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GSOC 2021 PROJECT

TensorFlow2 Model Garden document site and YOLO project tutorial

I listed three potential projects, the main directions are implement MLCV research papers with GPU CUDA accelerating and distributing API, and code...

Contributor
Yifan Wang
Mentors
jaeyounkim, Morgan Roff, Sayak Paul, Margaret Maynard-Reid
Organization
TensorFlowData
Program
GSoC 2021Completed

About this project

Description from the program archive

<p>I listed three potential projects, the main directions are implement MLCV research papers with GPU CUDA accelerating and distributing API, and code examples with tutorials on Colab. I would like to do any one direction (implement more) or two directions (which works can be supplement and adjusted models for more improvement). ; For CUDA C++ accelerating, my current ideas are concurrency improvement (on host) and parallel and shared memory improvement (on device), and I open for urgent project of Eigen's Module. For develop core code examples, my current ideas are implement the most popular models such as Mask R-CNN, Fast R-CNN, YOLO etc, include example code and visualization tool), and also interested in development the GPU accelerating distributing API. For the TF model garden, my current ideas are implement the models listed in the Project2 or other new research paper by TF on Colab notebook.</p>

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  1. TensorFlow Proposal for the Convert Matlab ML examples to Python / JAX project

    Gerardo Duran-MartinMentored by Kevin Murphy, Mahmoud Soliman

  2. Implement Wave2Vec2 in TensorFlow 2 & publish it in TensorFlow Hub

    Vasudev GuptaMentored by jaeyounkim, Morgan Roff, Sayak Paul

  3. Convert Matlab ML examples to Python / JAX

    Ming Liang AngMentored by Kevin Murphy, Mahmoud Soliman

  4. Converting ML Matlab Examples to Python using JAX

    Srikar Reddy JiluguMentored by Kevin Murphy, Mahmoud Soliman

  5. TensorFlow Implementation of Distribution Aware Coordinate Representation for Human Pose Estimation

    Chandykunju AlexMentored by jaeyounkim, Morgan Roff, Sayak Paul +1

  6. ViT (Vision Transformer)

    sgeislerMentored by jaeyounkim, Morgan Roff, Sayak Paul

  7. Suggest, implement and publish state-of-the-art ML models in TensorFlow 2

    Mehdi MabroukiMentored by jaeyounkim, Morgan Roff, Sayak Paul

  8. Generate New Task Library in TensorFlow Lite for Pose Landmark Detection

    Milind ThakurMentored by George Soloupis, Lu Wang

  9. Adding Panoptic Segmentation to the TensorFlow Model Garden

    Srihari HumbarwadiMentored by jaeyounkim, Morgan Roff, Abdullah Rashwan +2

  10. 💻 GSoC 2021: Improve Computer Vision Sample Apps of TensorFlow Lite

    Sayan NathMentored by George Soloupis, Margaret Maynard-Reid

  11. Improving TensorFlow GAN Library

    Nived P AMentored by Margaret Maynard-Reid

  12. Tensorflow Proposal

    Aleyna KaraMentored by Kevin Murphy, Mahmoud Soliman

  13. Tree-based models

    Dinko FranceschiMentored by Josh Gordon, Test mentor

  14. Implement RegNet-Y in TensorFlow 2

    Aditya KaneMentored by jaeyounkim, Morgan Roff, Sayak Paul

Data: Google Summer of Code public archive. This project in the official archive