Learning Resources Collections ML Frameworks

Educational repositories and course materials teaching machine learning concepts through lectures, exercises, and structured curricula. Does NOT include framework documentation, algorithm implementations, or hands-on project templates.

There are 210 learning resources collections frameworks tracked. 1 score above 70 (verified tier). The highest-rated is microsoft/ML-For-Beginners at 71/100 with 84,301 stars. 2 of the top 10 are actively maintained.

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# Framework Score Tier
1 microsoft/ML-For-Beginners

12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

71
Verified
2 ethen8181/machine-learning

:earth_americas: machine learning tutorials (mainly in Python3)

67
Established
3 x4nth055/pythoncode-tutorials

The Python Code Tutorials

61
Established
4 jzsmoreno/likelihood

Code generated from the Machine Learning course to optimization tasks

57
Established
5 john-science/scipy_con_2019

Tutorial Sessions for SciPy Con 2019

57
Established
6 aladdinpersson/Machine-Learning-Collection

A resource for learning about Machine learning & Deep Learning

51
Established
7 tirthajyoti/Machine-Learning-with-Python

Practice and tutorial-style notebooks covering wide variety of machine...

51
Established
8 anish-lakkapragada/SeaLion

The first machine learning framework that encourages learning ML concepts...

51
Established
9 neonwatty/machine-learning-refined

Master the fundamentals of machine learning, deep learning, and mathematical...

50
Established
10 imteekay/machine-learning-research

✨ ML for Biology & Medicine Research

49
Emerging
11 Nyandwi/machine_learning_complete

A comprehensive machine learning repository containing 30+ notebooks on...

49
Emerging
12 instacart/lore

Lore makes machine learning approachable for Software Engineers and...

47
Emerging
13 koaning/human-learn

Natural Intelligence is still a pretty good idea.

47
Emerging
14 PreferredAI/tutorials

A tutorial series by Preferred.AI

47
Emerging
15 teddylee777/machine-learning

머신러닝 입문자 혹은 스터디를 준비하시는 분들에게 도움이 되고자 만든 repository입니다. (This repository is...

45
Emerging
16 seg/2016-ml-contest

Machine learning contest - October 2016 TLE

44
Emerging
17 vgarciasc/hundred-hammers

Quickly try out several ML models on a given dataset

44
Emerging
18 Anfany/Machine-Learning-for-Beginner-by-Python3

为机器学习的入门者提供多种基于实例的sklearn、TensorFlow以及自编函数(AnFany)的ML算法程序。

44
Emerging
19 aws-samples/aws-machine-learning-university-accelerated-nlp

Machine Learning University: Accelerated Natural Language Processing Class

44
Emerging
20 dipanjanS/practical-machine-learning-with-python

Master the essential skills needed to recognize and solve complex real-world...

44
Emerging
21 aws-samples/aws-machine-learning-university-accelerated-tab

Machine Learning University: Accelerated Tabular Data Class

44
Emerging
22 towardsai/tutorials

AI-related tutorials. Access any of them for free → https://towardsai.net/editorial

44
Emerging
23 TannerGilbert/Tutorials

Code for some of my articles

44
Emerging
24 suvoooo/Machine_Learning

Some fundamental machine learning and data-analysis techniques are explained...

44
Emerging
25 dbetteb/early-ML

A Python step-by-step primer for Machine Learning and Optimization

44
Emerging
26 rasbt/pydata-chicago2016-ml-tutorial

Machine learning with scikit-learn tutorial at PyData Chicago 2016

43
Emerging
27 mrdbourke/zero-to-mastery-ml

All course materials for the Zero to Mastery Machine Learning and Data...

43
Emerging
28 SalvatoreRa/tutorial

Tutorials on machine learning, artificial intelligence, data science with...

43
Emerging
29 flo7up/relataly-public-python-tutorials

Beginner-friendly collection of Python notebooks for various use cases of...

43
Emerging
30 mhuzaifadev/machine-learning_zero-to-hero

Welcome to Machine Learning: Zero to Hero: From the fundamentals of machine...

43
Emerging
31 dr-mushtaq/Machine-Learning

A complete A-Z guide to Machine Learning and Data Science using Python....

42
Emerging
32 free-to-learn/Machine-Learning-Concepts

Machine Learning Concepts with Concepts

42
Emerging
33 jacksu/machine-learning

从零基础开始机器学习之旅

42
Emerging
34 google/applied-machine-learning-intensive

Applied Machine Learning Intensive

42
Emerging
35 sktime/sktime-tutorial-pydata-amsterdam-2020

Introduction to Machine Learning with Time Series at PyData Festival Amsterdam 2020

42
Emerging
36 chiphuyen/python-is-cool

Cool Python features for machine learning that I used to be too afraid to...

