Statistical Learning Coursework ML Frameworks

University and college course materials, assignments, and projects focused on statistical machine learning, applied ML, and foundational algorithms. Does NOT include specialized coursework in neural networks, deep learning, or domain-specific applications like NLP or computer vision.

There are 65 statistical learning coursework frameworks tracked. 6 score above 50 (established tier). The highest-rated is neural-data-science/NESC_3505_textbook at 54/100 with 131 stars.

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#	Framework	Score	Tier	Stars	Language
1	neural-data-science/NESC_3505_textbook Textbook for NESC 3505, Neural Data Science, at Dalhousie University	54	Established	131	Jupyter Notebook
2	GeostatsGuy/MachineLearningCourse My graduate level machine learning course, including student machine...	54	Established	167	Jupyter Notebook
3	snrazavi/Machine_Learning_2018 Codes and Project for Machine Learning Course, Fall 2018, University of Tabriz	52	Established	219	Jupyter Notebook
4	gerdm/prml Repository of notes, code and notebooks in Python for the book Pattern...	51	Established	2,565	Jupyter Notebook
5	tuanavu/coursera-university-of-washington University of Washington	51	Established	327	Jupyter Notebook
6	ckaestne/seai CMU Lecture: Machine Learning In Production / AI Engineering / Software...	51	Established	446	Jupyter Notebook
7	hanhuark/MEEG-54403 MEEG-44403/54403 Machine Learning for Mechanical Engineers at the University...	47	Emerging	45	Jupyter Notebook
8	edgarsmdn/MLCE_book Hands-on material for a Machine Learning in Chemical Engineering course	46	Emerging	123	Jupyter Notebook
9	liuyubobobo/Play-with-Machine-Learning-Algorithms Code of my MOOC Course . Updated...	43	Emerging	1,288	Jupyter Notebook
10	fatosmorina/machine-learning-exams This repository contains links to machine learning exams, homework...	43	Emerging	444	—
11	Amey-Thakur/MACHINE-LEARNING CSDLO6021: Machine Learning [ML] \| TE Semester VI \| Computer Engineering	42	Emerging	12	Rich Text Format
12	Amey-Thakur/MACHINE--LEARNING ELEC 8900: Machine Learning [ML] \| Semester III \| MEng Computer Engineering	41	Emerging	4	Jupyter Notebook
13	nex3z/machine-learning-exercise Python implementation of the programming assignment from Machine Learning...	40	Emerging	92	Jupyter Notebook
14	rohinarora/EECE5644-Machine_Learning Graduate course on Machine Learning	39	Emerging	130	Jupyter Notebook
15	mazrk7/machine_learning_resources Machine learning resources (Jupyter notebooks mostly). Originally code to...	36	Emerging	22	Jupyter Notebook
16	ashishpatel26/Coursera-Guided-Projects-2021 Coursera Guided Projects 2021	35	Emerging	58	Jupyter Notebook
17	FedericoBruzzone/statistical-methods-for-machine-learning This repository contains a comprehensive set of exam questions for the...	34	Emerging	6	TeX
18	cod3licious/ml_exercises Python Exercises for my Machine Learning Course	34	Emerging	9	Jupyter Notebook
19	tuanlda78202/mlp SAIMDB - ML Project S2T2, DSAI HUST	34	Emerging	10	Jupyter Notebook
20	AbstractGeek/rusmalai-ncbs Repository of all the codes using during the initial phase of RUSMALAI...	34	Emerging	3	Jupyter Notebook
21	saarbk/Introduction-to-Machine-Learning Sharing both theoretical and programing ideas, that I came across at...	33	Emerging	5	TeX
22	edaaydinea/CSMM102X-Machine-Learning This repository includes the projects of the CSMM102X - Machine Learning...	33	Emerging	5	Python
23	hritik5102/SHALA2020 MastAI ki paathSHALA : Data Science, Machine Learning, and Deep Learning...	33	Emerging	5	Jupyter Notebook
24	alckasoc/Learning-Equality-Curriculum-Rec Our team's source code for Kaggle's Learning Equality Curriculum...	32	Emerging	5	Jupyter Notebook
25	mobassir94/Programming-Collective-Intelligence-Using-PYTHON Core Python Programming and Designing Learning Algorithms from toby...	32	Emerging	17	Python
26	GabrielCabas/ML_Course Machine Learning course	30	Emerging	5	Jupyter Notebook
27	CarmJos/MCM-ICM.2025.D (🏆Meritorious Winner/First Prize)Research on "A Roadmap to a Better City",...	30	Emerging	6	Python
28	thomaschiari/ML_AI-Training Machine Learning and Artificial Intelligence Training for new members of...	29	Experimental	1	Jupyter Notebook
29	workflow/caltech-machine-learning-homework Homework for Caltech's Machine Learning Course - CS 156 by Professor Yaser...	29	Experimental	12	Jupyter Notebook
30	moises-goncalves/AmericaMathModel 🏆 MCM/ICM 美国大学生数学建模竞赛工具箱 \| 顶刊级可视化 \| AI Prompt 模板 \| 机器学习算法	27	Experimental	6	Jupyter Notebook
31	eZWALT/ML4HD-Machine-Learning-for-Human-Data UniPD - DS Machine Learning for Human Data Subject 2025-2026 Q1....	27	Experimental	2	Jupyter Notebook
