machine-learning-from-scratch

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eriklindernoren / ML-From-Scratch

Star 27.6k

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 learning.

data-science machine-learning data-mining deep-learning genetic-algorithm deep-reinforcement-learning machine-learning-from-scratch

Updated Oct 15, 2023
Python

aadi1011 / AI-ML-Roadmap-from-scratch

Star 669

Become skilled in Artificial Intelligence, Machine Learning, Generative AI, Deep Learning, Data Science, Natural Language Processing, Reinforcement Learning and more with this complete 0 to 100 repository.

learning data-science machine-learning roadmap tutorial ai deep-learning resources aiml artificial-intelligence machine-learning-from-scratch

Updated Jul 1, 2025

hammadshaikhha / Data-Science-and-Machine-Learning-from-Scratch

Star 432

Implements common data science methods and machine learning algorithms from scratch in python. Intuition and theory behind the algorithms is also discussed.

python machine-learning machine-learning-algorithms machine-learning-from-scratch siraj-raval statistical-concepts

Updated Nov 2, 2021
Jupyter Notebook

Girrajjangid / Machine-Learning-from-Scratch

Star 49

🤖 Python implementations of some of the fundamental Machine Learning models and algorithms from scratch with interactive Jupyter demos and math being explained.

python data-science machine-learning natural-language-processing computer-vision deep-learning random-forest linear-regression machine-learning-algorithms transformers neural-networks classification ensemble-learning logistic-regression transfer-learning kmeans-clustering machine-learning-from-scratch

Updated Apr 29, 2023
Jupyter Notebook

Math-behind-AI / ScratchAI

Star 38

This repository is dedicated to building ML & DL algorithms from scratch

python open-source data-science machine-learning deep-learning algorithms mathematics maths machine-learning-from-scratch

Updated Oct 30, 2023
Jupyter Notebook

samrere / pytortto

Star 20

deep learning from scratch. uses numpy/cupy, trains in GPU, follows pytorch API

machine-learning deep-learning neural-network gpu numpy autograd machine-learning-from-scratch cupy neural-networks-from-scratch numpy-neural-network

Updated Sep 5, 2023
Python

marfvr / ml-from-scratch

Star 11

Machine Learning algorithms implementation in Python from scratch.

machine-learning machine-learning-algorithms ml regression classification machine-learning-from-scratch machine-learning-tutorials

Updated Feb 10, 2019
Jupyter Notebook

theolepage / prophecy

Star 11

A tiny deep neural network framework developed from scratch in C++ and CUDA.

machine-learning neural-network cpp cpp17 machine-learning-from-scratch ml-framework machine-learning-framework

Updated Feb 18, 2021
C++

shotahorii / bareml

Star 8

Machine learning & deep learning implementation from scratch, depending only on numpy.

data-science machine-learning deep-neural-networks deep-learning machine-learning-algorithms statistical-models machine-learning-from-scratch

Updated Dec 2, 2020
Python

csreddy98 / Machine-Learning-From-Scratch

Star 8

This project implements the machine learning algorithms from scratch and compares the implementation with sklearn.

python machine-learning tutorial numpy linear-regression sklearn machine-learning-algorithms artificial-intelligence machine-learning-library knn linear-models artificial-intelligence-algorithms machine-learning-from-scratch knn-classification

Updated Dec 13, 2022
Jupyter Notebook

tsebaka / machine-learning

Star 7

Machine learning algorithms from scratch

python nlp machine-learning deep-neural-networks computer-vision deep-learning machine-learning-algorithms machine-learning-from-scratch

Updated Jan 28, 2025
Jupyter Notebook

hrshtv / ML-From-Scratch

Star 5

Some Machine Learning algorithms implemented by me, mostly from scratch

machine-learning machine-learning-algorithms machine-learning-from-scratch ml-from-scratch

Updated Jul 15, 2022
Jupyter Notebook

JKKDY / machine-learning-from-scratch

Star 5

Jupyter Notebooks containing implementations of different ML models from scratch and with sklearn

python machine-learning tutorial jupyter machine-learning-algorithms jupyter-notebook jupyter-notebooks machine-learning-from-scratch machine-learning-tutorials

Updated Jul 20, 2020
Jupyter Notebook

SC4RECOIN / Jeras

Star 5

Keras-style machine learning framework for Java

framework keras neural-networks machine-learning-from-scratch neural-networks-from-scratch

Updated Apr 7, 2019
Java

caotatcuong / Machine-Learning-from-Scratch

Star 5

machine-learning-from-scratch

Updated Apr 20, 2021
Jupyter Notebook

nachiket273 / ML_Algo_Implemented

Sponsor

Star 5

Bare-bone and simple implementations of few Machine Learning Algorithms

python machine-learning random-forest svm naive-bayes linear-regression pca logistic-regression kmeans gradient-descent decision-trees knn tsne dbscan gradient-boosting machine-learning-from-scratch

Updated May 22, 2020
Jupyter Notebook

KacemMathlouthi / Machine-Learning-From-Scratch

Star 3

Implementation of popular machine learning algorithms built entirely from scratch using Python and Numpy only.

random-forest naive-bayes linear-regression machine-learning-algorithms pca logistic-regression perceptron k-means decision-trees knn machine-learning-from-scratch

Updated Oct 1, 2024
Jupyter Notebook

pystander / Simple-ML

Star 3

Simple and minimal Python implementation of Machine Learning algorithms and models.

python machine-learning machine-learning-algorithms supervised-learning unsupervised-learning machine-learning-from-scratch

Updated Mar 10, 2024
Python

KjetilIN / rustic_ml

Star 3

A machine learning library created from scratch with Rust. It focuses on deep learning and neural networks, providing efficient implementations of popular ML algorithms.

rust machine-learning machine-learning-algorithms machine-learning-library machine-learning-from-scratch