature noise so that it can stabilize the training of the discriminator much better so all those things are very very interesting and think about in terms of negatives again scans if one could say


there's plenty of engineering details and it's hard to clearly identify which is the most important core component that helps you reproduce these high-quality images and it's also very time consuming to ablate for these details so and and and and and it's very clear we need to improve on the sample diversity but then we also don't have very good metrics for evaluations so we


need to work with what we have and even though it may seem like we're improving a lot on the current metrics we use for again evaluations objectively the sample diversity is not a spurious likelihood based models so how do we actually come up with better valuation measures also one thing to think about with all these aspects like good evaluations good metrics


relations these are not particularly specific to the scans these can be said for any any any kind of model as with any other model so if you were to make a choice between Ganon or density model one would imagine you need a lot of engineering details for Ganz but it's not particularly true even for density models the architectural engineering has been comparable level of detail and you


know trickery that you need for Ganz and secondly there is a lot of attempted theoretically understanding Ganz so the trade-off between having blurry samples versus of being okay with mode collapse is basically the same trade-off that you make when you care more about compression at the cost of sample quality was this you wanting to have really good samples at the cost of


missing some modes so it's basically which direction of kale that you care about and the reverse direction you care about more if you don't want any spurious sample but the forward direction you care about more if you really want to make sure that your modeling is good and you're not going to make any mistakes even though your you're not gonna miss out anything you


in there you may make some mistakes at some of some of the points so mostly apart from the fact that they can produce amazing samples cans are popular because they can work with much less compute for instance in order to generate a 1 megapixel image for an auto regressive model or even a Leighton space our aggressive model you need to use at least 512 course or TPU to do


that because you need such large pad sizes whereas for gans you can make it work with a single V 100 GPU and then so there so that's that's one reason why gangs are clearly preferred over than 10 C models because I'm amount of time taking the train as a sample and you can also see better interpolations and better conditional generation in cans so this dis leads to adoption by people who


are more interested in art and fine tuning to like interesting artistic datasets you're not particularly machine learning relevant and that's one of the other reasons again a speaker plot so on the bright side we can think about how like many technological advances have been possible without the correct science and so ganz can we consider in that way as well and this is a slide


from young Conan the epistemology of deep learning where explains that several technologies in the past have preceded their science that explains them for example the steam engine was before the thermodynamics so it's doing better theory for ganz is something that could still be innovated on in the future so here is a taxonomy of generative models from in Goodfellas new


ribs tutorial apart from Markov chain Boltzmann machines and Markov change and are the stochastic networks we have pretty much covered everything else we've covered Nate may fix Lauren and how do you exchange of variables scale the flow models or really be models all these are explicit density models and then we also covered approximate in steam models vary from our encoders


the variation lower bound and then recovered implicit density model estate they can other models that I'm not being covered are not particularly popular or very used so that's the reason we focus on the more popular ones and if you have if you're if you have been and trained density models and you're figuring out which density model you should be using here are some pointers if you only care


about the density estimates disco for our aggressive models you don't worry about sampling time here if you care a lot about sampling times in autoregressive may still be fine if your sequences are not that big or if you use lightweight models but if you really cannot afford to wait for the sampling time you really want really fast samples but you still want to go for a density


modeling you could think about using Vikan regressive models like paralytic so CNN and you could also think of doing latent space modeling like like latent space or like a week you BAE you may probably not even needed quantization bottleneck it could still work with like continuous values and so models are also pretty billing for modeling continuous value data that density estimates for


continuous value data especially even when they're actually continuous and it's hard to figure out how to even quantize them so so that that's that's another interesting aspect of flow models and if you also want to think about how how to have like representations and also sampling but you want to have a simple possible model v's with factorize decoders maybe the


natural drugs so given given these appealing properties or density models like when would you use cans you would use guns when you really care about having good samples and you have really really large images high-quality images for and you don't want something photorealistic you have a lot of conditioning information like pose or the class or edge edge maps and you just


want to add texture to them cans are really good in these initial image translation problems or rear the video and if all they care about is perceptual quality and controllable generation and you don't have a lot of compute this is often the case for any any kind of start up again it's like the best choice to go for so that's it for generative models next let's look at South provides


representation learning it which is our final topic so south supervised image classification has seen rapid advance in the last one and a half years just the end of 2018 the top one accuracy of image net linear classification benchmark was 48 percent and now it's seventy six point five percent so this rapid advance has been made in multiple labs because of this mode of learning


called contrast to learning and contrast the learning task can be simply summarize this a dictionary lookup task and there are two ways to do this pretext contrasted learning which is you either build it as a predictive coding task or you build it as an instance discrimination task and in predictive coding you have multiple mechanisms to do that once you either used end-to-end


mechanism or you use the momentum decoder momentum encoder make using the momentum encoder for the keys and the predictive coding success story has been achieved in the contrast operator coding or CPC particularly the CPC version two and and and the instances combination success has been achieved in moko and sim clear moko means momentum contrast and Sinclair's into an instance contrast


they use the corresponding mechanisms of contrast learning so let's look at CPC version two moko and Sinclair in terms of their positives and the negatives so CPC version two we're doing spatial contrast prediction so that principle is very generic and it can apply to any morality or domain so you don't need to know the underlying data augmentation in variances in this work and it can be


considered as latent space channel tomorrow and also it's much easier to adapt for audio video text and perform multimodal training disadvantages it splits your input into a lot of patches or frames or even audio chunks and therefore your inputs are now your inputs are now basically split into a lot of different parts that you have to carefully delineate and you also need


to carefully pick what part are you predicting from what so that involves a lot of design choices to make type of parameters that you can only know by trial and error so that makes it really hard for you to use it on a domain or task that you don't really understand well and then you require multiple forward passes for these smaller versions of the inputs now and so that


means that you be pre-training on something much smaller but potentially fine-tuning are much larger versions of the sequences or images so this may not be an optimal thing to do when you're doing local predictions local spatial predictions Bosch num is hard to use so applying mass ROM is hard but then you really want to use batch room for a downstream task so that makes CPC


version too little sore in sense it's not particularly suitable for downstream tasks if you really care about state-of-the-art performance and finally the splitting process mechanism is very slow on a on a matrix multiplication specialized hardware like GPUs so it's because you do a lot of reshapes and transposes and so it's never an optimal thing to do so here's the summary of


moco one of the main advantages of moco is it is very minimal so it's very easy to use and replicate and it has no architectural change can be easily applied for downstream tasks there is no notion of a patch and it's distilling in variances for images using data augmentations and so the pre-training procedure looks very much like supervised learning and therefore it can


get comparable or even better results and the momentum encoder memory bank can assume adds a lot of stability to the training and decouples back size from the number of negatives and therefore this lets you train with way fewer GPUs than what's needed for CPC or like methods the disadvantage with moco is that because you introduce momentum and date you need to figure out what's the


right decay rate for that and that has an extra type of parameter and another disadvantage is in image augmentation the invariances may not be applicable to other modalities so this may be in method this works only for a visual image recognition and finally let's look at simply er which can be considered as an end-to-end version of Tomoko where you just look you're using all the


negatives from your batch and there is no momentum encoder so advantages or sim clear are the same as that of moko with the additional advantage that you don't have a momentum in kora now so it's going to be asked minimally supervised learning but the disadvantage is now you just need really large batch sizes because you need a lot of negatives because moko decouples the negatives


from a bad size it doesn't need as much compute as sim cleared us and similar to moko they documentation invariance may be very specific to image recognition so in terms of future work left for sauce provision the gap between some supervised learning and supervised learning is to not close if you consider just the same amount of compute training time and the same candidate


