DLSM

Deep Learning Study Material

Here you can find deep learning material that are related to computer vision and medical imaging analysis.

Convolutional Neural Networks Basics

Stanford course

01

• Intro to Computer Vision, historical context [slides] [video]
• Image classification, k-nearest neighbor, and linear classification [slides] [video]
  • Image classification [notes]
  • Linear classification [notes]

02

• Optimization, stochastic gradient descent [notes] [video]

03

• Python/numpy tutorial [link]
• Assignment #1 (kNN/SVM/Softmax) [link]
• [Extra] Style Guide for Python Code [link]
• [Extra] Kevin Keraundren's Tutorial for Python and Medical Image Analysis [link]

04

• Backpropagation and Introduction to neural networks [notes] [video]
• Neural Networks Part 1 [notes]
• [Extra] Backpropagation MIT lecture [video]

05

• Neural network part-II -- setting up the data and the model [notes] [video]
• Neural network part-III -- learning the network [notes] [video]

06

• Assignment #1 (2-Layer Net) [link]
• Neural network case study [link]

07

• Assignment #2 (Fully-connected Neural Network/Batch Normalization/Dropout) [link]
• [Extra] Batch normalization backpropagation [link1] [link2]

08

• Convolutional Neural Networks: architectures, convolution / pooling layers [notes] [video]
• Assignment #2 (ConvNet on CIFAR-10) [link]

Reinforcement Learning

• UCL DeepMind course [link]
• "Reinforcement Learning:An Introduction" Sutton et al. [1st edition] [2nd edition]
• "Algorithms for Reinforcement Learning" Szepesv´ari [book]
• Simple article about rl [link]

Tensorflow Tutorials

• tensorflow [ppt]
• tensorflow for begginers [link1] [link2]
• tensorflow examples and notebook [link1] [link2]
• tensorflow presentation [link]
• dive-into-tensorflow-part-v-deep-mnist [link]
• Reinforcement Learning Tutorial [link]

Useful Links for Deep Learning

Important Links

• Awesome deep vision
• Awesome computer vision
• Awesome machine learning
• Deeplearning.net
• Deep learning nature article
• CVIT summer school resources

Libraries

• Software links
• Pyimagesearch

Tutorials

• Theano
• Lasagne
• Caffe
• Tensorflow
• Keras Deep Learning Tutorial for Kaggle Ultrasound Nerve Segmentation competition, using Keras

Courses

• Stanford
• Hinton
• Nando de Freitas
• Hugo Larochelle
• Udacity Deep Learning Course
• Bargava from Cisco systems

Videos

• Deep Learning Summer School (DLSS), Montreal 2016
• Hugo Larochelle's Youtube
• Nando de Freitas's Youtube
• CS231 Winter 2016 All Youtube

Textbooks

• Ian Goodfellow, Yoshua Bengio and Aaron Courville textbook
• Microsoft textbook
• Michael Nielsen's online textbook

Blogs

• Hacker News for Data Science
• i am trusk
• Colin Morris