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In today’s post, I am going to show you how to create a Convolutional Neural Network (CNN) to classify images from the dataset CIFAR-10. This tutorial is the backbone to the next one, Image Classification with Keras and SageMaker. This post mainly shows you how to prepare your custom dataset to be acceptable by Keras.
To proceed you will a GPU version of Tensorflow, you can find instruction on how to install it here.
You can download the dataset from here. Extract the data to a folder and in the same folder create a script to open your dataset.
As you can see we normalize the data to 0,1 and we one-hot encoding the labels. That means if we have 10 classes a feature has as a label a vector with the length of 10. If for example, the first sample belongs to the third class, the one-hot vector will be [0, 0, 1, 0, 0, 0, 0, 0, 0, 0,], same for the 7th class [0, 0, 0, 0, 0, 0, 1, 0, 0, 0]. In general, we assign one to the index of the one-hot vector and the rest we leave it as 0s.
Now it is time to create the model. I’ve used an already existing model which I found it here by AWS examples.
Last but not least, we have to augment the pictures with the help of a Keras native library ImageDataGenerator. Essentially, you manipulate the pictures in order to cover more ground. It rotates, flipping and shifting the pictures and generates “distorted” images from the initial dataset. You can find more information about this technique here. Finally, we have to compile the model and train the algorithm.
You can tweak the parameters to get better accuracy. I ran it for 100 epochs and I got almost 78% accuracy. It can surely go much further since it was still undertrained! Let me know what your model scored in the comment section below or tweet it to me at @siaterliskonsta! Also, let me know if you need a tutorial on how to install the GPU version of Tensorflow.
In the next tutorial, we will see how we can deploy that code to Amazon’s SageMaker, how to train it and how we can retrieve the model in order to do predictions.
That’s it for today! Any questions you may have you can send them to my Twitter account. You can find me on Twitter @siaterliskonsta, I would love to hear them all and I will do my best to answer them! The following SageMaker post will be way simpler! We will use the AWS’s algorithms! Till next time, take care and bye bye!
It would be cool if it's sooo popular, that when you join a server, they are like: 'Omgomgomg your in that zombie film IKnowAFamousGuy zomgwtfhax'
Don jumps out window - the sound of him hitting the ground is not synced with the video of him hitting the ground (4:21)
Sound of Jacob splashing in water is not synced with video (5:34) If the Don sound above is synced, the splashing _should_ also be synced
Jacob and Don reach for each other in boat (5:45) I do not like this scene, I am going to think of something else to put here
Missing scene (6:18) - zombies splashing around in water (I need to take a look what we can put here)
We settled with Styx at finishing it tomorrow, since we need to polish it some more and also it's a holiday for him (something related to banks, I'm not sure )
We are going through colour correction at the moment. We hope to release the movie _internally_ tomorrow.
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHH!!!!!!!!!!!!!!!!!!!!!!!!!!!!! I have had a good week, and the end of this machinima is coming. *Starts to think what other projects Styx can do that is time consuming.*
Today I drew for the Christmas party at Performance Mechanical Contracting, Inc. a HVAC company here in Indianapolis.
These two lovely ladies are photographers. Esther, on the left, was kind enough to take my little point & shoot camera and get some shots of me drawing her friend after I finished drawing her.
Today I drew for the Christmas party at Heritage House in Richmond, IN. Here are a few of the drawings.