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DLBlogs

Blogs related to deep learning

This is mostly created to help me, but what the heck, you guys can learn too.

Obviously im going to miss a lot of blogs,so help me help you -send a link - ryanloaded@live.com

Absolute Must Read

http://josh-tobin.com/assets/pdf/troubleshooting-deep-neural-networks-01-19.pdf

Vision

Object detection

https://blogs.sas.com/content/subconsciousmusings/2018/11/19/understanding-object-detection-in-deep-learning/

https://tryolabs.com/blog/2017/08/30/object-detection-an-overview-in-the-age-of-deep-learning/

Semantic Segmentation

https://www.jeremyjordan.me/semantic-segmentation/

Spatial Transformer networks - https://kevinzakka.github.io/2017/01/18/stn-part2/

Natural Language Processing

Attention is all you need/Transformer - https://jalammar.github.io/illustrated-transformer/

Visualize machine translation model - https://jalammar.github.io/visualizing-neural-machine-translation-mechanics-of-seq2seq-models-with-attention/

Bert,Elmo etc - https://jalammar.github.io/illustrated-bert/

Attention and Augmented Recurrent Neural Networkd - https://distill.pub/2016/augmented-rnns/

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

Word Embeddings- http://colah.github.io/posts/2014-07-NLP-RNNs-Representations/

https://www.jeremyjordan.me/introduction-to-recurrent-neural-networks/

Other

http://teleported.in/posts/cyclic-learning-rate/

Generative Adversarial Networks

https://blog.floydhub.com/gans-story-so-far/

https://wiseodd.github.io/techblog/2016/12/24/conditional-gan-tensorflow/

https://dtransposed.github.io/blog/Best-of-GANs-2018-(Part-1-out-of-2).html

Autoencoders

https://jaan.io/what-is-variational-autoencoder-vae-tutorial/

https://www.jeremyjordan.me/variational-autoencoders/