BOOK
High-Dimensional Data Analysis with Low-Dimensional Models:
Principles, Computation, and Applications
John Wright and Yi Ma
Cambridge University Press
https://book-wright-ma.github.io/

⬆️ YOLOv7

YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors

Github: https://github.com/wongkinyiu/yolov7

Paper: https://arxiv.org/abs/2207.02696v1

Dataset: https://paperswithcode.com/dataset/coco

GitHub

GitHub - WongKinYiu/yolov7: Implementation of paper - YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time…

Implementation of paper - YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors - WongKinYiu/yolov7

https://dagshub.com/blog/reverse-engineering-google-colab/

DagsHub Blog

Reverse Engineering Google Colab

Take a peek into the internals of Google Colab, and discover how we can bend the rules of Colab a little in order to adapt it to our MLOps workflow

https://github.com/DataTalksClub/mlops-zoomcamp

GitHub

GitHub - DataTalksClub/mlops-zoomcamp: Free MLOps course from DataTalks.Club

Free MLOps course from DataTalks.Club. Contribute to DataTalksClub/mlops-zoomcamp development by creating an account on GitHub.

MLOPS Course
https://github.com/GokuMohandas/MLOps

GitHub

GitHub - GokuMohandas/mlops-course: Learn how to design, develop, deploy and iterate on production-grade ML applications.

Learn how to design, develop, deploy and iterate on production-grade ML applications. - GitHub - GokuMohandas/mlops-course: Learn how to design, develop, deploy and iterate on production-grade ML a...

Physics-based Deep Learning

https://physicsbaseddeeplearning.org/intro.html

https://arxiv.org/pdf/2109.05237.pdf

Draft:

https://arxiv.org/pdf/2106.10165.pdf

https://m.youtube.com/watch?v=t9cwk3zB7N0

YouTube

Principles Of Good ML Systems Design

***💻*** Abstract: Principles Of Good ML Systems Design. This talk covers what it means to operationalize ML models. It starts by analyzing the difference between ML in research vs. in production, ML systems vs. traditional software, as well as myths about ML production.…

ML YouTube Courses

collection of some of the latest machine learning / NLP courses available on YouTube.

https://github.com/dair-ai/ML-YouTube-Courses

GitHub

GitHub - dair-ai/ML-YouTube-Courses: 📺 Discover the latest machine learning / AI courses on YouTube.

***📺*** Discover the latest machine learning / AI courses on YouTube. - dair-ai/ML-YouTube-Courses

A ConvNet for the 2020s

https://arxiv.org/abs/2201.03545

https://github.com/facebookresearch/ConvNeXt

GitHub

GitHub - facebookresearch/ConvNeXt: Code release for ConvNeXt model

Code release for ConvNeXt model. Contribute to facebookresearch/ConvNeXt development by creating an account on GitHub.