Deep Learning Coursework ML Frameworks

University and school course materials, assignments, and projects focused on deep learning. Does NOT include general machine learning courses, neural network theory without application context, or non-coursework deep learning resources.

There are 90 deep learning coursework frameworks tracked. 5 score above 50 (established tier). The highest-rated is mathworks/MATLAB-Simulink-Challenge-Project-Hub at 68/100 with 1,934 stars. 2 of the top 10 are actively maintained.

Get all 90 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=deep-learning-coursework&limit=20"

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# Framework Score Tier
1 mathworks/MATLAB-Simulink-Challenge-Project-Hub

This MATLAB and Simulink Challenge Project Hub contains a list of research...

68
Established
2 MalayAgr/generative-ai-with-llms-notes

Notes for the course Generative AI With Large Language Models, offered by...

57
Established
3 UBC-CS/cpsc330-2022W1

CPSC 330: Applied Machine Learning

51
Established
4 TheAlgorithms/MATLAB-Octave

This repository contains algorithms written in MATLAB/Octave. Developing...

51
Established
5 apachecn/ntu-hsuantienlin-ml

:book: 台湾大学林轩田机器学习笔记

50
Established
6 johnowhitaker/tglcourse

The Generative Landscape - a course on generative modelling (currently...

48
Emerging
7 AFei19911012/MatlabSamples

:monocle_face: Matlab Samples

47
Emerging
8 goobolabs/sep-ds-ml-bootcamp-2025

Data Science and Machine Learning Bootcamp. (2025)

44
Emerging
9 chsiang426/ML-2021-notes

臺灣大學 (NTU) 李宏毅教授「機器學習 (Machine Learning) 2021 Spring 」課程筆記

44
Emerging
10 dobriban/Topics-in-deep-learning

Materials for class on topics in deep learning (STAT 991, UPenn/Wharton)

43
Emerging
11 virginiakm1988/ML2022-Spring

**Official** 李宏毅 (Hung-yi Lee) 機器學習 Machine Learning 2022 Spring

43
Emerging
12 ga642381/ML2021-Spring

**Official** 李宏毅 (Hung-yi Lee) 機器學習 Machine Learning 2021 Spring

43
Emerging
13 analytics-club-iitm/Summer-School-2022

Everything from Summer School 2022.

43
Emerging
14 megvii-research/megvii-pku-dl-course

Homepage for the joint course of Megvii Inc. and Peking University on Deep Learning.

42
Emerging
15 horaciogacevedo/Bmig62003

A repository for the Machine Learning class 2025

41
Emerging
16 UBC-CS/cpsc330-2023s

CPSC 330: Applied Machine Learning

41
Emerging
17 UBC-CS/cpsc330-2022s

CPSC 330: Applied Machine Learning

41
Emerging
18 slinderman/stats320

STATS320: Statistical Methods for Neural Data Analysis

40
Emerging
19 pai4451/ML2021

My coursework for Machine Learning (2021 Spring) at National Taiwan University (NTU)

39
Emerging
20 YashBansod/Operations-Research

MATLAB implementation of all the Operations Research algorithms and problems...

39
Emerging
21 cor3bit/mle4r-winter26

"Machine Learning Experiments for Researchers" Course (Winter 2026)

36
Emerging
22 xiong35/HUST-MachineLearning

华中科技大学机器学习作业&课设. Solutions to HUST ML class tasks.

35
Emerging
23 davidrosenberg/ttml2021fall

DS-GA 3001: Tools and Techniques for Machine Learning (NYU Fall 2021)

34
Emerging
24 teckerx/ML2022_HW

Homework solution for Machine Learning 2022 Spring

33
Emerging
25 pourmand1376/DL-Homeworks

Deep Learning coursework (Sharif University of technology)

33
Emerging
26 orbxball/ML2017

2017 Spring (105-2) -- Machine Learning

32
Emerging
27 yujunkuo/ML2022-Homework

[機器學習 110-2@NTU] 課程作業

32
Emerging
28 QiushiSun/Statistical-Methods-and-Machine-Learning

2021 Spring (Statistical Methods and Machine Learning) 统计方法与机器学习

31
Emerging
29 dr-saad-la/CS501-Deep-Learning-Complete-Course

Computer Science-501: Deep Learning Complete Course

31
Emerging
30 mini-pw/2021L-WB-XAI-1

Case Study course for DS studies in Summer 2020/2021

31
Emerging
31 dl4mia/DL4MIA_2024

Main repository gathering all content of the EMBO-DL4MIA 2024 course.

