ML Algorithm Implementations ML Frameworks

Educational code repositories demonstrating machine learning algorithms and techniques through practical examples and tutorials. Does NOT include framework libraries, research papers, or production-ready ML systems.

There are 160 ml algorithm implementations frameworks tracked. 1 score above 70 (verified tier). The highest-rated is uxlfoundation/scikit-learn-intelex at 89/100 with 1,334 stars and 107,822 monthly downloads. 2 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	uxlfoundation/scikit-learn-intelex Extension for Scikit-learn is a seamless way to speed up your Scikit-learn...	89	Verified	1,334	Python
2	ddbourgin/numpy-ml Machine learning, in numpy	66	Established	16,299	Python
3	INRIA/scikit-learn-mooc Machine learning in Python with scikit-learn MOOC	54	Established	1,343	Jupyter Notebook
4	rasbt/pattern_classification A collection of tutorials and examples for solving and understanding machine...	51	Established	4,214	Jupyter Notebook
5	JWarmenhoven/ISLR-python An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani,...	51	Established	4,391	Jupyter Notebook
6	nubank/fklearn fklearn: Functional Machine Learning	51	Established	1,539	Jupyter Notebook
7	rushter/MLAlgorithms Minimal and clean examples of machine learning algorithms implementations	51	Established	10,960	Python
8	zotroneneis/machine_learning_basics Plain python implementations of basic machine learning algorithms	50	Established	4,409	Jupyter Notebook
9	eriklindernoren/ML-From-Scratch Machine Learning From Scratch. Bare bones NumPy implementations of machine...	49	Emerging	31,023	Python
10	gavinkhung/machine-learning-visualized ML algorithms implemented and derived from first-principles in Jupyter...	48	Emerging	1,003	TeX
11	workofart/ml-by-hand A deep learning library built from scratch with complex neural networks...	48	Emerging	76	Python
12	dlab-berkeley/Python-Machine-Learning D-Lab's 6 hour introduction to machine learning in Python. Learn how to...	47	Emerging	91	Jupyter Notebook
13	tobegit3hub/ml_implementation Implementation of Machine Learning Algorithms	44	Emerging	407	Python
14	milaan9/Deep_Learning_Algorithms_from_Scratch This repository explores the variety of techniques and algorithms commonly...	44	Emerging	176	Jupyter Notebook
15	milaan9/Machine_Learning_Algorithms_from_Scratch This repository explores the variety of techniques and algorithms commonly...	44	Emerging	194	Jupyter Notebook
16	rickiepark/hg-mldl <혼자 공부하는 머신러닝+딥러닝>의 코드 저장소입니다.	44	Emerging	322	Jupyter Notebook
17	a-martyn/ISL-python Solutions to labs and excercises from An Introduction to Statistical...	44	Emerging	349	Jupyter Notebook
18	carefree0910/MachineLearning Machine learning algorithms implemented by pure numpy	44	Emerging	1,092	Jupyter Notebook
19	Jack-Cherish/Machine-Learning :zap:机器学习实战（Python3）：kNN、决策树、贝叶斯、逻辑回归、SVM、线性回归、树回归	43	Emerging	10,250	Python
20	Gautam-J/Machine-Learning Implementation of different ML Algorithms from scratch, written in Python 3.x	43	Emerging	410	Python
21	curiousily/Machine-Learning-from-Scratch Succinct Machine Learning algorithm implementations from scratch in Python,...	42	Emerging	189	Jupyter Notebook
22	moon-hotel/MachineLearningWithMe A repository contains more than 12 common statistical machine learning...	42	Emerging	283	Jupyter Notebook
23	zlxy9892/ml_code A repository for recording the machine learning code	40	Emerging	95	Python
24	egaoharu-kensei/ML-algorithms-from-scratch.-Course-for-beginners ML-algorithms from scratch using Python. Classic Machine Learning course.	39	Emerging	111	Jupyter Notebook
25	Daya-Jin/ML_for_learner Implementations of the machine learning algorithm with Python and numpy	39	Emerging	86	Jupyter Notebook
