Repositories
Dataset for scene understanding
Repository: https://github.com/apple/ml-hypersim
_3Datasets for NLP
Repository: https://github.com/huggingface/datasets
Object Detection
Repository: https://github.com/ultralytics/yolov5
OCR
Repository: https://github.com/PaddlePaddle/PaddleOCR
Human Image Synthesis
Repository: https://github.com/iPERDance/iPERCore
Papers
Extreme Summarization of Scientific Documents
Blog: https://www.technologyreview.com/2020/11/18/1012259/ai-summarizes-science-papers-ai2-semantic-scholar/
Actual paper: https://arxiv.org/pdf/2004.15011.pdf
Ultra-Low Precision 4-bit Training of Deep Neural Networks
Blog: https://www.technologyreview.com/2020/12/11/1014102/ai-trains-on-4-bit-computers/
Actual paper: https://papers.nips.cc/paper/2020/file/13b919438259814cd5be8cb45877d577-Paper.pdf
Misc
Papers with Code
List of ML research papers with code
https://paperswithcode.com
Production ML
Production Machine Learning Monitoring: Outliers, Drift, Explainers & Statistical Performance
https://towardsdatascience.com/production-machine-learning-monitoring-outliers-drift-explainers-statistical-performance-d9b1d02ac158
ML Model Governance
https://medium.com/data-science-at-microsoft/machine-learning-model-governance-at-scale-26c9a2dc15b5