Head First Deep Learning

Created on Mar 18, 2018

Deep Learning is an advanced subset of Machine Learning and for the last few years, has gained a dominance in the entire tech industry because of its effectiveness. This is a minimal collection of articles that will jumpstart your learning in Deep Learning.


Head First Deep Learning

Curated By:

Utkarsh's Profileโ˜…
16

1

Demystifying Deep Neural Nets

๐Ÿ”— (https://medium.com/manchester-fu...)

Deep learning is a big topic and it can be pretty difficult to know where to start. When I first began learning about it, I found myself wading through very technical explanations with unfamiliar terminology and it was hard to abstract this away and develop an intuitive understanding of what is actually going on.ย 

2

CS231n: Convolutional Neural Networks for Visual Recognition.

๐Ÿ”— (http://cs231n.github.io/)

These notes accompany the Stanford CS class CS231n: Convolutional Neural Networks for Visual Recognition.ย 

3

Deep Learning Glossary

๐Ÿ”— (http://www.wildml.com/deep-learn...)

Deep Learning terminology can be quite overwhelming to newcomers. This glossary tries to define commonly used terms and link to original references and additional resources to help readers dive deeper into a specific topic.

4

The Unreasonable Effectiveness of Recurrent Neural Networks

๐Ÿ”— (http://karpathy.github.io/2015/0...)

Humans donโ€™t start their thinking from scratch every second.ย Traditional neural networks canโ€™t do this, and it seems like a major shortcoming.ย Recurrent neural networks address this issue. They are networks with loops in them, allowing information to persist.

5

Understanding LSTM Networks

๐Ÿ”— (http://colah.github.io/posts/201...)

Long Short Term Memory networks โ€“ usually just called โ€œLSTMsโ€ โ€“ are a special kind of RNN, capable of learning long-term dependencies.ย They work tremendously well on a large variety of problems, and are now widely used.

6

How Convolutional Neural Networks see the World (Deep Dream)

๐Ÿ”— (https://blog.keras.io/how-convol...)

This is a complete project implementing the famous Deep Dream Hallucinations(Inceptionism) by Google. This will also serve as a guide on a popular DL python framework: Keras

7

Neural Networks and Deep Learning - Free Online Book

๐Ÿ”— (http://neuralnetworksanddeeplear...)

Neural networks and deep learning currently provide the best solutions to many problems in image recognition, speech recognition, and natural language processing. This book will teach you many of the core concepts behind neural networks and deep learning.


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Comments

venkatesh
Jul 10

Good set of collection

Manjula S
Oct 01

Started with deep learning. So far so good... โœŒ๏ธ๐Ÿ‘