A list of free machine learning resources that I have found to be useful.
- Free online book on neural networks and deep learning: http://neuralnetworksanddeeplearning.com/
- An easy to understand introduction to machine learning with Vanilla Neural N
etworks :
https://www.youtube.com/watch?v=aircAruvnKk&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pii
- MIT’s Deep Learning lectures: https://www.youtube.com/watch?v=JN6H4rQvwgY&list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
- Welch lab’s series on neural networks: https://www.youtube.com/watch?v=bxe2T-V8XRs&list=PLiaHhY2iBX9hdHaRr6b7XevZtgZRa1PoU
- Welch lab’s series on computer vision: https://www.youtube.com/watch?v=i8D90DkCLhI&list=PLiaHhY2iBX9ihLasvE8BKnS2Xg8AhY6iV
- Resources on Convolutional Neural Networks:
- Resources on Recurrent Neural Networks and LSTMs:
- https://medium.com/explore-artificial-intelligence/an-introduction-to-recurrent-neural-networks-72c97bf0912
- https://www.youtube.com/watch?v=UNmqTiOnRfg&index=60&list=WL&t=58s
- https://www.youtube.com/watch?v=WCUNPb-5EYI&index=61&list=WL&t=0s
- https://www.youtube.com/watch?v=8HyCNIVRbSU&index=63&list=WL&t=299s
- http://colah.github.io/posts/2015-08-Understanding-LSTMs/
- http://karpathy.github.io/2015/05/21/rnn-effectiveness/