26	gkunapuli/ensemble-methods-notebooks A collection of companion Jupyter notebooks for Ensemble Methods for Machine...	39	Emerging	93	Jupyter Notebook
27	vincen-github/mlimpl This repository collects some codes that encapsulates commonly used...	38	Emerging	623	Shell
28	rodmarkun/SmolML A fully functional and simple Machine Learning library made entirely from...	38	Emerging	440	Python
29	mohitmishra786/ML-and-DL This repository gives beginners and newcomers in the field of AI and ML a...	37	Emerging	3	Jupyter Notebook
30	phuijse/bagging_pu Simple sklearn based python implementation of Positive-Unlabeled (PU)...	37	Emerging	93	Jupyter Notebook
31	0xHadyy/isl-python Documenting my study of" An Introduction to Statistical Learning with Python...	36	Emerging	231	Jupyter Notebook
32	madhug-nadig/Machine-Learning-Algorithms-from-Scratch Implementing machine learning algorithms from scratch.	36	Emerging	389	Python
33	huangjia2019/let-us-machine-learning Machine Learning from scratch with practical examples. 极客时间：Machine Learning...	36	Emerging	225	Jupyter Notebook
34	luwill/Machine_Learning_Code_Implementation Mathematical derivation and pure Python code implementation of machine...	36	Emerging	1,551	Jupyter Notebook
35	qx0731/Sharing_ISL_python An Introduction to Statistical Learning with Applications in PYTHON	36	Emerging	556	Jupyter Notebook
36	hammadshaikhha/Data-Science-and-Machine-Learning-from-Scratch Implements common data science methods and machine learning algorithms from...	36	Emerging	440	Jupyter Notebook
37	DrugowitschLab/ML-from-scratch-seminar This repository is part of a "Machine Learning from Scratch" seminar at...	36	Emerging	307	Jupyter Notebook
38	dgkim5360/the-elements-of-statistical-learning-notebooks Jupyter notebooks for summarizing and reproducing the textbook "The Elements...	36	Emerging	296	Jupyter Notebook
39	iArunava/scratchai scratchai is a Deep Learning library that aims to store all Deep Learning...	36	Emerging	97	Python
40	Math-behind-AI/ScratchAI This repository is dedicated to building ML & DL algorithms from scratch	35	Emerging	40	Jupyter Notebook
41	B-Analytics/diPLSlib Python implementation of domain-invariant partial least squares regression (di-PLS)	35	Emerging	23	Jupyter Notebook
42	ostad-ai/Machine-Learning This repository contains topics and codes related to Machine Learning and...	34	Emerging	29	Jupyter Notebook
43	vanshika230/Machine-Learning This repository contains implementations of all Machine Learning Algorithms...	33	Emerging	201	Jupyter Notebook
44	Benardi/touvlo :robot: ML algorithms implemented from scratch and provided block by block	33	Emerging	12	Python
45	aribis369/ML-Starter-Pack A collection of Machine Learning algorithms written from sctrach.	32	Emerging	76	Jupyter Notebook
46	hyunblee/ISLR-with-Python Introduction to Statistical Learning with R을 Python으로	32	Emerging	97	Jupyter Notebook
47	bamtak/machine-learning-implemetation-python Basic Machine Learning implementation with python	32	Emerging	106	Jupyter Notebook
48	carmancater/an-introduction-to-statistical-learning-with-applications-in-python An Introduction to Statistical Learning with Applications in Python Solutions	32	Emerging	32	Jupyter Notebook
49	IFRI-AI-Classes/ifri_mini_ml_lib A minimalist machine learning library built from scratch by IFRI AI students...	31	Emerging	12	Python
50	simranjeet97/Top-Machine-Learning-Algorithms-Python This Repository contains the Machine Learning Algorithms with Mathematical...	31	Emerging	13	Jupyter Notebook
51	KarimABOUSSELHAM/ISLP-applied-solutions Solutions of applied exercises contained in "An Introduction to Statistical...	31	Emerging	33	Jupyter Notebook