augmentations use so and also fine-tuning to downstream tasks the gains are not significantly high enough that the paradigm shift has been made in vision so that way maybe new objectives are also needed and finally all these sub supervised successes have relied on using image net and it's not clear if supervised learning we just work from images in the wild or from the internet


which is really the dream and which is really why people wanna do something so that's it for like subspace learning as in in terms of utility for downstream tasks let's look at always learning in the context of intelligence like being able to act in an environment so here is a video of this quake3 game where yeah like that you can see some characters and then you


can see some bullets that there are going to be fired and you know you see all these different walls and fires and other characters and when you're looking at all this you're able to already accurately parse the scene make sense of what's going on and you're also able to clearly separate out the objects from what's not objects and and so we need to be able to do that as well we shouldn't


be working at the level of pixels we should be able to predict the future in a much more semantically in space and so modeling the pixel space for these high dimensional videos is really hard and in order to build really dungeon agents which that can planning faster than real time we should be able to do it in the lane space that's more abstract so how do we do that what is the right kind of


abstraction to build and how do we learn role models in that Lane space that can this ignore noise and work in a much more semantic space it's really the hardest question to think about and this has also been summarized multiple times by omnicom that if you have very good internal world model you'll be able to plan with it and a wide lot of mistakes there and our relation usually makes and


and how to do that is one of the most important questions so if you want to have the overall view of subspace learning across all these different problems for image recognition we saw or assesses like city scene workers in clear moco version to transfer learning it works really well in language but the exact details will be covered in a future lecture and transfer learning and


vision also works reasonably well now been shown in CPC and moco but there's like close to nothing in terms of how to use of supervised learning for RL so that's the very ripe area for future and then as far as like you know using sound supervision in the context of general intelligence is considered its it's potentially going to be extremely useful in the context of transfer


learning and learning use of abstractions for planning or imaginations so that's just a lot of work to be done there so that's that's that's it for the summary of the class it's pretty much ends with our original motivation which is how do we build this intelligence cake and and a lot of it is gonna be done through supervised learning and and so in terms of future


lectures they're gonna look at more applied topics which are not falling into the main main main lecture stream which is that we be looking at semi spread learning we'll also be looking at the whole area of one square learning for language which is language models and bird and then finally we look at how representation learning or supervised learning has been applied in the context


of reinforcement learning so and and we will also cover things like how to do unsupervised distribution alignment that is given completely to different data sets with a lot of common information how do we align the two manifolds together and without any prior data and you see how generative models and unsupervised learning can be used in the context of building compression


[Music] thank you all right my paper was fixed match which is just a cool recent method for doing semi-supervised learning yeah so overview of the paper it came out just last month from Google research and like the headline result here is that they were able to get 78 percent accuracy on CFR 10 using one labeled training example per class which is yeah it was

FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence-Covered by Adel Foda


not selected arbitrarily looks like let's make them look good a couple of caveats about the room I assure you the results are extremely impressive yes as I said semi-supervised learning we'll talk a little bit about that and and the way to achieve this is doing kind of quite a natural combination of two of two previously known methods which will which will describe so what is


semi-supervised learning the motivation for semi-supervised learning is that labeling can there are situations where labeling is very expensive but raw data can be very cheap like for example if you're driving around with the video camera and the thing to understand about the semi-supervised learning is that it is it is distinct from fuschia learning in the sense that you don't have few


examples of the thing you have few labeled examples there still needs to be a whole bunch of unlabeled examples of the thing that you're looking for so for example in this diagram if the only examples of class white and class black that I have to learn from are these two then the classifier boundary that I learn is just this vertical line that's as good as any classifier boundary that


I might come up but if I have a whole bunch of other labeled data available to me I can use that to inform my learning of the classifier boundary because the this tribution of the unlabeled data suggests that there's actually some clusters inside this data set and I can I can use that to you know come up with a a classifier boundary that's better than the one that I would have come up with


if I only have those labeled examples so that's the distinction between few shot and semi-supervised all right so the first method which is a method for semi-supervised learning that went into this paper is so-called pseudo labeling so the point of pseudo labeling is that we've got a few labeled examples which we train some sort of weak model using the few labeled examples that we've got


and then we start to use the weak model to make predictions on unlabeled data that we then treat as if they would have truth if the model is confident beyond the certain point so illustration I start off with my label examples one black one white and I've got all this unlabeled data now the hope is that if the model is trained using just these two data points it will be confident


enough about the data points that are in the facility that I don't have vicinity of the of the data points that I've got labeled to label those correctly and then those form part of our training set so in effect we can jump from here to here we can jump from here to here and then we can sort of we can sort of keep going and expand that and then hopefully you know we end up we end up jumping


correctly throughout those unlabeled clusters and essentially labeling inside those now the risk here is confirmation bias because in real world like problems the clusters between you know that the clusters that that's sort of defined the classes I'm not going to be this neatly separated right we're gonna have extremely high dimensional problems things that are in different classes are


going to be are going to be close to are going to be closer to the points that we have labeled then of the things that are indeed corresponding classes and so on so so this is so this method runs into a problem that it does actually just label things incorrectly and then it keeps on learning from it's incorrect labels that it's generated so what we're hoping to do is to add


another element another method of learning from the unlabeled data so that we can improve our confidence without sort of without having to jump to data points that that would not be correctly labeled by pseudo label so the second method is this idea of consistency regularization now this says this says that if you have if you have an unlabeled data point and the model is


confident about what that data point should be above a certain level we can apply an augmentation to that data point so we can twist it around a little bit you know flip it change the colours invert you know just make it look different and the prediction that the model gives from those two versions of the data point ought to be the same so example if I have here a picture of a


horse I can apply one random data augmentation to the picture and I can apply a second random data augmentation and then what I'm going to do is enforce that the model makes the same decision about this data point for both of those augmentations and the effect of this is that the model can start to pick up things about the image that it might not otherwise have paid attention to so for


instance if my augmentation number two crops out just the lower right part of this force then the model might be forced to pay attention to other regions of the image like the the hind legs and the tail in order to decide that this is in fact a horse whereas if I had if I had not done that other data augmentation it might have only focused on the head and always made that made


the decision on that basis so I'm sort of I'm applying two random augmentations in order to induce the model to look at look at different parts of the image to to learn what features are relevant for identifying horses alright so fixed match is going to combine these two ideas of pseudo labeling and consistency regularization so we start off with like a small label


data set only a few data points we're going to do as much as much learning on that on that data set as possible and then we're going to go and pick some samples out of the unlabeled data set and then we're going to follow first of all the consistency regularization process so we pick we pick we pick an image which is which is which is unlabeled we apply two augmentations to


it what one week augmentation that kind of preserves the general sense of what the images and then a strong augmentation and then we ask the following question on the weak augmentation was the mole I'm very confident about what that image was meaning like it achieved let's say greater than eighty percent you know greater than eighty percent confidence of that image was a horse and if so


we're going to include that into our pseudo labeled set and then we're going to do the consistency regularization process whereby we enforce that the models predictions on the Augmented version of the data set on the Augmented version of the image becomes close to what we now treat as a true label for that image which means that we are sort of we're allowing it to we're allowing


it to learn from from the unlabeled data set in the way I mentioned before which is which is that you know this this strong augmentation might remove the part of the image that the model was paying attention to previously so that we are now forcing the model to have a more general understanding of what it means to be a horse yeah yeah Andy basically similar representations of


augmentations I think for images the knowledge that a particular augmentation is also angle preserving it's very slow underappreciated well I feel like a lot of work in DNA ends right now is like finding sneaky ways reprieve alleged so he's saying that like the fact that the fact that when we do a random augmentation the label should still be the same is like it's kind of like it's


