https://github.com/aritrakar/ml-from-scratch

🤖Common ML implementations from scratch.
https://github.com/aritrakar/ml-from-scratch

machine-learning numpy pandas python pytorch

Last synced: 8 months ago
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🤖Common ML implementations from scratch.

• Host: GitHub
• URL: https://github.com/aritrakar/ml-from-scratch
• Owner: aritrakar
• Created: 2024-05-21T02:37:55.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-05-23T17:28:53.000Z (over 1 year ago)
• Last Synced: 2025-01-01T22:30:53.274Z (9 months ago)
• Topics: machine-learning, numpy, pandas, python, pytorch
• Language: Jupyter Notebook
• Homepage:
• Size: 1.22 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# ML from scratch

This repository houses notebooks containing implementations of common machine learning mechanisms from scratch. The mechanisms included are:

1. Perceptron and Multi-layer perceptron

1. Convolutional Neural Networks (CNNs)

1. Generative Adversarial Networks (GANs)

1. Transformers

1. Denoising Diffusion Probabilistic Models (DDPMs)

1. Adversarial Training of an image classifier for robustness

See each notebook for more details.