Machine Learning Vs AI Vs DL
Published: 2022-01-01 09:14:44

Machine learning is a branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy.

IBM has a rich history with machine learning. One of its own, Arthur Samuel, is credited for coining the term, “machine learning” with his research (PDF, 481 KB) (link resides outside IBM) around the game of checkers. Robert Nealey, the self-proclaimed checkers master, played the game on an IBM 7094 computer in 1962, and he lost to the computer. Compared to what can be done today, this feat almost seems trivial, but it’s considered a major milestone within the field of artificial intelligence. Over the next couple of decades, the technological developments around storage and processing power will enable some innovative products that we know and love today, such as Netflix’s recommendation engine or self-driving cars.

Machine learning is an important component of the growing field of data science. Through the use of statistical methods, algorithms are trained to make classifications or predictions, uncovering key insights within data mining projects. These insights subsequently drive decision making within applications and businesses, ideally impacting key growth metrics. As big data continues to expand and grow, the market demand for data scientists will increase, requiring them to assist in the identification of the most relevant business questions and subsequently the data to answer them.

## Machine Learning vs. Deep Learning vs. Neural Networks

Since deep learning and machine learning tend to be used interchangeably, it’s worth noting the nuances between the two. Machine learning, deep learning, and neural networks are all sub-fields of artificial intelligence. However, deep learning is actually a sub-field of machine learning, and neural networks is a sub-field of deep learning.

The way in which deep learning and machine learning differ is in how each algorithm learns. Deep learning automates much of the feature extraction piece of the process, eliminating some of the manual human intervention required and enabling the use of larger data sets. You can think of deep learning as "scalable machine learning" as Lex Fridman notes in this MIT lecture (00:30) (link resides outside IBM). Classical, or "non-deep", machine learning is more dependent on human intervention to learn. Human experts determine the set of features to understand the differences between data inputs, usually requiring more structured data to learn.

"Deep" machine learning can leverage labeled datasets, also known as supervised learning, to inform its algorithm, but it doesn’t necessarily require a labeled dataset. It can ingest unstructured data in its raw form (e.g. text, images), and it can automatically determine the set of features which distinguish different categories of data from one another. Unlike machine learning, it doesn't require human intervention to process data, allowing us to scale machine learning in more interesting ways. Deep learning and neural networks are primarily credited with accelerating progress in areas, such as computer vision, natural language processing, and speech recognition.

Neural networks, or artificial neural networks (ANNs), are comprised of a node layers, containing an input layer, one or more hidden layers, and an output layer. Each node, or artificial neuron, connects to another and has an associated weight and threshold. If the output of any individual node is above the specified threshold value, that node is activated, sending data to the next layer of the network. Otherwise, no data is passed along to the next layer of the network. The “deep” in deep learning is just referring to the depth of layers in a neural network. A neural network that consists of more than three layers—which would be inclusive of the inputs and the output—can be considered a deep learning algorithm or a deep neural network. A neural network that only has two or three layers is just a basic neural network.

See the blog post “AI vs. Machine Learning vs. Deep Learning vs. Neural Networks: What’s the Difference?” for a closer look at how the different concepts relate.

## How machine learning works

UC Berkeley (link resides outside IBM) breaks out the learning system of a machine learning algorithm into three main parts.

A Decision Process: In general, machine learning algorithms are used to make a prediction or classification. Based on some input data, which can be labelled or unlabeled, your algorithm will produce an estimate about a pattern in the data.
An Error Function: An error function serves to evaluate the prediction of the model. If there are known examples, an error function can make a comparison to assess the accuracy of the model.
An Model Optimization Process: If the model can fit better to the data points in the training set, then weights are adjusted to reduce the discrepancy between the known example and the model estimate. The algorithm will repeat this evaluate and optimize process, updating weights autonomously until a threshold of accuracy has been met.  

Tecno Mobile is a Chinese mobile phone manufacturer based in Hong Kong. It was established in 2006. It is a subsidiary of Transsion Holdings. Tecno has focused its business on the African and South Asian markets. Tecno has always done a great job at bringing something new to the table especially in terms of its camera specs and it has done the same with the Camon 16 Premier. Also with the Mediatek Helio G90T chipset with 8GB RAM, this is a good phone for all photography enthusiasts and gamers. After a lot of speculation, Tecno POP 5 will be going to be available in the Indian market. This is the latest edition in the POP series of Tecno. The news of the launch of this phone has been circulating on the internet for a long time. The smartphone will be available in two color options and the company is offering a 6.52-inch display.