kind of alright let's see how this plays out so we start off with when we got one image in the labeled set so that's our label set this is the set of images on which the set of unlabeled images on which the model is confident enough above a certain threshold that it can say what they are to get the pseudo label and these are the pairs these are the training pairs that we're gonna that


we're going to train on for this step so training pairs we're just going to take the horse image augment it a little bit and then train our model so the model becomes a little bit better at or at recognizing horses fine nothing has you know nothing has changed significantly same labeled set there's still you know the model is still not confident enough to say that any other


images an image of a horse so we just go and generate another augmentation and we keep on training but at a point the model will become confident enough about some other image and it'll say you know what I believe with probability greater than tau that this other image which came from the unlabeled set is also horse so now we are able to do the consistency regularization process not


only with the image that was in our labeled set but also with the image that was in the unlabeled set and this now allows the model to learn more about horses then it knew from that from that one unlabeled image like we started off with unlabeled image it had particular characteristics now we've you know been able to add a second image and we can learn some different things that will hopefully


allow us to jump to a third image and a fourth image and so on so yeah we just keep training for a bit and then the model becomes confident about the next image and you see like this process proceeds iteratively okay so results like I said are impressive what you can do with this so with forty labels they had an error rate of thirteen point eight one so like 86


percent accuracy and and and the error rate that I mentioned at the start of twenty two percent with one labeled example per class that is derived by picking the best starting point for each of the classes so they went through all of they went through all of say far ten or there's actually papers on this and they found like the plain picture that is the most plain out of


[Laughter] yeah yes that's how they got that if they're if they got a random one I think they got like 68 yeah all ten by way so that's the most cat that's how clean your labels have to be so first of all you know I mean they're showing this on CFR ten which which we all know is perfectly labeled and in real in real life you know that doesn't generally hold completely agree like secondly this


already has a chance of miss labeling things just on a time like even if your data set was perfectly labeled it's with it that would already be a probability that it goes in and miss label stuff so you know having incorrect labels in the first place would would add to that however since it's a semi supervised method the initial label data set is small so presumably it would be possible


to curate that thing and make it as correct as possible yeah I don't recall this cushon of that exact quite a bit of variance yeah I think that they do experiments but they pick like five random five random starting points and the variance can be like twenty percentage points of accuracy yeah well I guess you can pick a few random ones see how much variance there is in your specific domain and


then you know our understanding is that it's not as bad as mix-match yep transfer learning I would suspect not because this is CFR 10 so I'm not sure yep I believe so yeah I'm not a however so I'm confident but yesterday the question was did I use transfer learning here I think transfer lying would probably defeat the purpose yeah yep all right let's so let's just get going


so this idea of like the you know the most bird bird this is they refer to it as this prototypic allottee and they have they have some examples of what happens when you have a more and less prototypical training set so this is the one that we saw before that was as prototypical as as as could be found and this one down the bottom here is the least prototypical and this is a curve


of how the accuracy had the accuracy of the trained model went on each of those sets so it is strongly affected by the starting point so limitations as I mentioned before there's there's prototypic allottee I have kind of a question mark doesn't discuss in the paper but like class imbalance like you know if you have many more examples of one thing than of another which you know


I've heard that that can happen I'm not entirely convinced like I think it would probably jump that'd come across yeah and once again you know another issue that I've read about in books is you know if you shop learning where like you you really only have this many examples of of an object then you don't have a whole bunch of unlabeled examples to do this semi-supervised presses on


eighteen secrets that lie hidden in your subconscious mind as I continue to do the work of going deep within my own subconscious mind which is really a net result of the training that I put together which was released earlier this year on programming your subconscious mind I recognize that there's far more to what goes on in the subconscious mind and how we create reality based on

18 Secrets That Lie Hidden In Your Subconscious Mind (Neville Goddard, Napoleon Hill)


what's on our subconscious mind so much so that I've been making a lot of videos lately on this topic and what I've done in this video is I've pulled 18 key distinctions that we're going to discuss from the perspectives of neville goddard and napoleon hill who I believe are masters with working with the subconscious mind and these 18 distinctions are reflections insights


perspectives that I've gathered as a result of working with their information and as a result of working with what I had put together in my subconscious mind training program which by the way made a huge difference in my life because I think I might have mentioned this a few times but in order to test the effectiveness of reprogramming my subconscious mind around that time I


decided to apply it towards attracting a ideal relationship and by using the exact principles in that program I found myself in my ideal relationship in fact my girlfriend is in front of me right now as we are recording this she's playing a huge integral role in what I do and together we create amazing content for sharing and I also want to add that on the list of qualities that I


look for she meets every single one of them because I realized one very important thing the vision is the identity and I made a video on this last video I did talking about the imagination being the identity and you can say the imagination and the vision is the identity both the same and also different as far as discussions go we say imagination and vision but the


bottom line is this who you are who you're destined to be is your true vision and you can create it by cleansing disempowering thoughts and elements in your subconscious mind which you have learned through five sensory based input and meaning associated to it meaning that you have created that you've associated to the five sensory input data or meaning that you have


learned from others so my goal in this video is to assist you on your journey to materialize your dreams to bring forth your vision I made a number of videos helping you uncover your vision and I'll continue to do so and in this video we're talking about releasing elements in your subconscious mind working with really deep elements in your subconscious mind to bring forth


that what you truly desire because your vision is yours and you have the power within you to bring forth your vision by working with the power of your subconscious mind neville goddard says so when you know what you want remain faithful to that assumption and the assumption though at the moment is denied by your senses and denied by reason if you persist in it it will


harden into fact which brings us to our first point what gets hardened into fact controls automatic behaviors of the individual if you believe that you are not worth it as far as your vision goes if you don't believe fully within you that the vision is your birthright it is who you are then you have elements that are within your subconscious mind that are being projected outwards and


materialized into form through various different ways but primarily or it could even be secondary through your behaviors the way you carry yourself the way you connect with people the way you navigate reality the way you handle different people environment and circumstances in your life reveals to you as to what you are assuming to be true in your subconscious mind which a


lot of times can be hardened into fact now when it's hardened into fact what you'll notice is that in the external you will find all kinds of evidence to support that fact now if you believed in another assumption the polar opposite of that assumption and that was hardened into fact then you're gonna find plenty of evidence to prove to you that that assumption is true by the facts that you


will find in the external world now what does this mean this means that the source is the thoughts within and the thoughts within are mostly subconscious we have a conscious mind we've got a subconscious mind and the subconscious mind is responsible for creating our reality and the subconscious mind has to become on board with our vision and the way we do this is by impressing our


vision through our imagination or subconscious mind reconditioning or taking in information via our five senses that are in alignment and congruent to our vision till that hardens into fact and behaviors thoughts and actions and whatever you do projects outwards interacts with the external world the environment people and circumstance to bring forth your vision


number two what gets hardened into fact removes from an individual's consciousness that what is not related without the use of mental or emotional force what I mean by this if you believe reality to be a certain way and if that has hardened into fact you will find yourself surrounded by people environment circumstance and information that supports it and what will be


excluded from your consciousness is that what will not be related to that vision you won't be able to even see it it'll be like a blind spot now this can work to our advantage I'm not talking about being indifferent I'm talking about being in the spirit of harmony your true vision comes from who you really are your soul expression see I believe we have our conscious or


subconscious and the super conscious the super conscious is the universal mind it is the one mind the single mind in which all individual expressions from that one line contained within that one mind is our true vision and when we uncover that vision in our imagination and we honor that vision what gets included in our consciousness is that what is related to


