LINEAR REGRESSION

READING

• UFLDL : Linear Regression

• Nando de Freitas : Linear Prediction

CLASSIFICATION

READING

• Softmax, Cross Entropy 1, 2

• UFLDL : Softmax Regression

DATA DIMENSIONS

NEURAL NETWORKS

READING

• Michael Nielsen's book

• Chris Olah's blog

• Representation Learning

WORD EMBEDDING

READING

• Sebastian Ruder's blog

• Chris Olah's blog

• Hugo Larochelle's lecture

SEQUENCE CLASSIFICATION

READING

• Denny Britz's blog 1,2,3,

• RNN : Concepts & Architectures

• Code : IMDB reviews sentiment classification

SEQUENCE

LABELING

READING

• Andrej Karpathy's blog

• Code : Language Modeling

• Alex Graves's Lecture

COURSES

• Andrew Ng's Machine Learning course
• Computer Vision - cs231n
• Deep Learning for NLP - cs224d
• Deep Learning at Udacity
• Georgia Tech Machine Learning
• Nando de Freitas's CSPC-340 , CPSC-540
• Practical Deep Learning for coders
• Geoffrey Hinton's course
• UVA Deep Learning

BLOGS

• Andrej Karpathy
• Andrew Trask
• Christopher Olah
• Denny Britz
• Sebastian Ruder
• Shawn Tan
• r2rt
• terminal

Awesome Deep Learning

A curated list of awesome Deep Learning tutorials, projects and communities.