Neuw84/deep-learning-links

Collection of Deep learning related papers / links / tutorials...

Deep-learning-links

Collection of Deep learning related papers / links / tutorials...

Video Games

• Playing Atari with Deep Reinforcement Learning: Ref
• Super Smash bros using purely supervised imitation learning context: Ref
• Mario Kart with Tensor Flow: Ref Code

Object Detection

• SSD: Single Shot MultiBox Detector Ref 29 Dec 2016
• R-FCN: Object Detection via Region-based Fully Convolutional Networks Ref 21 Jun 2016
• You Only Look Once: Unified, Real-Time Object Detection Ref 9 May 2016

Image Classification (from Google Inception to....)

• Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Ref 2016 (inception from 2014) (Google)
• Deep Residual Learning for Image Recognition Ref 10 Dec 2015 (Microsoft)
• Identity Mappings in Deep Residual Networks Ref 25 Jul 2016 (Microsoft II)
• Deep Networks with Stochastic Depth Ref 28 Jul 2016
• Densely Connected Convolutional Networks Ref 27 Aug 2017

Time Series (LSTM & RNN)

Sound Processing

https://github.com/astorfi/3D-convolutional-speaker-recognition

Generation

Improving GameBoy Camera images: http://www.pinchofintelligence.com/photorealistic-neural-network-gameboy/

Tutorials

• https://github.com/sachinruk/deepschool.io

Courses & Summer schools, etc

• https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/
• http://course.fast.ai/index.html
• http://videolectures.net/deeplearning2017_montreal/

Interesting Posts

• https://www.nervanasys.com/demystifying-deep-reinforcement-learning/

Reinforcement Learning

• An Overview (2017) https://arxiv.org/abs/1701.07274#

Tools

• Tensorflow
• Keras 2.0
• DeepLearning4j
• Dlib
• Torch
• Caffe
• PyTorch