the vision which includes being in the spirit of harmony with all people environment and circumstance and what gets excluded from the consciousness is that what is in harmonious in thoughts feelings emotions and behaviors that create in harmony in the external world but the truth still remains that the source is within it is from mostly the subconscious so as you observe what's


within your consciousness with your awareness not what distracts you that what your attention goes on it reveals to you what's within yourself and what is revealed to you can be worked on if it's related to your vision then you can encourage that if it's not related to your vision if it's an emotion that creates turmoil within which reflects outwards and materialized into form as


turmoil with people environment circumstance that you can change that within by adjusting your subconscious mind but the bottom line is this is that as a person continuously does the work on themselves the environment the people and circumstance the external world becomes more harmonious number three faithful assumption is what levels up a person's thought beyond limited thinking


now what Neville is saying is remain faithful to that assumption even if it's denied by your five senses five senses the sixth sense is your vision it is your connection to the superconscious it is your conversation with infinite intelligence which we're going to talk about in a moment the five senses are earth based senses and there are empowering thoughts and feelings via


those senses and there are some disempowering ones that are belonging on this earth based experience the disempowering ones are fear doubt and indecision because for many thousands of years we had a certain level of consciousness and it wasn't high enough to help us realize that abundance is the natural order of things when we are in harmony with the lovers within which I call the


connection between the conscious the subconscious and the super conscious harmony within but we're talking about here in this video is becoming harmonized between the conscious the subconscious and superconscious and even if you don't believe in the super conscious even if you don't believe that it exists then we can at least believe because it'll do wonders for you and


then in the process you'll uncover this super conscious and you don't really have to be living a harmonious life it's the relationship between the conscious and the subconscious the conscious being the Guardian the director the decision-maker on where you decide to go and where your attention goes on and guarding what goes into your subconscious and the subconscious being


the creative force that expresses outwards to materialize into form that what gets inputted into the subconscious will be impressed upon the subconscious and the subconscious will bring it forth so by remaining faithful to that assumption you are working with the imagination which is the success so you are transcending the five senses you're saying this is what I want impressed on


the subconscious mind that what is in my imagination and the subconscious mind will bring it forth whether it's from the imagination or whether it's from the five senses now what is in the imagination which comes from your vision is a higher level thinking a lot of times you'll find that it transcends the thinking beyond what you have learned from the five senses and as a result of


honoring that imagination that vision that assumption of the wish fulfilled in the imagination your thinking will start to elevate what you'll notice is that you will think different thoughts that are more empowered or more empowering to yourself your self-esteem your self-confidence will go up towards others people environment and circumstance and these thoughts that you have will


become a assumption that will harden into fact because you will honor the thoughts the thoughts will be projected outwards and materializing to form and you will see it and you will assume it to be fact at a subconscious level and you will see it with the repetition Rima T realizing over and over again into form he says so if I assume that I am I don't have to I don't need any


evidence to support it I assume that I am and what well i name it and having giving it a name giving it form given it definition remaining in it I resurrect and if it takes a thousand men to aid the birth of the state a thousand men will play their parts and I don't have to go out and look for them what is he talking about see there is one imagination really one mind and we are


individual expressions of that mind the super conscious mind is the universal mind and you as an individual is made up of a conscious and a subconscious mind when you're dealing with something like faith and honoring that imagination living in the imagination you are working by sending a faith-based message over to the super conscious mind and the super conscious mind the universal mind


is connected to the subconscious mind of you and everybody else and that information goes over to them in via the subconscious mind and they will have hunches and inspirations to be in connection with you now this is something that I experience on a regular basis a lot of times I get emails from individuals that say I felt I had to reach out to you and you have the answer


to this question that I'm looking for and they asked me the question and it happened to be the very thing that I figured out last week and we are all connected via this invisible link the question is do we believe it's possible do we honor the connection how do you establish the connection you establish the connection through higher vibration thoughts leveling up your thoughts thoughts that


are in the spirit of harmony what is the spirit of harmony well looking look at the spirit of harmony from multiple perspectives a good relationship between the conscious the subconscious and the superconscious number one which I call the lovers within and number two a relationship and realization that your vision doesn't take away your true vision doesn't take away from the world


from divine from evolution it contributes to it win for you win for those that you deal with and win for divine or evolution that's the true vision now this might not have been happening for thousands of years but our consciousness is going up and this is going to continue to increase and we will see more and more living in the spirit of harmony look around and you'll


see that there's far more people living in the spirit of harmony when they embrace this philosophy a lot of my students including myself have realized that by releasing that does not that what does not serve me that was within my subconscious mind which I've taken in beyond five senses and given meaning to that was disempowering by releasing that programming I allow myself to go into


the superconscious and get my vision and express accordingly why because fears start to go away fears break the connection between the conscious the subconscious and superconscious so number four we are individuals made up of conscious and subconscious mind connected to the super conscious mind otherwise known as the universal model and when you work in harmony in the imagination by


encouraging positive uplifting nurturing spirit of harmony thoughts that information will go and up to the super conscious and the super conscious will work with it that's how you work with the universal mind that's how you communicate with the universal mind the universal mind will not bring scarcity based thinking into the subconscious mind of others it will not be allowed to


go forth that kind of information is from the five sensory-based input here on earth it does not exist in that level of vibration that level of consciousness that is the superconscious which is the creative source of everything spirit of harmony brings forth number five those that are in the spirit of harmony now the beautiful thing is that when you work with this


when you cleanse your subconscious you'll start to think more spirit of harmony based thoughts and you will notice that you'll attract the people that are also in spirit of harmony and I'll keep increasing it's almost like when they show up into your life you could say I was expecting you and they will say to you well I was expecting to deal with you and here's what I would


like to do and you would say to them here is what I like to do and you will find it to be in harmony in harmony in the spirit of harmony it is what is known as a true mastermind true mastermind see in my opinion and working with this through realization of experiencing this a mastermind is when two minds come together to a more come together and they create something that


is greater than than they could have done by themselves so they're working on a creative solution to a problem and as a results of the two Minds working in sync they come up with an idea a concept a way of solving the problem a way of going about doing things that is greater then they are actually combining together to be in the spirit of harmony and as a result of that infinite


intelligence shows up and creates the third mind so when you cleanse your subconscious mind you'll notice that you'll be in more of a greater degree of spirit of harmony within yourself between the conscious the subconscious and superconscious and you will attract those that are also like that because you don't attract what you want you attract who you are and part of this


journey of cleansing the subconscious mind is becoming who we are being one with the vision the vision being the true identity number six your brain knows your imagination as reality see this is very interesting if you consistency and persistency from that place imagine believe have faith in that what you hold in your imagination your body will start to act different your


thoughts will be different your posture will be different the way you communicate will be different I know because I've been working with this a lot of people ask me how did I improve my communication skills how can I get on a microphone and just keep expressing like this so precisely well it's because harmoniously within I've developed a really good relationship between my


conscious mind my subconscious mind in my super conscious mind I am not overly in my head yet I am consciously aware my subconscious mind is a repository of a lot of experience that I've gathered in my life in business entrepreneurship on these topics which expresses through me and as that connection and facilitation happens the superconscious gets involved and


projects outwards now what happens is my brain is working there's no doubt about it it is involved in the equation and all of these behaviors this way that I'm communicating and everything that I am is a net result of what I imagined myself to be and for many years I would imagine myself being this way and that applies for everything else and as a result of that by behaviors my actions


my words how I communicate expresses accordingly the training happens in the mind and the visualization now this is not to say that you can't do the hands-on training like practice public speaking but you can absolutely work in your imagination to become a better communicator your imagination can be made so vivid that you can't tell the difference between a real act in an


