Deep learning resources and notes

This is a directory of deep learning resources that I have been following, and putting here for personal reference. If you have a recommendation, feel free to leave a comment.

 Convolutional networks
https://adeshpande3.github.io/A-Beginner's-Guide-To-Understanding-Convolutional-Neural-Networks/ - Part 1
https://adeshpande3.github.io/adeshpande3.github.io/A-Beginner's-Guide-To-Understanding-Convolutional-Neural-Networks-Part-2/ - Part 2

Neural network book
[TODO] http://neuralnetworksanddeeplearning.com/index.html

MXNet
NDArray tutorial - http://mxnet.io/tutorials/python/ndarray.html
Handwritten digits recognition - http://mxnet.io/tutorials/python/mnist.html[TODO] Full list of tutorials here: http://mxnet.io/tutorials/index.html

LSTM
Understanding LSTM Networks - http://colah.github.io/posts/2015-08-Understanding-LSTMs/

Neural network visualization
Video - https://www.youtube.com/watch?v=AgkfIQ4IGaM

== Definitions ==

Lower and higher layers: The layers which are near the input are called lower layers. The higher layers are near the output. Ref. http://deeplearning.net/tutorial/lenet.html

== Research papers ==

Linguistic Regularities in Continuous Space Word Representations - http://www.aclweb.org/anthology/N13-1090

Exploiting Similarities among Languages for Machine Translation - https://arxiv.org/pdf/1309.4168.pdf

GAN (Generative Adversarial Networks) - https://arxiv.org/pdf/1406.2661v1.pdf


== Others ==

Building bots with AWS Lex 
Introduction: https://aws.amazon.com/blogs/aws/amazon-lex-build-conversational-voice-text-interfaces/
Part 1: https://aws.amazon.com/blogs/ai/building-better-bots/
Part 2: https://aws.amazon.com/blogs/ai/building-better-bots-part-2


Comments

  1. Andrew TApril 11, 2017 at 4:45 PM

    Hi, here are a couple of deep learning articles I've created that may be of interest:
    http://adventuresinmachinelearning.com/neural-networks-tutorial/ - this one is a really comprehensive introduction to building neural networks in Python.
    http://adventuresinmachinelearning.com/python-tensorflow-tutorial/ - this one is a gentle introduction to TensorFlow deep learning in Python also.

    ReplyDelete
    Replies
    1. sWebDevApril 11, 2017 at 6:58 PM

      Thanks Andrew for sharing the links. Very detailed.

      Delete

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