31
Emerging
32 knmnyn/cs3244-2210

About Course Website for NUS SoC CS3244 Machine Learning (Academic Year...

30
Emerging
33 LemuelPuglisi/pattern-recognition-and-machine-learning

Notes for the book "Pattern Recognition and Machine Learning" from...

30
Emerging
34 jjjllxx/nus-pattern-recognition-ee5907

NUS EE5907 Pattern Recognition Semester1 AY21/22: project1 for SPAM,...

30
Emerging
35 r-isachenko/2021-DGM-MIPT-course

Deep Generative Models course, 2021

30
Emerging
36 mini-pw/2022L-WB-AutoML

Case Study course for DS studies in Spring 2021/22.

29
Experimental
37 Hazrat-Ali9/Numerical-Analysis-With-MATLAB

✈ Numerical Analysis using MATLAB 🚁 Perfect students engineers 🛥 and...

29
Experimental
38 SilenceX12138/Machine-Learning-Theory-and-Application

Practical and Real-world applications of ML based on the homework of Hung-yi...

29
Experimental
39 CPE504/Class2021

CPE504 Artificial Neural Networks (Foundations): Lecture slides for UG Class of 2021

29
Experimental
40 Yunhao-Feng/DeepLearning

ML 2021 Spring 台湾大学李宏毅老师机器学习深度学习2021学习笔记及源代码和数据记录库。

29
Experimental
41 Ratio1/DS101-2025

Data Science with Deep Learning DS-101 2025-2026

28
Experimental
42 MJAHMADEE/MachineLearning2024W

Welcome to the official GitHub repository for the "Machine Learning" course...

27
Experimental
43 Yujie-G/ML-2024Spring

2024春季学期-南开大学软件学院机器学习代码仓库

27
Experimental
44 nluninja/italian-financial-challenge

repository for the LUISS challenge with expert.ai

27
Experimental
45 jjjllxx/nus-neural-networks-ee5904-me5404

NUS Neural Networks (EE5904/ME5404) Semester2 AY21/22, including all the 5...

27
Experimental
46 QiushiSun/DaSE-Deep-Learning

2021 Spring (Deep Learning) 深度学习课程作业及资料

26
Experimental
47 aqweteddy/NTU-MachineLearning-2022

台大 李宏毅教授 Machine Learning 2022-Spring boss baseline

25
Experimental
48 tapyu/haykin-neural-networks-and-learning-machines

The official Matlab code solution of the book "Neural Networks and Learning...

25
Experimental
49 SYTEARK/MLStudy

Machine Learning Study since 2024

25
Experimental
50 moritz-gerster/machine_learning2

Notes and exercise solutions to the computer science Master's class "Machine...

25
Experimental
51 tahamajs/Deep_Generative_models_course

This repository collects lecture slides, assignments (CAs), code notebooks,...

24
Experimental
52 WilliamX1/machine-learning

machine learning notes and coding

23
Experimental
53 hemangsharma/Assignment-2---Classification-Models

Assignment 2 - Classification Models repository contains project for 36106...

22
Experimental
54 risivanthvs05/MachineLearningCourse2025

🌟 Post questions about the 2025 Machine Learning course at PKU for timely...

22
Experimental
55 megvii-research/megvii-tsinghua-dl-course

Slides with modifications for a course at Tsinghua University.

21
Experimental
56 ckt77/NYCU-Machine-Learning

NYCU 2024 Fall Machine Learning / 洪瑞鴻教授、邱維辰教授

21
Experimental
57 KeithLin724/NYCU-Machine-Learning-2023

NYCU Introduction of Machine Learning 2023 (王聖智老師 授課)

20
Experimental
58 Daniel-xsy/PatternRecognition

Pattern recognition algorithm implement of Pattern Recognition Course in HUST, AIA

20
Experimental
59 NeyCat-yi/hnist_study

在湖南理工学到的7788。

20
Experimental
60 knmnyn/cs3244-2010

CS3244 Machine Learning Website for Sem I AY 2020/2021

20
Experimental
61 bonjour-npy/ML02

Assignment 2 of Machine Learning for Computer Science Major, Grade of 2020.