41
Emerging
37 DingKe/ml-tutorial

machine learning algorithms and implementations

41
Emerging
38 shtrausslearning/mllibs

NLP Assisting Machine Learning Library

41
Emerging
39 ThinamXx/MachineLearning_DeepLearning

I will share about Machine Learning and Deep Learning.

40
Emerging
40 DorsaRoh/Machine-Learning

ML from scratch

40
Emerging
41 ashishpatel26/ML-Notes-in-Markdown

Machine learning notes that make your reading easy

40
Emerging
42 salesforce/ml4ir

Machine Learning for Information Retrieval

40
Emerging
43 m-clark/book-of-models

Spells for everyday living, also a book -- Models Demystified -- now available!

39
Emerging
44 djib2011/python_ml_tutorial

A complete tutorial in python for Data Analysis and Machine Learning

39
Emerging
45 eugenesiow/practical-ml

Learn by experimenting on state-of-the-art machine learning models and...

39
Emerging
46 A3Data/hermione

ML made simple

39
Emerging
47 LiangjunFeng/Machine-Learning

Basic algorithms about machine learnig

38
Emerging
48 DCS-training/intromachinelearning

This course is aimed at providing an introduction to machine learning for...

38
Emerging
49 habedi/PracticalMachineLearning

A collection of open-source and free machine learning resources

38
Emerging
50 AdityaSoni19031997/Machine-Learning

My Attempt(s) In The World Of ML/DL....

38
Emerging
51 librewave/mlwizardry

Machine Learning Learning Learning Content on Creative Commons

37
Emerging
52 TempeHS/Machine_Learning_OOP_Implementation_Examples

A Jupyter Notebook collection designed to support students implement...

37
Emerging
53 facells/learnipy

making data science easier

37
Emerging
54 mbbu/MachineLearning4Genomics

Machine Learning for Genomics Course.

36
Emerging
55 HadXu/machine-learning

my machine-learning tutorial

36
Emerging
56 wzy6642/Machine-Learning-in-Action-Python3

《机器学习实战》的python3源码

36
Emerging
57 yug95/MachineLearning

Machine learning for beginner(Data Science enthusiast)

36
Emerging
58 youssefHosni/Practical-Machine-Learning

Practical machine learning notebook & articles covers the machine learning...

36
Emerging
59 bangoc123/learn-machine-learning-in-two-months

Những kiến thức cần thiết để học tốt Machine Learning trong vòng 2 tháng....

36
Emerging
60 edyoda/data-science-complete-tutorial

For extensive instructor led learning

36
Emerging
61 justmarkham/scikit-learn-tips

:robot::zap: 50 scikit-learn tips

36
Emerging
62 maxmon/abu_ml

机器学习技术研究室——by阿布量化小组

36
Emerging
63 yunshuipiao/sw_machine_learning

machine learning

36
Emerging
64 atulRanaa/machine-learning

Machine Learning with Python

36
Emerging
65 serp-ai/the-hitchhikers-guide-to-machine-learning-algorithms

The Hitchhiker's Guide to Machine Learning Algorithms: A book of machine...

35
Emerging
66 savarin/pyconuk-introtutorial

practical introduction to Python for machine learning, with pandas and...

35
Emerging
67 cdeweyx/hitchhikers-guide-machine-learning

Guide explaining and implementing fundamental machine learning algorithms in Python

35
Emerging
68 wilhelmberghammer/MachineLearning

[Not Active] This is where I learn machine learning

35
Emerging
69 IronicYash/ml-learning-journey

Machine learning core structure

35
Emerging
70 chesterheng/machinelearning-datascience

Complete Machine Learning and Data Science: Zero to Mastery

35
Emerging
71 basicv8vc/Python-Machine-Learning-zh

Python机器学习,机器学习入门首选。

34
Emerging
72 Dyakonov/ml_hacks

Приёмы в машинном обучении

34
Emerging
73 savan77/Practical-Machine-Learning-With-Python

Machine Learning Tutorials in Python

34
Emerging
74 khanhnamle1994/applied-machine-learning

A step-by-step guide to get started with Applied Machine Learning

34
Emerging
75 ansegura7/MachineLearning

Practical course, which starting from Data Science offers examples (with...

34
Emerging
76 a-mhamdi/mlpy

Machine Learning with Python

34
Emerging
77 exajobs/machine-learning-collection

A collection of awesome Machine Learning software, libraries, Learning...

