How to Make an Image Classifier - Intro to Deep Learning #6
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/
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Видео How to Make an Image Classifier - Intro to Deep Learning #6 канала Siraj Raval
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/
Signup for my newsletter for exciting updates in the field of AI:
https://goo.gl/FZzJ5w
Hit the Join button above to sign up to become a member of my channel for access to exclusive content!
Видео How to Make an Image Classifier - Intro to Deep Learning #6 канала Siraj Raval
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