imaginary act and if you've done it right you'll notice your behaviors have changed he says so if you proceed your visit by an imaginal act they will see you as you see yourself if you walk in knowing that you are no good they will see you exactly that way but if you walk in the assumption that things are as you desire them to be they are going to see you that way and this is life so while in


the presence of another practice putting no label on them to allow infinite intelligence to express out from you and materialize them into form in the spirit of harmony see what happens is we have our imagina lacked we believe ourselves to be a certain way and that's either a conscious imaginal act or it's a subconscious from past program but regardless we have that in our


imagination and what is in our imagination impresses on the subconscious mind and projects outwards to materialize into form of how we interpret people environment and circumstance see all people are the same we just believed them to be different now that might sound like a bold statement but practice it imagine in your mind how you want to be received imagine in your mind how you want to


receive others and when you show up in the presence of others release the conscious judging release the categorising allow the subconscious to express that what was impressed on the subconscious and allowed superconscious to also do its thing and you won't start to notice that they will be that if you imagine them to be a certain way a positive way and you show up and they're


not that way there is programming that's in the subconscious mind that's still projecting outwards to materialize them into form why because all is actually one mind if you believe them to be their greatest self that what is actually their true vision then that message will go into the super conscious and the super conscious will communicate to their subconscious and they will start


behaving that way around you their behaviors will be different around you what you might even notice is they behave totally different to you versus others they'll be more harmonious around you they'll be more pleasant around you this will be more gracious around you now I'll speak from experience on this because everybody that I'm around with now presents themself in this higher


level of version of themselves whereas in a past time in my life I would walk around with scarcity thinking and negative programming in my subconscious mind and the world would seem really dark it would seem really harsh and people would respond to me in kind of this dark energy and I I would think it was them failing to realize that I was REME aterial izing them or projecting


outwards them into form and attracting those that want to play that theater with me but after I realized that I'm the cause and I started working on this by working with my subconscious mind by doing my imaginal acts by cleansing my subconscious mind using subconscious audios and other modalities what I then realized is that by assuming them to be a certain way they show up that way even


if it's just for that moment they are that way and I've watched people transform in front of me people who I haven't seen in years who were a certain way but now they're this different way number 8 mood materializes into people environment and circumstance to reveal our mood within how we believe reality to be will be reflected in the external world to be so that's one of the deep


secrets of the subconscious mind a deep understanding and grasp of this gives you an enormous amount of power now we're taking this down into a nuanced level of emotion mood how you feel they will feel if you're angry they will be angry in front of you I know it seems kind of far out like how could it be that way but just try and remember actually remember a time in your life


when you had an amazing uplifting powerful source based mood abundance and you were doing your thing whatever it is you were out and about notice how harmonious the world was to that mood and I gave you my own personal example a time in my life where I felt a lot of darkness within negativity with it I experienced it without in the external world now I've seen this happen


many times in my life a really high peak positive state reflected outwards by surrounded as far as the senses can see by people environment and circumstances that are harmonious to that and I've seen it in darker times in my life again surrounded by people environment and circumstance to reflect it accordingly I was the source within I am the source within my mood materializes into people


environment circumstance to reveal what is going on within me in a way they're helping me they're helping you telling you what's inside of you when you adjust that within yourself via the subconscious it starts to change because see we're not trying to consciously will and force this the subconscious mind projects outwards and creates into form that's it and it's it does so


automatically we don't even have to think about it consciously it's always happening all the time and it can be programmed in our imagination and I like a dual process working with the imagined imagination the imaginary act and journaling taking notes of what is revealed to me in the external world as I go about reality doing whatever I do every day for me it's the world of


entrepreneurship it's one of the best worlds to reveal about myself because it's a world filled with higher level of challenges that I choose to rise up to to reveal more about myself and as I rise after those challenges I create more success more returns and this has been the process I've been following for years and I will continue to do so and each time I noticed something that is


inharmonious revealed to me in the external world I will write that down I will take a note of it and I will address it by in my imagination or my subconscious mind audios affirmations now unlocking the power of affirmations is very important I got a specific process and I created a video about that and I'll put a link in the description thoughts become things and affirmations


in the external world which may be assumed as fact the origin is still thought and thus that assumed fact no matter how valid it may appear can and will be changed by thought now by the way these quotes that I'm reading here are the actual 18 elements are pulled for my Instagram and every day I post to my Instagram so I recommend you go over there and follow me and consume this


information because these are thoughts that I have as a result of working with my own subconscious mind and working with my clients and helping them in areas of their life whether it be entrepreneurship and business and personal development working with a lot of the identity elements in the subconscious mind so I took them and infused them in here they were my


inspiration so thoughts become things and affirmations in the external world which may be assumed as fact what is being revealed to you in the external world because it's there because you can pick it up within your five senses you can taste it you can smell it you can feel it you can see it you can hear it it's easily assumed as fact because you see it you experience it beyond the five


senses and what has experienced the we are the five senses can be assumed as fact but that's a choice when you realize that that was a projection from the subconscious materialized in the external world and you begin to question that and say wait a second I can now choose to assume that to be fact if I change the cause within what happens here's a circumstance here's a person


here's an environment here's how I feel about it here's the the chain of events leading up to it here's what happened what if I change the cause within about this what if I change the way I look at it what happens well when you change the way you look at things the things you look at change try it take a current circumstance take your current problem that you have and shift your perspective


around see one of the things that I've learned on this journey of entrepreneurship is I have learned to be able to see opportunity where others can only see problems and roadblocks and impossible I've trained myself to do it now I've been on this journey for 10 years 10 years as a full-time entrepreneur the repetition of being exposed through so many problems in my businesses in my


clients businesses and working as a consultant and coach in working with many entrepreneurial organizations and companies of all different levels I've been exposed to so many problems and issues and solutions to that that my subconscious has found so many ways to solve problems to the point of repetition where someone who is starting this journey brings to me their scope of


problems and I can easily see solutions easily see the solutions what does that mean it means the solutions exist now these are valid viable solutions these are concrete solutions or things that I'm just making up but the difference between that entrepreneur and me is a perspective they don't see it as an opportunity they see it as a problem they see it as an impossibility the


moment you see it as an impossibility it becomes so what you believe as far as reality goals will be projected outside of you and materialized into form so one of the things we have to always remember is that the word impossible can limit us so Napoleon Hill had one set in thinking Grow Rich when my favorite quotes he said a great many years ago I purchased a fine dictionary the first thing I did


with it was to turn to the word impossible and neatly clip it out of the book it would not be an unwise thing for you to do now why would he suggest something like this because the moment we have this impossibility idea show up it is reflected in the external world on the based on what we're thinking about dealing with a person an environment or circumstance it will be reflected in the


external world as fact of impossibility but in order to and think about your unlike don't just take my word for it you have experienced this is a beautiful thing I'm not talking about things that you don't know about you I've already experienced these things I'm talking about reflect upon a time in your life where others saw a situation as an impossibility and you saw it as a


possibility and you were the one who figured it out you learn how to create that where others could not see it it was because you first believed in your mind that it was possible and that projected out and reflected and materialized as the possibility that door showed up and you held the key with the thought the thought is the key that opens up the door so Napoleon Hill talks


about the concept of the sixth sense and I refer to this as the superconscious the infinite intelligence conversation the universal mind now some might agree with this and some might not agree with it I have a lot of reference experiences personally that I work with and I've talked to many others who work with this and I agree with what he says here he says the sixth sense is the portion of


the subconscious mind which has been referred to as the creative imagination it has also been referred to as the receiving set through which ideas plans and thoughts flash into the mind the flashes are sometimes called hunches or inspirations the sixth sense defies description it cannot be described to a person who has not mastered the other principles in the philosophy because