52	Yimeng-Zhang/Machine-Learning-From-Scratch 系统梳理机器学习的各个知识点。	31	Emerging	152	—
53	main-educational/intro_nilearn Introduction to neuroimaging machine learning tool Nilearn	31	Emerging	12	TeX
54	Wasim37/machine_learning_code 机器学习与深度学习算法示例	31	Emerging	106	Jupyter Notebook
55	codingforentrepreneurs/The-Hello-World-of-Machine-Learning Learn to build a basic machine learning model from scratch with this repo...	31	Emerging	71	Jupyter Notebook
56	agoor97/Regression_Project_Course This Repo collects the Material of Regression Project at Udemy platform by...	30	Emerging	12	Jupyter Notebook
57	Fatemeh-ameri/Machine-Learning-with-Jadi Hands-on implementations of machine learning algorithms including...	30	Emerging	4	Jupyter Notebook
58	ashworks1706/rlhf-from-scratch A theoretical and practical deep dive into Reinforcement Learning with Human...	30	Emerging	108	Jupyter Notebook
59	RiteshPuvvada/Machine-Learning-Lab A cluster of Machine Learning algorithms	30	Emerging	12	Jupyter Notebook
60	anshumantekriwal/machine-learning Machine Learning Modelling On Regression & Classification Problems	29	Experimental	10	Jupyter Notebook
61	smortezah/napr Machine learning meets natural products	29	Experimental	11	Jupyter Notebook
62	Sahith02/machine-learning-algorithms A curated list of all machine learning algorithms and deep learning...	29	Experimental	364	Python
63	neerjad/MachineLearning A repo with tutorials for algorithms from scratch	29	Experimental	102	Jupyter Notebook
64	leizhang-geo/machine_learning_algorithms A repository for recording the codes of machine learning algorithms	29	Experimental	31	Python
65	vsmolyakov/ml_algo_in_depth ML algorithms in depth	29	Experimental	274	Python
66	clumsyhandyman/mad-from-scratch Machine learning, artificial intelligence, and data analytics built from scratch.	29	Experimental	57	Python
67	csreddy98/Machine-Learning-From-Scratch This project implements the machine learning algorithms from scratch and...	28	Experimental	7	Jupyter Notebook
68	vanshhhhh/Hands-On-Machine-Learning 📒Implementation of all the machine learning algorithms like regression,...	28	Experimental	55	Jupyter Notebook
69	CarsonScott/Online-Category-Learning ML algorithm for real-time classification	28	Experimental	72	Python
70	Allensmile/Machine-learning-implement Teach you how to implement machine learning algorithms	28	Experimental	41	HTML
71	andre1araujo/Supervised-and-Unsupervised-Learning-Examples Here you will find a Notebook with examples of various Machine Learning...	27	Experimental	10	Jupyter Notebook
72	HarishSinghRautela/Machine-Learning-Algorithm this are a different 6 Algorithm with different type of data that is good...	27	Experimental	1	Jupyter Notebook
73	kayua/Machine-Learning-for-Beginners Repository of basic machine learning algorithms explained in a simple way.	27	Experimental	19	Python
74	AdilShamim8/ML-Algorithm-Library Pure-Python implementations of fundamental machine learning algorithms for...	27	Experimental	3	Jupyter Notebook
75	NirjharDebnath/From-Scratch Implementing Machine Learning and Other Algorithms From Scratch without...	26	Experimental	3	Jupyter Notebook
76	tanishqgautam/ML-from-Scratch ML From Scratch	26	Experimental	65	Python
77	williamd4112/simple-linear-classification A python implementation of linear classification algorithm (including...	26	Experimental	7	Python
78	farhad-pourkamali/machine-learning Slides and Python code examples for undergraduate machine learning	26	Experimental	31	Jupyter Notebook
79	powell-clark/supervised-machine-learning Mathematical theory, code examples, and production implementations of...	26	Experimental	5	Jupyter Notebook
