Скачать или смотреть The Ultimate Machine Learning Setup for Groups

Working with multiple people on Machine Learning projects isn't always trivial especially for newcomers to the field. In this video I explain why that is and propose my own solution to this issue (a solution that I wish I had access to when I was in school).

In any case thanks so much for clicking on this video and really hope you find this entertaining and/or informative

CODE and INSTRUCTIONS TO CONNECT GITHUB WITH COLAB NOTEBOOKS: https://github.com/aistamp/ml_collabo...

Timestamps

0:00 - Intro
1:19 - Background on version control
2:20 - Version control for Machine Learning
3:23 - Intro to Google Colab and Pros of Colab
3:37 - Disadvantages of using Colab
4:20 - Proposed solution
5:22 - Solution Design and Implementation
6:32 - Solution use-case (demo)
7:30 - Conclusion

Key resources mentioned
Colab Command line tool: https://towardsdatascience.com/heres-...
Colab CLI Codebase: https://github.com/Akshay090/colab-cli
Alternative to Colab:    • 3 Google Colab GPU Alternatives with No Cr...  

Other resources used in this video

Fine tuning definition: https://www.baeldung.com/cs/fine-tuni...
Computer History Clips: https://www.youtube.com/@ComputerChro...
Version Control definition: https://www.atlassian.com/git/tutoria...
How did programmers work before version control: https://www.quora.com/How-did-program...
Git visualizer tool: https://github.com/git-school/visuali...
https://git-school.github.io/visualiz...


Helpful Educational Content in the ML space
Introduction to Machine Learning:   / machine-learning  .
(HIGHLY RECOMMENDED) Deep Learning Tutorial by 3Blue1Brown: https://www.youtube.com/watch?v=aircA...
Intro to Jupyter notebooks: https://jupyter-notebook-beginner-gui...
Google Colab overview: https://colab.research.google.com/