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ML from Scratch

39 repositories

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

Jupyter Notebook 35,221 4,349 Updated Nov 18, 2024

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep lear…

Python 24,088 4,604 Updated Oct 15, 2023

Building Convolutional Neural Networks From Scratch using NumPy

Python 577 188 Updated Jun 19, 2023

This repository is part of a "Machine Learning from Scratch" seminar at Harvard Medical School.

Jupyter Notebook 280 24 Updated Oct 19, 2024

Understanding Deep Learning - Simon J.D. Prince

Jupyter Notebook 6,684 1,392 Updated Dec 2, 2024

深度学习基础数学知识的代码实现

Jupyter Notebook 4 Updated Aug 9, 2020

用python学透线性代数和微积分

Jupyter Notebook 82 23 Updated May 31, 2022

📖 [译] MachineLearningMastery 博客文章

JavaScript 693 180 Updated Jul 7, 2022

MIT 18.06 线性代数笔记

JavaScript 2,218 728 Updated May 19, 2023

AiLearning:数据分析+机器学习实战+线性代数+PyTorch+NLTK+TF2

Python 39,719 11,462 Updated Nov 12, 2024

📖 [译] fast.ai 机器学习和深度学习中文笔记

HTML 413 109 Updated Aug 13, 2021

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), ga…

Python 57,126 5,845 Updated Aug 24, 2024

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

Python 21,053 3,102 Updated Nov 24, 2024

Machine learning, in numpy

Python 15,776 3,761 Updated Oct 29, 2023

Code examples in pyTorch and Tensorflow for CS230

Python 3,962 998 Updated Mar 24, 2023

Personal description

45 1 Updated Feb 26, 2024

《李宏毅深度学习教程》(李宏毅老师推荐👍,苹果书🍎),PDF下载地址:https://github.com/datawhalechina/leedl-tutorial/releases

Jupyter Notebook 14,034 2,926 Updated Dec 13, 2024

ML foundations course by jon krohn (Udemy)

Jupyter Notebook 10 5 Updated Jan 24, 2023

Machine Learning Foundations: Linear Algebra, Calculus, Statistics & Computer Science

Jupyter Notebook 3,556 1,696 Updated Nov 20, 2024

Essential mathematics for applied machine learning and data science

Jupyter Notebook 70 31 Updated Jun 22, 2022

Python Tools for Data Science, Machine Learning, and Scientific computing

Jupyter Notebook 39 9 Updated Jun 22, 2022

Notes on the Deep Learning book from Ian Goodfellow, Yoshua Bengio and Aaron Courville (2016)

Jupyter Notebook 1,783 567 Updated May 8, 2020

A Comprehensive Implementation of Transformers Architecture from Scratch

Python 2 Updated Aug 23, 2023

A Simplified PyTorch Implementation of Vision Transformer (ViT)

Jupyter Notebook 150 28 Updated Jun 10, 2024

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

Python 136,261 27,293 Updated Dec 13, 2024

Python code (in the form of Jupyter ipython notebooks) to support the book "Math and Architectures of Deep Learning" (Krishnendu Chaudhury with Ananya Ashok, Sujay Narumanchi, Devashish Shankar).

Jupyter Notebook 145 53 Updated May 26, 2024

🚀 Curated collection of Amazing Python scripts from Basics to Advance with automation task scripts.

Jupyter Notebook 2,769 1,075 Updated Dec 2, 2024

All Algorithms implemented in Python

Python 195,537 45,932 Updated Dec 12, 2024

『ゼロから作る Deep Learning ❸』(O'Reilly Japan, 2020)

Python 750 297 Updated May 27, 2024

🇨🇳 GitHub中文排行榜,各语言分设「软件 | 资料」榜单,精准定位中文好项目。各取所需,高效学习。

Java 99,512 13,151 Updated Oct 12, 2024