BITS-F312

Neural Networks and Fuzzy Logic - BITS Goa

Additional Resources

Python, Numpy and Pandas

• https://docs.scipy.org/doc/ (NumPy Documentation)
• https://www.datacamp.com/community/tutorials/pandas-tutorial-dataframe-python (Pandas)
• http://cs231n.github.io/ipython-tutorial/ (Jupyter Notebook)

Optimization for Neural Networks

• http://ruder.io/optimizing-gradient-descent/ (Gradient Descent)

Basics of Neural Networks

• http://neuralnetworksanddeeplearning.com/

Backpropagation Tutorial

• http://neuralnetworksanddeeplearning.com/chap2.html

Keras Tutorials

• https://github.com/fchollet/keras-resources

Convolutional Networks

• http://cs231n.github.io/convolutional-networks/
• https://machinelearningmastery.com/object-recognition-convolutional-neural-networks-keras-deep-learning-library/

Recurrent Networks

• http://www.wildml.com/2015/09/recurrent-neural-networks-tutorial-part-1-introduction-to-rnns/
• https://keras.io/layers/recurrent/
• http://adventuresinmachinelearning.com/keras-lstm-tutorial/