/deep_learning_application_repositories

Reading List for Deep Learning Research: https://github.com/stefan-it/reading-list

NLP

Machine Comprehension and Quesion Answering

General: https://github.com/topics/machine-comprehension

Markup:

  1. BiDAF: https://github.com/allenai/bi-att-flow
    1. Main Page: https://allenai.github.io/bi-att-flow/
    2. Demo: http://allgood.cs.washington.edu:1995/
    3. Paper: https://arxiv.org/abs/1611.01603
    4. https://github.com/kelayamatoz/BiDAF-PyTorch (pytorch)
  2. R-net (2018) - https://github.com/minsangkim142/R-net
    1. In Keras: https://github.com/YerevaNN/R-NET-in-Keras
    2. Paper: https://www.microsoft.com/en-us/research/wp-content/uploads/2017/05/r-net.pdf
    3. https://github.com/HKUST-KnowComp/R-Net (another R-net 2018)
    4. https://github.com/matthew-z/R-net (pytorch)
  3. https://github.com/minsangkim142/Fast-Reading-Comprehension (recent - 2108)
  4. https://github.com/mandarjoshi90/triviaqa
  5. https://github.com/ymcui/Eval-on-NN-of-RC
  6. https://github.com/cairoHy/RC-experiments
  7. https://github.com/qizhex/RACE_AR_baselines

Only Q&A

Generic: https://github.com/topics/question-answering

Specific

Markup:

  1. https://github.com/vinhkhuc/MemN2N-babi-python
  2. https://github.com/allenai/deep_qa
  3. https://github.com/Samurais/insuranceqa-corpus-zh (dataset)
  4. https://github.com/therne/dmn-tensorflow (2016)
  5. https://github.com/NVIDIA/OpenSeq2Seq (2018)
  6. https://github.com/mandarjoshi90/triviaqa
  7. https://github.com/5hirish/adam_qas (inspired by IBM Watson - 2018)
  8. https://github.com/MurtyShikhar/Question-Answering
  9. https://github.com/shimisalant/RaSoR
  10. https://github.com/theSage21/FusionNet (2018)

Computer Vision

Human Detection

Markup:

  1. https://github.com/topics/human-detection

Markup:

  1. Yolo: https://github.com/leggedrobotics/darknet_ros
  2. https://github.com/PJunhyuk/people-counting-pose

Human Tracking

Genericl Places to Look at Markup:

  1. https://github.com/topics/person-tracking

Markup :

  1. https://github.com/ITCoders/Human-detection-and-Tracking
  2. https://github.com/m-dorgham/PedestrianTracking
  3. https://github.com/MyNameIsCosmo/lidar_body_tracking
  4. https://github.com/bendidi/Tracking-with-darkflow

Generic Deep Learning

Attention Mechanism

General: https://github.com/topics/attention-mechanism

Markup:

  1. https://github.com/brightmart/text_classification
  2. https://github.com/Kyubyong/transformer
  3. https://github.com/philipperemy/keras-attention-mechanism
  4. https://github.com/awslabs/sockeye (2018)
  5. https://github.com/yunjey/show-attend-and-tell (2018)