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 57 statistical learning coursework frameworks tracked. The highest-rated is neural-data-science/NESC_3505_textbook at 47/100 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	47	Emerging	131	Jupyter Notebook
2	GeostatsGuy/MachineLearningCourse My graduate level machine learning course, including student machine...	47	Emerging	167	Jupyter Notebook
3	snrazavi/Machine_Learning_2018 Codes and Project for Machine Learning Course, Fall 2018, University of Tabriz	45	Emerging	219	Jupyter Notebook
4	gerdm/prml Repository of notes, code and notebooks in Python for the book Pattern...	44	Emerging	2,565	Jupyter Notebook
5	ckaestne/seai CMU Lecture: Machine Learning In Production / AI Engineering / Software...	44	Emerging	446	Jupyter Notebook
6	tuanavu/coursera-university-of-washington University of Washington	44	Emerging	327	Jupyter Notebook
7	hanhuark/MEEG-54403 MEEG-44403/54403 Machine Learning for Mechanical Engineers at the University...	40	Emerging	45	Jupyter Notebook
8	edgarsmdn/MLCE_book Hands-on material for a Machine Learning in Chemical Engineering course	39	Emerging	123	Jupyter Notebook
9	fatosmorina/machine-learning-exams This repository contains links to machine learning exams, homework...	36	Emerging	444	—
10	liuyubobobo/Play-with-Machine-Learning-Algorithms Code of my MOOC Course . Updated...	36	Emerging	1,288	Jupyter Notebook
11	Amey-Thakur/MACHINE-LEARNING CSDLO6021: Machine Learning [ML] \| TE Semester VI \| Computer Engineering	35	Emerging	12	Rich Text Format
12	Amey-Thakur/MACHINE--LEARNING ELEC 8900: Machine Learning [ML] \| Semester III \| MEng Computer Engineering	34	Emerging	4	Jupyter Notebook
13	nex3z/machine-learning-exercise Python implementation of the programming assignment from Machine Learning...	33	Emerging	92	Jupyter Notebook
14	rohinarora/EECE5644-Machine_Learning Graduate course on Machine Learning	32	Emerging	130	Jupyter Notebook
15	mazrk7/machine_learning_resources Machine learning resources (Jupyter notebooks mostly). Originally code to...	29	Experimental	22	Jupyter Notebook
16	ashishpatel26/Coursera-Guided-Projects-2021 Coursera Guided Projects 2021	28	Experimental	58	Jupyter Notebook
17	AbstractGeek/rusmalai-ncbs Repository of all the codes using during the initial phase of RUSMALAI...	27	Experimental	3	Jupyter Notebook
18	FedericoBruzzone/statistical-methods-for-machine-learning This repository contains a comprehensive set of exam questions for the...	27	Experimental	6	TeX
19	cod3licious/ml_exercises Python Exercises for my Machine Learning Course	27	Experimental	9	Jupyter Notebook
20	tuanlda78202/mlp SAIMDB - ML Project S2T2, DSAI HUST	27	Experimental	10	Jupyter Notebook
21	edaaydinea/CSMM102X-Machine-Learning This repository includes the projects of the CSMM102X - Machine Learning...	26	Experimental	5	Python
22	hritik5102/SHALA2020 MastAI ki paathSHALA : Data Science, Machine Learning, and Deep Learning...	26	Experimental	5	Jupyter Notebook
23	saarbk/Introduction-to-Machine-Learning Sharing both theoretical and programing ideas, that I came across at...	26	Experimental	5	TeX
24	mobassir94/Programming-Collective-Intelligence-Using-PYTHON Core Python Programming and Designing Learning Algorithms from toby...	25	Experimental	17	Python
25	alckasoc/Learning-Equality-Curriculum-Rec Our team's source code for Kaggle's Learning Equality Curriculum...	25	Experimental	5	Jupyter Notebook
26	zimingttkx/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	25	Experimental	6	Jupyter Notebook
27	CarmJos/MCM-ICM.2025.D (🏆Meritorious Winner/First Prize)Research on "A Roadmap to a Better City",...	23	Experimental	6	Python
28	GabrielCabas/ML_Course Machine Learning course	23	Experimental	5	Jupyter Notebook
29	flexycode/CCMACLRL_EXERCISES_COM231ML 🤖 This repository is intended for our Machine Learning Exercises CCMACLRL...	22	Experimental	3	Jupyter Notebook