20
Experimental
62 ncku-yee/ML2022

NTU Machine Learning 2022 Spring

19
Experimental
63 NitheshChandher/dl4mt

Course materials for Deep Learning for Media Technology

17
Experimental
64 StevenRice99/COMP-8740

Assignments for the graduate course COMP-8740 Machine Learning and Pattern...

17
Experimental
65 StevenRice99/COMP-8720

Assignments for the graduate course COMP-8720 Advanced AI: Representation...

17
Experimental
66 KayvanShah1/usc-dsci552-mlds-sp23

USC DSCI 552 - Machine Learning for Data Science - Spring 2023 - Prof. Ke-Thia Yao

17
Experimental
67 asifehmad/Machine-Learning-Lecture-Slides-ES-442

Complete lecture slides for Machine Learning (ES-442) at GIK Institute, Fall...

16
Experimental
68 mmghorbani/KNTU-ML-Course-2024

Assignments and projects from the 2024 Machine Learning (ML) course at K. N....

15
Experimental
69 shahaliyev/csci4701

Repository of the CSCI 4701: Deep Learning course

15
Experimental
70 Weizhi-Zhao/getting-started-with-pattern-recognition

华中科技大学 人工智能与自动化学院 模式识别代码(课程成绩:94)

14
Experimental
71 frephs/polimi-ANNDL

Neural Networks and deep learning challenge. 2025 @ Politecnico di Milano

14
Experimental
72 CSB-Songdo-International-Portfolio/2025-1_MLDL_course

2025년 제 1회 AI 수업 코스 및 수업내용

13
Experimental
73 Myrrolinz/Machine-Learning

NKU南开大学机器学习日常作业与大作业;2022 NKU Machine Learning assignments

12
Experimental
74 wang-jiahao/Deep-Learning

国立台湾大学:李宏毅机器学习

12
Experimental
75 Jakob-Bach/AGD-Exercises-2020

The programming exercises for the lecture "Big Data Analytics" at the...

11
Experimental
76 krmopuri/dl23

Website for the 'Deep Learning' course by Dr. Konda Reddy Mopuri

11
Experimental
77 georgios-stats/Machine_Learning_and_Neural_Networks_III_Epiphany_2025

Teaching material for the module MLNN3 at Department of Mathematical...

11
Experimental
78 LinggarM/pattern-recognition

Collection of codes of Pattern Recognition college course

11
Experimental
79 Xiang-Li-oss/PRML_code

国科大模式识别(2022秋)课程作业代码

11
Experimental
80 AnchorageBot/MatlabProjects

Scripts for Matlab Projects

11
Experimental
81 KevinTsaiCodes/NTU-CSIE5043

A semester course of machine learning AT Computer Science and Information...

11
Experimental
82 Hui-Hwoo/Machine-Learning

Machine Learning 2022 Spring by HUNG-YI LEE

11
Experimental
83 Emoreday/CC-LSTR

2024 年秋 GDUT 云计算大作业 CC-LSTR

11
Experimental
84 5wushiwu5/Machine_Learning_2024

a project aboud machine learaning from kaggle

11
Experimental
85 xseq/Probabilistic_Machine_Learning_Matlab

A Matlab implementation of probablistic machine learning models

11
Experimental
86 karthik-d/biophysical-modeling-with-matlab

Biophysical models of simple biological processes using Matlab. Part of...

10
Experimental
87 Tender-sun/Deep-learning-class-homework2023aut

2023年深度学习课程作业by kyr1e

10
Experimental
88 hsr-22/SoS-2023-NeuralNetworks-and-DeepLearning

Summer of Science (SoS) organized by MnP, IIT Bombay

10
Experimental
89 Weijingmin2000/CSCI-567-Machine-Learning

Course note for CSCI 567 - Machine Learning (Fall 2022)

10
Experimental
90 HYUNMIN-HWANG/DeepLearning.AI_STDUY

🐱 Study of the Deep Learning with code

10
Experimental