such a person has no knowledge and no experience with which sixth sense may be compared understanding of the sixth sense comes only by meditating through mind development from within now this is why I've been pointing out a lot of videos about developing your mind in the Kabbalah and we say all is mine though all is mine and the universe is mental you have the solution to everything via


your mind within the subconscious within the superconscious within infinite intelligence we are the sixth sense we are the connection to the subconscious mind of other individuals via the mastermind again the mastermind individuals coming together in the spirit of harmony I'm not talking about groupthink where people come together and try to be right rather than focus on


what is right rather than focusing on what is right they focus on who is right that would be groupthink there'll be egoic we're looking to believe in the possibility of the solution and saying as a collective coming together in a mastermind we will figure it out together that thought goes into the minds of all individuals impresses itself in the subconscious mind


goes to the superconscious mind and is brought forth adds the idea that hunch the inspiration to solve the problem or create the solution whatever it is now he says the sixth sense defies description it cannot be described to a person who has not mastered the other principles of the philosophy and I'll speak from experiences because I've been reading thinking Grow Rich since 2004


and I've used it many times to create multiple definite chief aims and I've achieved every single one of them and I have one right now and I will achieve it and each time I achieve my definite chief aim I realize the power of the sixth sense how so I'll tell you exactly how because during the time of in between of generating the definite chief aim and the manifestation of the


definite chief aim I had no idea how I was gonna be brought forth but I will tell you this ideas hunches and inspiration showed up that redefine all the things that I've ever learned logic and reason even and I followed those hunches and inspirations in some way somehow it brought forth and Steve Jobs sanity says you cannot connect the dots looking forward you can only connect


them looking backwards even talks about trusting your intuition that's why he really recommends the book by Yogananda and so what I do so do I the autobiography of a yogi' you read a book like that and you will automatically realize the power that you have within you and it is through the repetition of achieving your definite chief aims that you build a deeper


connection with the sixth sense perhaps that's why a few people when you look at the grand scheme of things have a deep connection with the sixth sense maybe they have not honored the voice within and created a result of the definite chief aim which is a fragment of their true identity see I believe that the definite chief aim is part of a grand vision I believe that the definite chief


aim is part of your true vision if by nurturing the definite chief aim that you have right now and bringing it forth you have a greater sense of understanding and awareness of your overall mission and purpose in life one of the things that I found to be true is that by following the definite chief I realized that all is in harmony to contribute to the definite chief aim and


that each element of the definite chief aim or each definite chief aim when completed builds my connection with the sixth sense and then reveals to me my next definite chief aim and each definite chief aim it's like a little pixelated vision in each pixel shows up what the definite chief aim accomplished to reveal to me what my purpose is here on this planet and that's why I made


that video the last video I made when I said your imagination is your vision it is your identity because I've I've realized this is that every time I had a definite chief aimed more and more of my mission my life purpose is revealed to itself revealed to me now I believe life has an interesting pattern when you accomplish something infinite intelligence $0.06 shows up with a


greater responsibility for you and this responsibility is to bring it forth heaven on earth Devine is always looking to manifest on earth that's why it's said as above so below and it is through this process that it's manifested you you are the one that brings it forth it is through you and I and everyone here that the vision of where we are going divine evolution is being brought forth


if you look back humans have evolved and it is a net result of paying attention and honoring the vision each individual that has contributed had a definite chief aim and by constantly identifying and honoring and seeing the definite chief aim all the way till completion you uncover more of your vision and you start to understand the sixth sense even more so number 10 all is part of the


super conscious mind impressing the super conscious subconscious mind is done through the imagination so when you get your vision from the super conscious mind your definite chief aim you are to follow it all the way till completion and you can work with bringing forth you're definitely Fame via your imagination it is via your imagination that the conscious the subconscious and


the super conscious work in harmony the love within the subconscious mind is impressed and brought forth the conscious mind continues to facilitated guard and nurtured the subconscious mind and the ways that define or defy possibility are figured out by the super conscious number 11 optimal behaviors manifest automatically because we continuously support and encourage our


imagination we also realize that our five senses are there to support our sixth sense the imagination so for many years we could have been living in a world where we were run by our five senses and you could live that way if you want but when you work with this philosophy when you work through this process of identifying your vision and making this a continuum it's a


continuous journey you realize that the five senses are here to support the vision of the sixth sense information pours through you like a conduit via the sixth sense through your imagination into the subconscious mind impresses the subconscious mind the subconscious mind projects outwards and materializes into form that information is picked up we are the five senses and interpreted by


the conscious mind and given meaning to to tune the like an instrument the subconscious mind to be in alignment with the vision and then send specific instructions back to the superconscious to repeat the process again and again over and over again that's the relationship of the lovers within but the primary living is through the imagination the sixth sense now that is


a person that is projecting outwards releasing that is a person that is said to have bring who brings the goods the table arrives with the full cup they're not looking to take because all is within they are looking to express and share and contribute and that's how a mastermind is created and that's how you had the button's consciousness and you can feel when you're around a person


like that and my goal in this video is to help you unlock that because we all have that potentiality within us and it continuously gets released more and more by doing the work by cleansing the subconscious mind from that what breaks the connection between the conscious and the subconscious and superconscious and when the superconscious is expressed through the


suit through the subconscious in the external world that's where you get beautiful works of art that's where you get beautiful information insights that's where you get breakthroughs in technology breakthrough a breakthroughs in medical science breakthroughs in everything because you're working with the spirit of harmony because you're working with imagination because you're


releasing fears doubts and indecision on that what is your purpose in your vision see Napoleon Hill said this and I'm a huge fan of this in that chapter of outwitting the six ghosts of fear he said this and I'll pull it up here he said indecision is the seedling of fear remember this as you read indecision crystallizes into doubt and the to blend and become fear see in the last video


when I talked about mental chemistry I recommend you watch that video and watch it again and again and again because what I was really getting at over there is you don't want to wait till you fear you want to catch it at an indecision and doubt level before it crystallizes interfere you have the awareness and the power to capture it at that point because as soon as fear hits you that's


when you risk drifting that's when you break the connection between the lovers within that's when you get in your head about it that's when you're gonna act from a scarcity perspective that is when you're not working in harmony to release that's what's on your subconscious mind to help you solve the problem so catch it at an indecision and doubt level the moment you feel indecision you trust


that the answers are within you you release it and you ask the subconscious mind you say subconscious mind you are the source of creation of all that exists because you are connected with the superconscious mind you are also a repository of the experiences I have had in my life and I realize consciously that you have far more experiences than I could consciously think of at this


moment you have the answers within you present to me the hunch the inspiration and I will act upon it with calm faith and it will be reveal to you to the extent that you have the connection and the relationship between the conscious and subconscious super conscious it will be revealed to you right that in there and the key is take action on it speed of implementation if you get that hunch


you have to act upon it right away because if you don't act upon it right away more doubt will set it more indecision will set it when you act upon it you move everything forward and it might not necessarily directly produce the result but in some way somehow it will be brought forth because you're moving forward the next ideal will show up the next thing and when you connect


the dots looking backwards then it will make sense to you there are infinite ways number 12 infinite ways of bringing forth your vision found by listening to your own inner voice the inner voice speaks from the super conscious mind which is the source of all that exists and your subconscious and even if you don't believe in the super conscious it will still speak from the subconscious


because the subconscious is a storehouse of so many reference experiences that you have had in your life and there's tons of them you have to believe and have faith and confidence in yourself that's right recommend watching the video I did on self confidence formula by Napoleon Hill when a person has self-confidence and faith in themselves they tap into their subconscious and


their subconscious expresses you'll notice that people who have a high degree of real core confidence are more likely in flow more often they are not in their head they're not stuck an inharmonious in the relationship between the conscious and the subconscious you have to trust that exists within you and you have an inner voice and it can speak to you for me I build a connection with


my inner voice to the point my inner voice speaks to conversations but for you it might be a hunch and inspiration but the more you honor it the clear that inner voice becomes the more pronounced it becomes and again that's why Steve Jobs said don't let the noise of other people's opinions drown out your own inner voice because all is one mind the inner voice is connected to


the inner voice of everybody else The Sixth Sense probably is the medium of contact between the finite man or finite mind of man and the infinite intel and infinite intelligence and for this reason it is a mixture of both the mental and the spiritual it is believed to be the point in which the mind of man connects to the universal mind all well-being is materialized through


alignment with consciousness rising and experienced through our five senses guided by our six now this will make sense to you when you have raised your consciousness and I recommend studying the work of David Hawkins letting go and power versus force in the levels of consciousness when you work on releasing the lower consciousness level based thinking of fear anger resentment hatred