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)The smartphone will have a dual-camera at the rear end, the cameras are 8mp main sensor and 2 MP wide-angle.   The Tecno POP 5 LTE will come with a Unisoc SC9863 chipset, it is very less power efficient like old mediate processors. You could take it if you are getting it for cheaper. This processor chip may be availed in Cheap in the coming future. But, the big question which arises is that, can we trust this processor? Unisoc has the potential to bridge the gap. We hope it continues to create affordable/powerful processors under the ₹10k segment. Some devices were designed with a certain duty cycle in mind like if you are using it very heavily like browsing and playing games.

It is multi-tasking, as the processor is running continuously when you play the game and splitting its time with the browsing task that you are doing like searching, the device will be generating much heat and therefore must have some rest time or breathing period to cool off.   This battery is simply huge even for the gamers and the display is also amazing. We think the smart Unisoc chipset also does the job well enough. In India, most users look for a smartphone that can offer optimum hardware at a reliable price. A normal smartphone user (not a gamer) just wishing for a great 6+128GB smartphone with a big screen and long battery life at a low budget with a normal camera. That is the basic requirement of a large section of people of our country. Tecno is one such company which you can choose for their reliable price and premium hardware.

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)The new Tecno POP 5 LTE will be available in a single variant on the basis of RAM and storage. It will carry 2GB of RAM and 32GB of internal storage. Apart from that, the company is also offering a powerful 5000mAh Li-ion battery in the Tecno POP 5 LTE. Tecno has also inferred that the smartphone will be available for the buyer in a few days. The brand-new Tecno POP 5 LTE has been unveiled just after the introduction of Tecno POP 5C. This is also the most reliable smartphone in India and is available at a reliably low price.    The phone looks to be awesome at first glance and loaded with super-rich features. According to the look’s perspective, the price factor also plays a vital role. A lot of reviewers don’t want to give a review of economical brands like Tecno, owing to their less market share and customer reach.




Reviewers are probably not in favor of such smartphone brands because the market leaders do not want them to speak great about these brands as it’s a threat to them, but one thing needs to be understood if it’s value for money which obviously it is then nothing will stop it from being a success in the market. We think Tecno offered all the things that a consumer would need in this smartphone. We love the integration of the Unisoc gaming processor as well as the strong 5000mAH battery. The camera setup is good at this price point, you can’t expect more than this 8mp + 2mp megapixels but the picture is good enough. There is no problem in playing games, high quality games can be played without any lags. The USB port isn’t any problem and it will last longer.

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)Realme is providing the same hardware in a smartphone in 12K-13k. With AMOLED display, they could’ve gone up to 18k. While tecno is offering an LTE-enabled smartphone for half of that price. Considering that their Colour OS and chipsets were far better than TECNO. It was because they priced it extremely wrong. And Tecno is following in their footsteps. In the coming future, we are sure that Tecno will emerge as one of the most reliable and economical smartphone brands in India.   Tecno POP 5 LTE is believed to be available at a very low price. Although, the company hasn’t revealed any details about the smartphone. For the time being, the smartphone has been listed on a Philippine shopping website and it has been priced at PHP 4,599 (approximately around Rs. 6800). While on a shopping website in Pakistan, the Tecno POP 5 LTE has been listed at a price of PRK 15,000 (which will be somewhere around Rs. 6300).



As we know that the smartphone is available in a single storage variant, the company is launching it in two color options and these are Deepsea Luster and Ice Blue.    The Tecno POP 5 LTE smartphone will come with android 10, Although the smartphone will have The Android Go edition. The phone will have an HD+ IPS LCD of size 6.52-inch, it will have a pixel size of 720×1,560 Pixels. The processor of the smartphone has eight cores and is quite efficient from the battery perspective. The expandable storage of the smartphone is 256GB, it will be enough for any user to expand the storage up to that limit.   As it has been already mentioned that the smartphone will sport dual camera sensors at the rear end, the primary camera sensor at the rear end is having an f/2.2 aperture while the wide-angle camera has an f/2/4 aperture.

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)While on the front, there is a 5MP camera sensor and its aperture is f/2.0. Cameras are not really alluring for most of the users but what you can expect from an entry-level smartphone. Some of the other features available in the smartphone are Bluetooth of V4.2, the version not too old and not really new but you will have the convenience to use all the Bluetooth-related kinds of stuff without any problem. Apart from that, it will also support all the latest Bluetooth devices and Bluetooth earbuds/ earphones. Tecno POP 5 also comes with a 3.5mm audio jack, you can plug and play your favorite song or watch your favorite movie on the Smartphone.  Tecno POP 5 also has a Micro-USB port to charge the smartphone and you can also use the port for data transfer. The smartphone also sports Wi-Fi 802.11 b/g/n, GPRS, 4G LTE, and more.

