October 2020: New/Trending ML Repos, Papers and Tools This Month

19 Oct 2020

Repositories

Neural Network Intelligence (NNI)

Blog: https://nni.readthedocs.io/en/latest/CommunitySharings/NNI_AutoFeatureEng.html

Repository: https://github.com/microsoft/nni

Vision Transformer Implementation

Repository: https://github.com/lucidrains/vit-pytorch

Paper: https://openreview.net/pdf?id=YicbFdNTTy

Transformers: SOTA NLP for PyTorch and TensorFlow

Repository: https://github.com/huggingface/transformers

Jukebox: Music Generator

Blog: https://openai.com/blog/jukebox/

Repository: https://github.com/openai/jukebox

Papers

‘Less Than One’-shot learning

Blog: https://www.technologyreview.com/2020/10/16/1010566/ai-machine-learning-with-tiny-data/?itm_source=parsely-api

Actual paper: https://arxiv.org/pdf/2009.08449.pdf

Brain-inspired Replay for continual learning

Blog: https://singularityhub.com/2020/09/28/how-a-memory-quirk-of-the-human-brain-can-galvanize-ai/

Paper: https://www.nature.com/articles/s41467-020-17866-2

Training Generative Adversarial Networks with Limited Data

Blog: https://deepai.org/publication/training-generative-adversarial-networks-with-limited-data

Paper: https://arxiv.org/pdf/2006.06676.pdf

Tools

NVIDIA Maxine

Video conferencing applications based on Maxine can reduce video bandwidth usage down to one-tenth of H.264 using AI video compression, dramatically reducing costs.

https://developer.nvidia.com/maxine