Envy you move into a place of bliss joy unconditional love acceptance real reason will understand you seek to understand and then what happens is that those experiences those thoughts project outwards via your subconscious mind and materialize into form and as we said guided by the sixth sense the voice with it lifting up your thoughts to higher degree no matter what you find as far as


the statement it can always be Allah elevated to a higher level number 14 the most powerful televisions a great quote that I put together my Instagram that came to me as a result of a conversation I had with my superconscious the most powerful television is our own imagination in which you create worlds where you are the hero and all supporting you to bring forth your


well-being into this planet with such vivid detail that it rewires your neurology in your brain to automatically generate actions to bring it forth you do not need anyone else to tell you what your vision has to be a lot of us are programmed by the information that we're consuming and the question we have to ask consciously and it's where the conscious mind has to step in and say is this


information programming our subconscious mind for abundance for wellbeing for joy for peace or is it not and we have a choice right then and there and we always have to remember this the imagination in our mind can be the greatest source of entertainment joy happiness bliss inspiration in your own mind and you control it and you have access to it and you can cultivate it


and you can build a relationship with it and just like how you consume information that information goes into your subconscious mind and projects outwards to materialize into form so will what will be in your imagination it will do the same thing the question is do you want to have control of that what programs your subconscious mind so Napoleon Hill says before you can put


any portion of this philosophy into successful use you must be prepared to receive it the preparation is not difficult it begins with study analysis and understanding of the three enemies which you shall have to clear out these are indecision doubt and fear the sixth sense will never function while these three negatives or any of them remain in your mind the members of this unholy


trio are closely related where one is found the other two are close at hand so this is one of the biggest insights that I'm going to share with you what I've found with working with the subconscious mind you can categorize all subconscious mind reprogramming to the removal of indecision doubt and fear which are $0.05 based input data and meaning gave not the data but the meaning so it's you've


heard this said before it's not what happens due to how you respond to it it's not what happens to you it's the meaning you give to it and that's why I recommend man's search for meaning and watch the video I did last on mental chemistry which is exactly about this transmutation now when fear doubt and indecision sets in your subconscious mind they will begin to project outwards


to materializing to form to reflect fear doubt and indecision and fear when it's projected outwards in the external world cripples us because it shows up and it's scary because it's revealing what's within which is scary and it can cause us to remain there now there's always a way out we'll always find a way out but the key is this if you want to continue to unravel that what is within your


vision as you do the work to remove it at an early stage fears which is a net result of indecision and doubt number 15 the discipline of taking rapid action on an idea that you're curious about will not only give you empirical data but train your ability to trust yourself and act in spite of doubt fear and hesitation while cultivating wisdom and decisiveness ok discipline of taking


rapid action will cut through the dis indecision and doubt right then and there it's a habit see overthinking is going to lead to fear that's it when you start overthinking you have initially embraced a slight seedling of indecision in doubt that's why right then and there we could ask the subconscious on what we need to do and take the action right then and there and if you look at


anybody that has created success one of my favorite programs that I've ever was part of us called get altitude by eben pagan and he said in the beginning he said one of the commonalities that he has founded he's a very extensive reach a researcher and he a lot of his information I hold true as foundations fundamentals for building success especially in entrepreneurship he said


the one commonality the one thing that successful entrepreneurs have in common is speed of implementation and I did that discussion on opportunity but I've been paying in I recommend you watch it he said get version one out in the marketplace as fast as possible and yet again then get it up to version three as fast as possible out into the marketplace take the action


now this is a practice it's a way of living when you get an idea to act upon it right away you are cultivating decisiveness and you're getting data you cannot get data from the external where everything is optimization you cannot get data from the external world unless there's some action taken in the external or otherwise you get stuck in your head in theory the beautiful thing


is the more you do this with repetition the more you honor your inner voice because you'll start to see that some way somehow it works out number 16 the sixth sense is a conversation with infinite intelligence that shows up when you are in a vibrational match in your imagination which is clear of thoughts containing fears doubts and indecision so by taking rapid action by honoring


your inner voice by trusting it and not being afraid of the six basic fears as a result of thing so what happens fear of poverty fear of criticism fear of ill health fear of loss of love with someone fear of old age fear of death hold somebody back from taking action that's because in the earlier stages they encourage indecision and doubt based thoughts that that became fear in those


areas they encouraged them to the point it became fear and you don't want it to get to that point and if you want to build a connection to the superconscious mind you have to do this work you have to release those fears you have to release the early stages of it then take action because you have to get into the vibrational match of the success which is a really high vibration which is a


confidence based vibration a person that believes in themselves has confidence creates success look at anybody that has produced any results that you admire doesn't necessarily be money or finance whatever you will find within them a high degree of confidence and whether they can articulate what what it is I'm talking about right here and a lot of them I've talked to have never


articulated before and I've shared this information with with them and they say this it said Wow you are able to articulate what I have been feeling and so they might not necessarily be able to explain what we're talking about here but they are experiencing this in some shape or form but the key is this they get access to their subconscious and superconscious by


releasing the fears doubts and indecision so thus that's why I put huge emphasis when it comes to programming the subconscious mind one of the big elements that we want to keep into consideration is noting where the fears doubts and indecision so up and work on releasing them number 17 flow brings forth results in harmony with our vision because the feeling experienced while in


flow is the mental alchemy that is projected outwards to materializes form it is then experienced back through our five senses as validation of the feeling of flow within flow is where we want to be at flow is where challenge meets skill it is where your being and living a purposeful life it is when you're progressively moving forward towards the realization of your definite chief aim


it is when you're living your vision creating your vision and it will be brought forth and then you move on to the next one and the next one so watch the video I did on mental chemistry watch the discussion I did on flow by me nitric sent behind flow is a very important element to keep into consideration when a person is in flow they're also very light-hearted when a


person is not in flow they're stuck in their head they're angry that's because they have given in to fear fear brings more forth those lower levels of the emotional scale the level that you want to get at is the higher levels of the emotional scale okay watch the emotional scale discussions that are probably on YouTube on Esther and Jerry Hicks maybe I'll do a discussion on that the


emotional guidance scale they even talk about it they said being in those higher vibrations to higher levels of the emotional scale will allow you to connect to infinite intelligence to your voice within the superconscious and that is experience when you're in flow when you experience challenges while you're in flow you're able to overcome it because the idea has come from within we


have the subconscious there's a harmonious relationship between the conscious and the subconscious and I'll even add to it and say the superconscious as well and number 13 always remember this you are the conduit that streams infinite intelligence we all have access to infinite intelligence it is accessible to all of us and the link is within it is within you just like any


conduit energy flows from side one side to another within its casing fully perfect protected from external contaminants to smoothly carry out its meaningful journey in all its purity all the way to its destination you are being guided you are protected you are being supported on your vision and you have a choice to honor that by taking inventory of what is within your subconscious mind


that denies it and releasing that and as you release it you'll find yourself more in flow flow is the energy that goes through the conduit it is where you are on purpose now this doesn't mean you have to be on flow all the time but it does mean this the more you embrace flow the more you honor your flow the more you honor these things that we're talking about the more you'll find that


you're living purposefully the more you'll find you'll be able to come up with saw and solve problems in creative ways never even thought of before because you have a very harmonious relationship between the conscious - subconscious and superconscious and the energy flows through you protected you will be guided your sixth sense will warn you you will have a heightened


degree of sensitivity for vibes and energy you will learn to trust and honor that what you feel and I'll speak from experience I've had this many times I've had certain little feelings show up about not going into certain places only to then experience the negativity of that place but now I honor them and when I follow the feelings that guide me I end up in harmonious situations


