rockywind / deep-notes

notes from deep learning papers and courses

deep-notes

Notes from deep learning papers and courses. Inspired by dennybritz/deeplearning-papernotes.

To Read:

Computer Vision

• Deconvolution Networks
• Batch Normalization
• Tiny ImageNet Classification

Generative Adverserial Networks

• Generative Adversarial Nets
• Conditional Generative Adversarial Networks
• UNSUPERVISED REPRESENTATION LEARNING WITH DEEP CONVOLUTIONAL GENERATIVE ADVERSARIAL NETWORKS
• Conditional generative adversarial nets for convolutional face generation
• Automatic Colorization with Deep Convolutional Generative Adversarial Networks

Reinforcement Learning

• TOWARDS INFORMATION-SEEKING AGENTS

Computational Biology

• DeepCancer: Detecting Cancer through Gene Expressions via Deep Generative Learning
• Creating a universal SNP and small indel variant caller with deep neural networks
• Deep Patient: An Unsupervised Representation to Predict the Future of Patients from the Electronic Health Records.
• Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

Courses:

• CS231n Convolutional Neural Networks for Visual Recognition