Applied ML Bootcamps ML Frameworks

Intensive, project-based course materials and bootcamp content focused on practical machine learning applications in specific domains (finance, DSP, music, analytics). Does NOT include theoretical foundations, general tutorials, or pure academic lecture notes without applied components.

There are 58 applied ml bootcamps frameworks tracked. 7 score above 50 (established tier). The highest-rated is girafe-ai/ml-course at 61/100 with 3,437 stars.

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# Framework Score Tier
1 girafe-ai/ml-course

Open Machine Learning course

61
Established
2 Yorko/mlcourse.ai

Open Machine Learning Course

61
Established
3 andriygav/MachineLearningSeminars

Семинары А.В. Грабового к лекционному курсу К.В. Воронцова.

61
Established
4 MITDeepLearning/introtodeeplearning

Lab Materials for MIT 6.S191: Introduction to Deep Learning

57
Established
5 dssg/mlforpublicpolicylab

Repo for ML for Public Policy Lab course at CMU

53
Established
6 purushottamkar/ml19-20w

CS 771A: Introduction to Machine Learning, IIT Kanpur, 2019-20-winter offering

51
Established
7 purushottamkar/ml19-20a

CS 771A: Introduction to Machine Learning, IIT Kanpur, 2019-20-autumn offering

50
Established
8 7bits/ml-courses-7bits

Материалы курса по Машинному Обучению для стажировки в 7bits

48
Emerging
9 drscotthawley/DLAIE

Materials for Hawley's Deep Learning & AI Ethics course

48
Emerging
10 vijay-jaisankar/ML_TA_IIITB_2022

Contains material relevant to the AI511 Machine Learning Course

47
Emerging
11 JannesKlaas/MLiFC

Course Material for the machine learning in financial context bootcamp

47
Emerging
12 dayekb/Study

Учебные материалы по курсам связанным с Машинным обучением, которые я читаю...

47
Emerging
13 mdeff/ntds_2016

Material for the EPFL master course "A Network Tour of Data Science", edition 2016.

46
Emerging
14 jacopotagliabue/MLSys-NYU-2022

Slides, scripts and materials for the Machine Learning in Finance Course at...

44
Emerging
15 davidrosenberg/mlcourse

Machine learning course materials.

43
Emerging
16 jmartinezheras/2018-MachineLearning-Lectures-ESA

Machine Learning Lectures at the European Space Agency (ESA) in 2018

43
Emerging
17 DHI/Intro_ML_course

Course material for "Introduction to Machine Learning for Water Professionals"

41
Emerging
18 mciwing/mciwing.github.io

Code Campus - Python Courses 🚀

41
Emerging
19 christianwarmuth/openhpi-kipraxis

Materialien zum openHPI Online-Kurs "Künstliche Intelligenz und Maschinelles...

41
Emerging
20 averkij/mstu-nlp-course

ML Course created for Bauman Moscow State Technical University

41
Emerging
21 MasterLegend/PyML

Python and Machine Learning Course

40
Emerging
22 AIMLC-IITD/Summer-of-ML-2021

[SOML'21] Reference material, tutorial notebooks and other resources for...

40
Emerging
23 dssg/MLforPublicPolicy

Class resources for CAPP 30254 (Machine Learning for Public Policy)

40
Emerging
24 yandexdataschool/MLatImperial2017

Materials for the course of machine learning at Imperial College organized...

39
Emerging
25 lysukhin/vk-academy-dl-cv

"Basic Deep Learning" and "NNs for Computer Vision" courses materials at VK...

39
Emerging
26 Dyakonov/PZAD

Курс "Прикладные задачи анализа данных" (ВМК, МГУ имени М.В. Ломоносова)

38
Emerging
27 UVADS/DS-3001

DS 3001: Foundations of Machine Learning

38
Emerging
28 Dyakonov/DL

Курс "Глубокое обучение (Deep Learning)" (ВМК, МГУ имени М.В. Ломоносова)

37
Emerging
29 kehkok/nilmtk-ukdale

Group of Apprentices to learn NILMTK with UK-DALE

36
Emerging
30 wisoffe/Courses

Notes and practical tasks for DS/ML/AI courses

33
Emerging
31 esviswajith95/MLT

Notebooks from ML Techniques course at IITM Online degree programme

32
Emerging
32 esviswajith95/MLP

Notebooks from ML Practice course at IITM Online degree programme

32
Emerging
33 projeduc/ESI_ML

Machine Learning support course for ESI, Algiers, Algeria

31
Emerging
34 jake1412/MSAI_DL_Recitations

Recitations materials for MSAI437: Deep Learning

31
Emerging
35 equinor/ml-pitfalls

Material for a short course on pitfalls in machine learning

30
Emerging
36 GitiHubi/courseMLDL

A series of interactive labs we prepared for the Introduction into Machine...

28
Experimental
37 capital-G/musikinformatik-sose2021

Course materials for Musikinformatik course SoSe 2021 at RSH Düsseldorf

27
Experimental
38 nishanc/MLforBeginners

Related to the session conducted for Faculty of IT, University of Moratuwa...

26
Experimental
39 oscar-defelice/DSAcademy-lectures

Here is the material for a course I will be giving in a Master of Data Science and AI

26
Experimental
40 vicgalle/ai-ml-course

Materials for the course: AI ML & Analytics

25
Experimental
41 MerkulovDaniil/msai22

Optimization methods course @ MIPT online MSc program.

25
Experimental
42 icharleschen/DSCI-552

DSCI 552: Machine Learning for Data Science

25
Experimental
43 NazarovMichail/Lectures-notes-MIPT

Конспекты лекций магистратуры "Науки о данных" МФТИ

24
Experimental
44 DRMPN/ATP-and-IP

Solutions to "Automatic Text Processing and Image Processing" ITMO course....

21
Experimental
45 naomitorrisi/MSc-Cancer-Genomics-DataScience

📘 Coursework, notebooks, and scripts for the MSc Cancer Genomics & Data...

21
Experimental
46 darc-reading/darc-training-2025

Practical for NERC/NCEO/DARC Training course on data assimilation and its...

21
Experimental
47 ECOPOM/AgTech_Students_PythonCourse

Python material for agricultural students (ECOPOM)

20
Experimental
48 mriosrivas/DSP-course-material

Coursework material for DSP course.

20
Experimental
49 DieStok/Basic-Machine-Learning-for-Bioinformatics

ML course materials for bioinformatics students following the Basic Machine...

19
Experimental
50 davidrpugh/kaust-dsa-201

Course materials for KAUST DSA 201

17
Experimental
51 noqtisnox/ml-nulp-course

A collection of labs for "Basics of Smart Technologies & Systems" course at NULP

14
Experimental
52 RyanKor/2021-google-ml-bootcamp

Google Machine Learning Bootcamp 2021

13
Experimental
53 gabboraron/Computer_Aided_Solution_Processing

In the lecture course, students learn elements of supervised machine...

13
Experimental
54 wahidulalamriyad/oxford-machine-learning-summer-school

ML x Health consists of Bayesian ML, Representation Learning, Graph Neural...

12
Experimental
55 wilsonjefferson/DSSC_SML

Statistical Machine Learning - master's degree course

11
Experimental
56 lithiumdenis/MLSchool

Практические задания летней школы Surf и ПММ ВГУ по машинному обучению и...

11
Experimental
57 kurpenok/omstu

Solutions for problems from training course AMCS OmSTU

11
Experimental
58 ketan1406/mlt-iitm

Graded and Programming(wherever applicable) Assignments for Machine Learning...

11
Experimental