80	Mohamed-Badry/islp-solutions Jupyter Notebook solutions to the exercises in the book Introduction to...	26	Experimental	14	Jupyter Notebook
81	veltzer/demos-lang-python-ml Demos machine learning in the python language	25	Experimental	—	Jupyter Notebook
82	Chandrakant817/Machine-Learning-Handwritte-Notes Entire Machine Learning Hand Written Notes	24	Experimental	19	—
83	Sadegh-Khedry/ML-Algorithms-From-Scratch This project is dedicated to implementing various machine learning...	24	Experimental	3	Jupyter Notebook
84	TrainingByPackt/Machine-Learning-Fundamentals-eLearning Use Python and scikit-learn to get up and running with the hottest developments in AI	24	Experimental	1	Jupyter Notebook
85	lopezmauro/ml-example-nodes This repository contains Python machine learning nodes for instructional use...	24	Experimental	35	Python
86	AdiNarendra98/All-of-AI-in-Scratch 🧑🏻‍💻Implementations of all AI ,Data Science algorithms from Scratch for Starting Out🔰	23	Experimental	2	Jupyter Notebook
87	njadNissi/AI_from_scratch Building Simple versions of AI (ML, DL, NN) models from scratch to help...	23	Experimental	109	Python
88	Abhinavexists/ML-Algorithms Implementations of various machine learning algorithms, covering both...	23	Experimental	5	Jupyter Notebook
89	DarkMortal/Machine-Learning Jupyter Notebooks for Machine Learning Algorithms	23	Experimental	5	Jupyter Notebook
90	rickiepark/ml-ko 머신러닝, 딥러닝 한글 번역 저장소	23	Experimental	1	HTML
91	thejvdev/ml-from-scratch Repository for Implementing ML Models from Scratch in Python	22	Experimental	—	Jupyter Notebook
92	AniruddhaPKawarase/machine-learning-algorithms Comprehensive collection of 232 classical ML algorithm implementations with...	22	Experimental	—	Jupyter Notebook
93	hkiyomaru/pu-learning A collection of notebooks that implement algorithms introduced in "Learning...	22	Experimental	46	Jupyter Notebook
94	Ritvik19/Data-Science-From-Scratch Implementation of various data science techniques and research papers	22	Experimental	31	Jupyter Notebook
95	Firez123445/ML-Algorithms 🤖 Explore and implement Machine Learning algorithms from scratch while...	22	Experimental	—	Python
96	CoderSales/unsupervised-learning-clustering - tarball handler py ###########/ \|\|\|\|\|\|\|\|\|\| - shell script3.sh ##########...	22	Experimental	—	Jupyter Notebook
97	pravinkumarelangovan/ml-from-scratch 🔍 Explore machine learning by building algorithms from scratch in Python,...	22	Experimental	—	Jupyter Notebook
98	Noel65/intro-to-machine-learning-python Introduction to machine learning concepts and models using Python including...	22	Experimental	—	—
99	AliJ-Official/ML-Algorithms This repository is a long-term, evolving project focused on implementing...	21	Experimental	2	Python
100	illustrated-machine-learning/machine-learning-from-scratch This repository contains the implementation from scratch of some of the most...	21	Experimental	11	Python
101	www5226448/Master-Machine-Learning Implement common statistical machine learning algorithms with raw Numpy.	20	Experimental	16	Jupyter Notebook
102	QuyAnh2005/homemade-machine-learning Understand and code some basic algorithms in machine learning from scratch	20	Experimental	8	Jupyter Notebook
103	naman14310/Machine_Learning Best collection of machine learning & deep learning algorithms implemented...	19	Experimental	9	Jupyter Notebook
104	ishan16696/Machine_Learning Implementation of various Known ML algos from scratch like...	18	Experimental	3	Jupyter Notebook
105	ibrahimcanerdogan/Machine-Learning-Tutorial All Classification, Regression, Unsupervised Learning Algorithms	18	Experimental	7	Jupyter Notebook
106	kyopark2014/ML-Algorithms It summerizes the algorithms of Machine Learning.	18	Experimental	12	Jupyter Notebook