30	workflow/caltech-machine-learning-homework Homework for Caltech's Machine Learning Course - CS 156 by Professor Yaser...	22	Experimental	12	Jupyter Notebook
31	thomaschiari/ML_AI-Training Machine Learning and Artificial Intelligence Training for new members of...	22	Experimental	1	Jupyter Notebook
32	eZWALT/ML4HD-Machine-Learning-for-Human-Data UniPD - DS Machine Learning for Human Data Subject 2025-2026 Q1....	21	Experimental	2	Jupyter Notebook
33	ytabatabaee/Machine-Learning-for-Bioinformatics My solutions to the assignments and projects of Machine Learning for...	20	Experimental	13	Jupyter Notebook
34	xixu-me/machine-learning Source code for assignments from the course Machine Learning	19	Experimental	5	Jupyter Notebook
35	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、...	19	Experimental	51	Jupyter Notebook
36	Gauss-PWr/wstep-do-ml-a Uczenie maszynowe od regresji po transformery	19	Experimental	5	Jupyter Notebook
37	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。	18	Experimental	8	Jupyter Notebook
38	BaranovDanila/StartML Solving problems of the Karpov course	18	Experimental	8	Jupyter Notebook
39	malithjkd/AI_ML Machine learning	16	Experimental	—	Jupyter Notebook
40	ashdtanmogging/Tan-Code-Group6 This is our project we are Group 6, for Computer Science PSHS YES.	16	Experimental	2	Python
41	Wesley-Breno/Exercises.py I will leave here some exercises that I did in the Python language.	16	Experimental	2	Jupyter Notebook
42	shobhitraj1/CSE342-Statistical-Machine-Learning This repository contains my coursework (assignments, semester exams &...	15	Experimental	6	Jupyter Notebook
43	SamerHany/CHES307-Applications-of-Machine-Learning-in-Chemical-Engineering CHES307 - Applications of Machine Learning in Chemical Engineering	15	Experimental	6	Jupyter Notebook
44	thecrazymage/Mentorship 🧠 Resources and exercises from my machine learning mentorship sessions,...	15	Experimental	5	Jupyter Notebook
45	TaoSama/Coursera Learning exercises of Cousera	14	Experimental	—	Jupyter Notebook
46	KGFCH2/ML_Lab__6th_Semester Machine Learning Lab Assignments for 6th Semester	14	Experimental	—	Python
47	GANGTONGH/Advanced-Machine-Learning-CPSC8420-Course This GitHub repository contains the assignments and projects of the Advanced...	14	Experimental	3	Mathematica
48	claudiotancredi/HTRU2-dataset-classification "Machine learning and pattern recognition" labs & project @ Politecnico di...	13	Experimental	8	Jupyter Notebook
49	HyperScypion/KMS_Neural_Networks Example codes for students	13	Experimental	5	Jupyter Notebook
50	sumansamui/ECE715_Machine_Learning This repository contains all the content related to the machine learning...	13	Experimental	7	Jupyter Notebook
51	kiritoInd/MachineLearning-Coursera-Course-Codes Tools for machine learning from two courses machine learning specialization...	13	Experimental	7	Jupyter Notebook
52	MohammadParsaTheFirst/machine-learning-course Coursework and projects for ML course, including theoretical homework...	11	Experimental	2	Jupyter Notebook
53	anlijuncn/PRML-Notes PRML learning note & Python code	11	Experimental	—	TeX
54	thomaschiari/ML_AI-Training-Submits Activity Repository for Insper Dynamics's Machine Learning and Artificial...	11	Experimental	—	Jupyter Notebook
55	Page0526/machine-learning-crash-course My journal of practicing AI	11	Experimental	—	Jupyter Notebook
56	frankcholula/amllabs Applied Machine Learning Labs for the University of Surrey CVRML MSc 🎰	11	Experimental	—	Jupyter Notebook
57	RK0297/Machine-Learning-Coursework A collection of machine learning coursework and hands-on projects from my...	11	Experimental	—	Jupyter Notebook

Comparisons in this category

EECE5644-Machine_Learning and machine_learning_resources (32 vs 29) MACHINE-LEARNING and MACHINE--LEARNING (35 vs 34)