[Music] oh hello everybody um I'm really excited to host this panel about the extent to which mobile apps can contain the kovat 19 crisis as you all know we are developers is the largest community of software developers in Europe and in doing so we like to produce exciting content for developers which is not just tech content but also content that affects us as a society in

What extent can mobile apps solve the COVID-19 crisis?


a political context and from an economic standpoint at this point I would like to thank fit for internet Austrian organization that aims to digitalize the Austrian population for collaborating with us and making this panel possible and I'm excited to introduce to you the three guests of honor we have today joining us in this panel first and foremost I would like to say hello to


Antonella my Hoffler special advisor to the federal Chancellor of Austria head of the strategy unit think Austria co-head of the future operations clearing word that has been set up to plan the host Perona era she's a long-standing senior partner and managing director and now senior advisor of the Boston Consulting Group and a member of various supervisory boards


welcome Antonella thank you next up I'd like to say hi to Tomas inertness he's the CEO of CEO of ions Telecom our group the largest telecommunications provider in Austria and one of the largest in the sea region hello thanks for having me I told us and last but not least the person I'm going to begin this talk with me a secular country managing director of Accenture Austria it's great


to have you here hi and thanks for the invitation so Michael and jump right into the topic so Accenture developed the Austrian Corona app how did this project come into being when we received the car back area phytic at the head of the Austrian red course in regards to fight in Kuwait on March 9th and we thought back then together that first of all technology is an ally in


our fight against this new disease so we thought it's a goodness is to use an app in order to help fight the spread of Corona and therefore we quickly set up a team and within roughly two and a half weeks we were able to design test and ROI and f2 the App Store's first with say a very limited set of features but already productive in order to get first insights from production and usage and


then we continually improve the app up to the status where we are now where the automatic handshake is working and where we are waiting for Google and Apple to provide further features in order to further improve i'b what were the challenges in developing this app and how are you able to develop it so quickly seeing that Germany is still trying to launch their up quality the challenge is


better more or less overwhelming first of all the technology we have mobile phones actually not suited for this purpose so bluetooth is only able to mesh you're only able to measure the signal strength for Bluetooth you're not able to measure distance so first of all we had to overcome the technical problems associated and they are still not solve to be very clear I mean the


technically say workaround is first of all when measure or at the contact which is relevant for this disease is combined of two parameters which is time and distance and time is even more than distance if you listen to what scientists in the medical field say and the recommendations by the World Health Organization so time is an important parameter distance can only be


approached by the signal strengths of Pluto that's the first issue the second point is that especially with the iOS operating system so with our ever iPhones bluetooth low in low energy mode cannot receive blue other Bluetooth signals in the background so the app has to be in the foreground which is then of course very battery consuming and which naturally leads to a limitation of in


the usage with iPhones in the current state now as a plan could have made that alliance has built have built an alliance that problem shall be overcome with in the next weeks we hope so that by June we will have the major technology limitations currently in the operating systems we have we are able to cope with them so that's the that's one of the that's a technology view and of


course we had significant obstacles as well in saying everything around so first of all data protection was a very important goal from the very beginning and of course the inter protection also is a challenge from a technology point of view so we had to implement a lot of additional actions and a lot of mechanisms in order to to ensure that the privacy is is guaranteed within the


app and that's an of course an ongoing process as it is with every security measure you take you always learn you always improve and that's where we invest a lot as well so that's the second point the third point is then of course we want to have the app work as widely as possible so ideally within the whole world at least within Europe which is currently not


possible as there is no standard protocol available for the European Union for example so we need to find standard first which can template be deployed within the whole European Union which is currently not the case so we are working on that standard as well we try to bring our own expertise but also talking and listening to others and their expertise to find a common standard across Europe and


the last point of course we got a lot of attention actually we were a bit overwhelmed by the press and and media response to that app we were truly surprised that it's such a I would say politically or a sensitive topic we thought it's totally natural that we use technology in order to fight the disease okay you talked about the topic of data protection and of course for us as a


huge issue so um where's the data stored and how do you guarantee that the data is safe and secure well first of all in regards to data protection we had a lot of external reviews very thorough reviews by NGOs I mean as in open we have one of the lead leading NGOs for data protection none of your business no max James and his team is one of the leading data protection organizations in


Europe at least if not in the whole world so thought we gave those guys in very early stage look at the full source code without any limitations and they they made a review independently of course so they weren't paid by us they did it by themselves on their own and they came up with a lot of recommendations which we implemented and we are still in exchange with them so


they have access to the source code we we inform them on the changes we do and keep them posted so to ensure that third parties can take a look at it in the meantime we've also open sourced the whole code to the public so everybody can take a look at it at github from a data perspective that's the most important point because it was so intensively discussed and publicly


discussed there is the only contact their contact data is only stored on the mobile phone itself so nobody can access the contact data by any means and it is stored anonymously or technically correct Stud anomaly so you can't access any personal data in this app we can exclude that so there's one point where we need to exchange information through a server which is


when we notify people so if somebody it wants to issue a warning or a positive result of her of a cuvette test then in this case he has to give his telephone number in order to receive transaction number to have something like or to have a security mechanism so that it's that to make sure that it's your mobile phone which from which the information was sent and also when sending this this


when issuing this warning of course the notification needs to be sent to a server but again this is done without the detailed contact data but also only using anonymous data how many users have downloaded the app so far we have roughly 600 K so 600,000 downloads and yeah that's where we are of course we hope for more and we hope that the usage will significantly increase once the


improvements by a cookie and April are available within our app ok and one one more question on that have you considered incentivizing the use of the app so for example the EU politician axial force he suggested some ways how you could positively incentivize people downloading and using the app and be sure that we have tons of ideas on that but it's a very sensitive


topic I'll ask Antonella my ideas and how to incentivize the use of the app but there are many good ideas and for example I mean to give you two small ones at least we implement the recommendation function so actually this week's of just one or two days ago with the new version we implemented a couple of additional security mechanisms and now you can also recommend the app to your friends so


that's a very small feature and there are first to answer vada yes one is to have a campaign start more or less the whole society and that is something we hope that the Austrian Red Cross will put further effort into this okay well thanks that's that's really interesting information I'd like to continue with you Antonella could you tell us about the work that you're currently doing


with pink Austria and with the future operations clearing board with regards to on the one hand containing the coronavirus and on the other hand ensuring that the austrian economy hits the floor-- running once we're in the posts covered 19 period so thank you for that I will focus on the future operations clearing board because that is looking at exactly the topic that you


are asking for so as you can imagine for us it is paramount to be able to manage the so-called tans face as we all know in the meantime you know after the hammer phase to be able to manage the dance phase in the best possible way so that we can get to a quick restart and we are all very much aware that we have extremely strong impact on the economy overall and on the life of everybody so