107	Mohsinrazaa/All-Machine-Learning-Algorithm Machine Learning Assignments of inuroun academy ML with master deployment...	18	Experimental	8	Jupyter Notebook
108	hossamAhmedSalah/Machine_Learning_MSP MSP 23 workshop of machine learning	17	Experimental	3	Jupyter Notebook
109	collapseindex/eval-guide Learn ML evaluation metrics from scratch! Beginner-friendly Jupyter...	17	Experimental	2	Jupyter Notebook
110	tutkufurkan/Machine-Learning-Series Comprehensive Machine Learning educational content - Classification,...	17	Experimental	2	—
111	AkiRusProd/basic-ml-algorithms Python implementations of basic machine learning algorithms	16	Experimental	14	Python
112	ikhurana/code-asylums codes for Codes Asylums session series	16	Experimental	2	Jupyter Notebook
113	NahidEbrahimian/Machine-Learning Machine Learning algorithms Implementation from Scratch	16	Experimental	18	Jupyter Notebook
114	null0NULL123/ml-from-scratch 手撕机器学习代码，华为校招AI岗机考numpy解法	16	Experimental	1	Python
115	ES7/Mistral-AI-from-Scratch In this repo I have implemented Mistral AI from Scratch using PyTorch.	16	Experimental	1	Jupyter Notebook
116	elcaiseri/Machine-Learning-from-Scratch Machine Learning using NumPy	16	Experimental	14	Python
117	ZohaibSattarDataAI/Machine-Learning-From-Scratch Machine Learning algorithms implemented from scratch using Python. Covers...	15	Experimental	1	Jupyter Notebook
118	mlnjsh/ml-algorithms-from-scratch Machine Learning algorithms implemented from scratch in Python with...	15	Experimental	1	Python
119	Eng-ZeyadTarek/machine-learning-dojo implementation of the most machine learning algorithms with its explanation...	15	Experimental	2	Jupyter Notebook
120	SatvikPraveen/Sklearn-Mastery Enterprise-grade ML framework showcasing advanced Scikit-Learn...	15	Experimental	—	Jupyter Notebook
121	SkAndMl/Low-key-ML Python implementation of machine learning algorithms	15	Experimental	6	Jupyter Notebook
122	duongttr/mllib-from-scratch Building a Machine Learning Library from scratch using Python3, based on...	15	Experimental	15	Python
123	shanmuckh/Machine-Learning Concise documentation and implementation of basic ML, Regression and...	14	Experimental	9	Python
124	Dilshad7275/scikit-learn-for-beginners 📚 Learn Scikit-learn basics to build and evaluate machine learning models...	14	Experimental	—	—
125	mn-cs/machine-learning-fundamentals Machine learning fundamentals with implementations of core algorithms...	14	Experimental	—	Jupyter Notebook
126	kochlisGit/Advanced-ML Advanced Machine Learning Algorithms including Cost-Sensitive Learning,...	14	Experimental	9	Jupyter Notebook
127	zmukusheva/wandb-ml-project ML classification project with experiment tracking using Weights & Biases	14	Experimental	—	Jupyter Notebook
128	Luka-998/ml-concepts-visualized Visual exploration of machine learning algorithms and their underlying mathematics	14	Experimental	—	Jupyter Notebook
129	gungorMetehan/ml-from-scratch-examples Machine Learning from Scratch Examples (Python & R)	14	Experimental	—	Python
130	dheepatel01/ml-decision-surfaces-lab 🎯 Explore and visualize linear, nonlinear, and regression models with...	14	Experimental	—	Jupyter Notebook
131	fahim-506/machine-learning-from-scratch Learning machine learning from scratch with Python — concepts, algorithms,...	14	Experimental	—	Jupyter Notebook
132	gmx369x/classical-ml-fundamentals Classical ML algorithms implemented from scratch — Decision Trees, KNN,...	14	Experimental	—	Jupyter Notebook
133	dtcolligan/ml-from-scratch Core ML algorithms implemented from first principles in NumPy. Gradient...	14	Experimental	—	Jupyter Notebook
