EPISODE · Feb 18, 2017 · 8 MIN
How to Make an Image Classifier - Intro to Deep Learning #6
from Siraj Raval
We're going to make our own Image Classifier for cats & dogs in 40 lines of Python! First we'll go over the history of image classification, then we'll dive into the concepts behind convolutional networks and why they are so amazing. Coding challenge for this video: https://github.com/llSourcell/how_to_make_an_image_classifier Charles-David's winning code: https://github.com/alkaya/TFmyValentine-cotw Dalai's runner-up code: https://github.com/mdalai/Deep-Learning-projects/tree/master/wk5-speed-dating More Learning Resources: http://ufldl.stanford.edu/tutorial/supervised/ConvolutionalNeuralNetwork/ https://adeshpande3.github.io/adeshpande3.github.io/A-Beginner's-Guide-To-Understanding-Convolutional-Neural-Networks/ http://cs231n.github.io/convolutional-networks/ http://deeplearning.net/tutorial/lenet.html https://ujjwalkarn.me/2016/08/11/intuitive-explanation-convnets/ http://neuralnetworksanddeeplearning.com/chap6.html http://xrds.acm.org/blog/2016/06/convolutional-neural-networks-cnns-illustrated-explanation/ http://andrew.gibiansky.com/blog/machine-learning/convolutional-neural-networks/ https://medium.com/@ageitgey/machine-learning-is-fun-part-3-deep-learning-and-convolutional-neural-networks-f40359318721#.l6i57z8f2 Join other Wizards in our Slack channel: http://wizards.herokuapp.com/ Please subscribe! And like. And comment. That's what keeps me going. And please support me on Patreon: https://www.patreon.com/user?u=3191693 Follow me: Twitter: https://twitter.com/sirajraval Facebook: https://www.facebook.com/sirajology Instagram: https://www.instagram.com/sirajraval/ Instagram: https://www.instagram.com/sirajraval/
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How to Make an Image Classifier - Intro to Deep Learning #6
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