The smartphone has a fingerprint sensor on the rear side. Some of the prior sensors available in the smartphone are an accelerometer, gyroscope, and proximity sensor. In the box of the smartphone, you will get a charger, protective shell as well as a USB cable.   For an entry-level phone, the Tecno POP 5 LTE sure does come with a powerful Unisoc processor and an impressive dual-camera setup. We think we must appreciate Tecno for that. Although, the camera is not so impressive in this Tecno smartphone. But, Tecno really did not hold back in terms of offering a power-packed performance to its consumers with this smartphone. Good choice with the Unisoc processor as well in terms of gaming support.

After a lot of speculation, Microsoft has finally launched its most awaited tablet in India. Microsoft surface goes 3 was launched on Wednesday for Indian consumers. The go series tablet has been unveiled along with Surface Laptop Studio, Surface Pro 8, and Surface Duo 2. The surface go 3 is the predecessor of the surface go and it has some of the noticeable enhancements which will lure the customers towards itself. Microsoft has inferred that the new addition to its go series tablet will render 60 percent more performance with the help of its 10th gen Intel core i3 chipset. Although the base variant of the surface go 3 comes with the Pentium gold option. While talking about the design of the laptop, the surface go 3 has the same design as surface go 2. The Surface go 3 has a 3:2 display and it also offers a 1080p camera sensor at the rear as well as the front part.

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)Microsoft assured that the tablet will offer 60% faster in regards to the Pentium Gold versions. So you can buy the lower-end models this time and have a better experience than with the Go 2, and the i3 version isn’t as drastically faster than the m3 Go 2. Also means recommending the Go 2 at discount may make sense if you’re buying the highest model, but could be a big mistake if you’re buying one of the two lower-end models. The middle model with Pentium Gold DOES has SSD (as well as double the memory and storage of the low-end model). Only the lowest gold model has EMC. The Go 3 is just a minor update, unfortunately. However, the 60% improvements that Microsoft claimed are for the Pentium Gold version, so it should have more differences on the entry-level model.



The Core m3 to i3 has just a minor performance boost. We wish Microsoft goes with something like an AMD APU with 6 or more cores instead of these godforsaken slow Intel with atrocious onboard graphics. For a device this expensive, we wouldn’t expect it to stutter doing something as basic as word processing or web browsing. The Go would be so good if Microsoft gave the Surface Pro a reliable and enshrining treatment. We think that the makers of the surface pro will do a complete redesign for the Go 4. We hope we see two USB C Thunderbolt 4 ports and an upgradable M.2 SSD 2230 on the back. We’ll probably get a new Keyboard with Pen 2 slot but they need to bundle it in with the device. We would like to see better performance maybe with a quad-core i3 or dual-core i5 with some sort of XE support.

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)It’s the graphics where they fell short (and why the overall performance is so close to that of the Go 2) – had they bumped up the graphics chip to a 630 or 640, this would be a no-brainer. Talking about the earlier edition of surface pro, if Microsoft included the type cover then it would be worth it, it’s a shame they never will. Microsoft Surface Go 2 was accepted by a lot of people and even you can run your small business on it. Performance is fine for several uses like – email, Office, web browsing, notes, reading, virtual meetings, and signing documents. You can even hook it up to your 2k monitor/Smart TV and it works fine with minimal choppiness. The only significant downside for several users is the battery life. Microsoft should have to work on the battery life of their surface go series. Now moving to the Surface go 1, Microsoft software is not wrapped up for the Go1 properly.



For example, if you try to download OneNote to it and just use it as a note-taker it works very slow and is frustrating to use. Although, you can only use it with the Edge browser. Microsoft installed a very powerful OS on the Go1 but it is too powerful for the specs and this is the most frustrating point. The good point of the surface, it is super light, connects with everything, and is super secure, and no one wants to steal it even if you forget it in an airport or railway station. Microsoft has worked securely in eradication these issues in Surface Go 3 and we can assure you that it will be worth buying on all the aspects (whether its specifications or build quality). It is a good, small, and light unit to carry on the go.