32	ytabatabaee/Machine-Learning-for-Bioinformatics My solutions to the assignments and projects of Machine Learning for...	27	Experimental	13	Jupyter Notebook
33	CQULeaf/MCM-ICM_Study_Resources 整合了数学建模美赛（MCM/ICM）备赛与比赛过程中使用到的所有关于模型建立，代码实现以及论文撰写相关的资料文件。包括但不限于论文模版、数据处理分析基础、...	26	Experimental	51	Jupyter Notebook
34	Gauss-PWr/wstep-do-ml-a Uczenie maszynowe od regresji po transformery	26	Experimental	5	Jupyter Notebook
35	BaranovDanila/StartML Solving problems of the Karpov course	25	Experimental	8	Jupyter Notebook
36	CQULeaf/MachineLearning_Course_Resources 收录了重庆大学2024春机器学习课程相关笔记和实验内容，此外包括吴恩达的《机器学习》课程的学习资料，涵盖监督学习、神经网络、推荐系统等内容，适合机器学习初学者与进阶者。	25	Experimental	8	Jupyter Notebook
37	flexycode/CCMACLRL_EXERCISES_COM231ML 🤖 This repository is intended for our Machine Learning Exercises CCMACLRL...	24	Experimental	3	Jupyter Notebook
38	Wesley-Breno/Exercises.py I will leave here some exercises that I did in the Python language.	23	Experimental	2	Jupyter Notebook
39	SamerHany/CHES307-Applications-of-Machine-Learning-in-Chemical-Engineering CHES307 - Applications of Machine Learning in Chemical Engineering	22	Experimental	6	Jupyter Notebook
40	thecrazymage/Mentorship 🧠 Resources and exercises from my machine learning mentorship sessions,...	22	Experimental	5	Jupyter Notebook
41	xixu-me/machine-learning Source code for assignments from the course Machine Learning	22	Experimental	5	Jupyter Notebook
42	shobhitraj1/CSE342-Statistical-Machine-Learning This repository contains my coursework (assignments, semester exams &...	22	Experimental	6	Jupyter Notebook
43	GANGTONGH/Advanced-Machine-Learning-CPSC8420-Course This GitHub repository contains the assignments and projects of the Advanced...	21	Experimental	3	Mathematica
44	sumansamui/ECE715_Machine_Learning This repository contains all the content related to the machine learning...	20	Experimental	7	Jupyter Notebook
45	kiritoInd/MachineLearning-Coursera-Course-Codes Tools for machine learning from two courses machine learning specialization...	20	Experimental	7	Jupyter Notebook
46	claudiotancredi/HTRU2-dataset-classification "Machine learning and pattern recognition" labs & project @ Politecnico di...	20	Experimental	8	Jupyter Notebook
47	HyperScypion/KMS_Neural_Networks Example codes for students	20	Experimental	5	Jupyter Notebook
48	MohammadParsaTheFirst/machine-learning-course Coursework and projects for ML course, including theoretical homework...	18	Experimental	2	Jupyter Notebook
49	ashdtanmogging/Tan-Code-Group6 This is our project we are Group 6, for Computer Science PSHS YES.	16	Experimental	2	Python
50	malithjkd/AI_ML Machine learning	16	Experimental	—	Jupyter Notebook
51	hadarchen927/CC3007_ML Machine Learning course materials - Lab reports and assignments for CC3007...	16	Experimental	2	Jupyter Notebook
52	TaoSama/Coursera Learning exercises of Cousera	14	Experimental	—	Jupyter Notebook
53	MohamadNematizadeh/Machine-Learning Assignment Machine Learnig 🤖	14	Experimental	16	Jupyter Notebook
54	KGFCH2/ML_Lab__6th_Semester Machine Learning Lab Assignments for 6th Semester	14	Experimental	—	Python
55	thomaschiari/ML_AI-Training-Submits Activity Repository for Insper Dynamics's Machine Learning and Artificial...	13	Experimental	—	Jupyter Notebook
56	frankcholula/amllabs Applied Machine Learning Labs for the University of Surrey CVRML MSc 🎰	13	Experimental	—	Jupyter Notebook
57	RK0297/Machine-Learning-Coursework A collection of machine learning coursework and hands-on projects from my...	13	Experimental	—	Jupyter Notebook
58	Page0526/machine-learning-crash-course My journal of practicing AI	13	Experimental	—	Jupyter Notebook
59	aminizahra/ML_AI2YOU Machine Learning Course AI2YOU / 2023	12	Experimental	7	Jupyter Notebook
60	Alyssonmach/machine-learning-coursera Coursera Machine Learning course programming labs	11	Experimental	—	Jupyter Notebook
61	anlijuncn/PRML-Notes PRML learning note & Python code	11	Experimental	—	TeX
62	adamd1985/Lectures_On_MLAI Collection of lectures on AI and Machine learning.	11	Experimental	—	Jupyter Notebook
63	yalonw/Machine-Learning Codes and Notes while learning ML.	11	Experimental	4	Jupyter Notebook
64	T4ras123/Learning-ML Documentation of my journey learning ML	11	Experimental	4	Jupyter Notebook
65	Trchien123/COS30082-AppliedMachineLearning This repo demonstrates my works for the course COS30082 - Applied Machine...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

EECE5644-Machine_Learning and machine_learning_resources (39 vs 36) MACHINE-LEARNING and MACHINE--LEARNING (42 vs 41)