134	appliedalgorithmslab/ml-debugging-exercises Examples of common machine learning failure modes, debugging strategies, and...	14	Experimental	—	Python
135	huggon1/ml-algorithm-implementations Educational implementations for ML, DL, LLM blocks, ViT, and CUDA.	14	Experimental	—	Python
136	precioussak/scikit-learn-is-what-you-dont-need 🔍 Discover why scikit-learn may not meet your needs and explore better...	14	Experimental	—	—
137	tushar2704/MachineAlgoBox Explore common ML algorithms, from scratch implementations to real-world use...	13	Experimental	5	Python
138	amajji/machine-learning-algorithms-from-scratch This project contains an implementation of many Machine Learning algorithms...	13	Experimental	6	Jupyter Notebook
139	ilhansevval/Machine_Learning This repository includes machine learning algorithms which is...	13	Experimental	10	Jupyter Notebook
140	shivam-maurya-git/Machine-Learning Here, I will put up my codes of ML.	13	Experimental	2	Jupyter Notebook
141	tom-boyle/ML-Algorithms A collection of machine learning algorithms in Python, including supervised,...	13	Experimental	5	Jupyter Notebook
142	ravindutw/RW-ML-Kits A collection of reusable Machine Learning templates.	12	Experimental	1	Jupyter Notebook
143	Data-Science-FMI/ml-from-scratch-2019 iPython notebooks & slides for "Stochastic algorithms for Machine Learning"...	12	Experimental	4	—
144	future-ai-org/ml-advanced-classifiers-py 👾 my personal implementation of classical machine learning algorithms from...	12	Experimental	16	Python
145	aishaiyer/ml-fundamentals-model-evaluation Self-structured Machine Learning Bootcamp--Fundamentals	11	Experimental	—	Jupyter Notebook
146	Cristopher-py/Python-machine-learning Python codes for machine learning and deep learning	11	Experimental	—	Jupyter Notebook
147	Royalvice/DL-models-from-scratch Build classic deep learning models from scratch using Pytorch	11	Experimental	2	—
148	patrickm663/ml-ideas A collection of some custom machine learning algorithims I want to test out....	11	Experimental	—	—
149	mklarqvist/machine-learning-from-scratch Machine learning from scratch	11	Experimental	2	Jupyter Notebook
150	redoh/python-machine-learning 🐍 Machine Learning with Python & scikit-learn — classification, regression,...	11	Experimental	—	—
151	SahashRaee/Machine_Learning_Notebooks Machine Learning From Scratch	11	Experimental	—	Jupyter Notebook
152	sparkingdark/AwesomeML-algo-book A book where you can find all type definitions and information about ml...	11	Experimental	2	Jupyter Notebook
153	elhamabedi/kernel-regularization Kernels & Regularization	11	Experimental	—	Jupyter Notebook
154	kazurem/machina-learn Implementing ML algorithms from scratch in Python	11	Experimental	—	Jupyter Notebook
155	zenoooooooooo/mathematics_of_machine_learning A from-scratch Machine Learning reviewer library focused on understanding...	11	Experimental	—	Jupyter Notebook
156	piyusha2001/ml-algorithms-from-scratch Implementations of core Machine Learning algorithms written from scratch...	10	Experimental	3	Jupyter Notebook
157	10-OASIS-01/Hands-On-Machine-Learning-from-Scratch This repository is for those who want to understand machine learning from...	10	Experimental	1	Jupyter Notebook
158	geraked/machine-learning Implementation of Machine Learning Algorithms From Scratch	10	Experimental	1	Jupyter Notebook
159	jamestiotio/ml SUTD 2021 50.007 Machine Learning Code Dump	10	Experimental	1	Jupyter Notebook
160	Ecolash/Machine-Learning 𝗠𝗮𝗰𝗵𝗶𝗻𝗲-𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 \| 𝗖𝗦𝟲𝟬𝟬𝟱𝟬 \| 𝗔𝘂𝘁𝘂𝗺𝗻 '𝟮𝟰	10	Experimental	4	Jupyter Notebook

Comparisons in this category

ISLR-python and ISL-python (51 vs 44) Deep_Learning_Algorithms_from_Scratch and Machine_Learning_Algorithms_from_Scratch (44 vs 44)