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)The Go 3 is identical in every way to the Go 2 except the CPU and GPU are technically clocked slightly higher (same architecture though), but real-world performance between the two are essentially the same. In other words, the Go 3 is just a repackaged Go 2. If you can find a core-m3 Go 2 at discount just get that and upgrade it to Windows 11. So in short, we can say that you now have the new i3 processor in the Surface Go 3. This device fits in the hand of everyone and you can do anything you need to do. Most time, a larger section of the user uses it for media consumption and web browsing but sometimes we need to plug it in our dock and get some work done. We don’t think any other device is more fitted for my purpose than the SG3. The best thing about Microsoft surface Go 3 is supportability, you can use Windows 11 and Android app on this.



There are endless possibilities with this tiny but cute device. The Pentium can be quite a problem but come on, this is a suitable device for students. We also have Android apps support later, which we can use as a true tablet as well. Although, on the SSD prospects, Microsoft is stopping itself from providing sufficient storage. Even 128GB is not enough for everyday usage. Unless you have unlimited internet access and you’re using cloud storage which not many people use. Portability is awesome but at least i3 + 8GB + 128GB for base model. Although, being in a lot of criticism after the launch, the surface go 3 is undoubtedly the best windows tablet in the market. For people complaining about the RAM and the processor, they can go and buy a more expensive device that can handle everything you want in a windows tablet. You can’t get everything in such a price range. Such criticizers must Stop being cheap and hoping to take an entry-level device to do pro stuff.

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)We know that Different devices have different needs and build to perform a certain task with varied performance. The price of the Surface Goes 3 is Rs. 57,999 for Indian consumers for the 10th-generation Intel Pentium Gold processor, 8GB RAM, and 128GB SSD. The 10th-generation Intel Pentium Gold, along with 4GB RAM and 64GB eMMC can be availed for Rs. 42,999 while the 10th-generation Intel Core i3 processor, 4GB RAM, and 64GB eMMC will be available to buy at a price of Rs. 47,999. The premium variant of the surface goes 3 will cost Rs. 62,999 and it will have the 10th-generation Intel Core i3 processor, 8GB RAM, and 128GB SSD. Those users who opt to pre-order before the availability of the Tablet will get a surface pen free of cost.



The price of the surface pen is Rs. 9,699. Indian consumers can buy the Surface go 3 from November 23 from the available e-com websites. While a lot of people think that Microsoft surface go series laptops are pretty expensive and higher in price. They have to be overpriced, or else Microsoft risks putting their OEM partners (Dell, ASUS, Samsung, etc.) out of business. After all, the purpose of Surface products is to show OEMs how Windows 10 is supposed to be used— or at least, how Microsoft wants Windows 10 to be used. The stylus of the Microsoft Surface go 3 has been built precisely to work properly on the tablet. The Surface Pen, the stylus that is used with the Surface Go, is a variety of active stylus. Since the launch of the Surface Pro 3 it has been based on technology developed by N-trig, a company that is now owned by Microsoft.

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)The same technology is licensed to other companies as Microsoft Pen Protocol; devices using that will work with the Surface Pen, and pens designed for MPP will work with the Surface Go. Surface and Surface 2 ran the ARM-based Windows RT; its application support was just too limited for those devices to appeal to many people. Surface 3 switched to an Atom processor and ran full Windows; to my mind, it was a near miss because that CPU just wasn’t fast enough to make using it a satisfying experience. The Pentium Gold in the Surface Go has 1.5x the single-thread performance of the x7-Z8700 in the Surface 3, and its GPU is somewhere around twice as fast; that seems to make the difference between good enough and not good enough. Ironically, a future Surface Go replacement might once again use an ARM processor and be an Always-Connected PC.



That’s Microsoft’s new thing that uses x86 emulation to run applications that haven’t been built for ARM, so it supports the full range of Windows applications. The Surface Book is Microsoft’s equivalent to the MacBook Pro. It’s meant to be a powerful laptop with a detachable screen that can become a decent tablet for a few hours. But it’s mostly about being a powerful laptop with discrete graphics. Rumours about the Surface go 3 mention memory up to 32 GB is totally absurd and illogical, if you’re in the market for a MacBook Pro type computer, it’s one great alternative, the Dell XPS being another. And in between, there’s still the Surface Pro 7 and the Surface Laptop 3 which are both good compromises. But, if Microsoft is indeed updating them in the future, the Surface Go 3 could be the optimum choice and it will bring maximum portability, and Surface Book 3 for power. Both the Surface Pro and the Surface Go also support running Linux, Android, and other operating systems in VirtualBox or VMware if needed.

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)On the contrary, Microsoft hasn’t done a lot to improve the surface go line-up, and in our opinion, it is not worth the money they did well on surface pro models but on this, it is outrageous the amount of storage and performance you get for the money you are investing.