34
Emerging
78 geoamins/Machine-Learning-IMS

Learning for Learners

34
Emerging
79 alexjungaalto/MachineLearningTheBasics

Working files for the textbook project "Machine Learning. The Basics"

33
Emerging
80 elmpystudio/pyStudio

The easier way to do machine learning in Python without coding!

33
Emerging
81 Zero-True/zero-true

Zero-True: A collaborative notebook built for data scientists

33
Emerging
82 AIAnytime/Machine-Learning-Models-Implementation

Implementation of several ML models on real-world datasets with detailed...

33
Emerging
83 radiantearth/ml4eo-bootcamp-2021

Machine Learning for Earth Observation Training of Trainers Bootcamp

33
Emerging
84 BaekKyunShin/musthave_mldl_problem_solving_strategy

《머신러닝·딥러닝 문제해결 전략》

32
Emerging
85 aa-sikkkk/Machine-Learning-Series

Machine Learning Series - Day 150 onwards.

32
Emerging
86 kks32-courses/sciml-archive

Scientific Machine Learning

32
Emerging
87 KalbeDigitalLab/Getting-Started-ML-CV

Practical guidlines with machine learning lifecycle especially in computer...

31
Emerging
88 anshajk/python-frameworks

Curated collection of powerful Python frameworks across different domains...

31
Emerging
89 eai2x/ML-Algorithm-Source-Code

machine learning algorithms source code

31
Emerging
90 emhayki/ML

Machine learning study notes and examples.

31
Emerging
91 leandromineti/ml-feynman-experience

A collection of analytics methods implemented with Python on Google Colab

30
Emerging
92 apple/ml-semantic-regex

Semantic Regex

30
Emerging
93 SamBelkacem/Machine-Learning-Basics

Tutorial on Machine Learning Basics with Python

30
Emerging
94 markhliu/ml_animated

Use animation to explain machine learning

30
Emerging
95 BAMresearch/SequentialLearningApp

Sequential Learning App for Materials Discovery (SLAMD)

30
Emerging
96 shekit/machine-learning-demystified

A weekly workshop series at ITP to teach machine learning with a focus on...

30
Emerging
97 HarshCasper/Brihaspati

Collection of various implementations and Codes in Machine Learning, Deep...

30
Emerging
98 TirendazAcademy/Machine-Learning-Tutorial

Machine Learning Tutorial

29
Experimental
99 sktime/sktime-tutorial-pydata-global-2021

Introduction to sktime at the PyData Global 2021

29
Experimental
100 ashioyajotham/Daily-ML

My daily ML practices

28
Experimental
101 nekosilverfox/Machine-learning

🔬 深度学习项目库 —— 基于 sklearn

28
Experimental
102 rfeers/ML-Basics

Guided course to crash into the most basic ML algorithms.

27
Experimental
103 iamzehan/A-little-bit-of-Math

Just a little bit......

27
Experimental
104 learn10kYear/learn-pandas

Learning pandas, sklearn, numpy in Cantonese!

27
Experimental
105 tuanlda78202/mle

Machine Learning Experience

26
Experimental
106 aayushmanz/Python-for-ML

Python concepts from basics to advanced for Machine Learning learners

26
Experimental
107 Neurojedi/Machine-Learning-Zero2Hero

A series of notebooks that introduce Machine Learning concepts with hands-on...

26
Experimental
108 stratzilla/AI-ML-tutorials

A collection of artificial intelligence and machine learning tutorials

26
Experimental
109 skcript/normalization

Various normalization methods used in ML

26
Experimental
110 sokjc/lessons

Machine Learning lessons in written in Python

25
Experimental
111 Gary-code/Machine-Learning-Park

机器学习乐园:主要包括机器学习基础,深度学习实践,工业应用。

25
Experimental
112 yangky11/ml4tp-tutorial

NeurIPS 2023 Tutorial on Machine Learning for Theorem Proving

25
Experimental
113 jawherr/machine-learning-algorithme

This repository contains implementations of various machine learning...

25
Experimental
114 clarenceluo78/deep-learning-lookup

Collection and implementation of a variety of machine learning code examples...

25
Experimental
115 solidglue/Machine_Learning_Sklearn_Examples

机器学习Sklearn入门指南。Machine Learning Sklearn API and Examples with Python3 and...

24
Experimental
116 Abhinavexists/Python-for-ML

This repository provides a complete, hands-on learning path for mastering...

24
Experimental
117 soheiltehranipour/Practical-Machine-Learning

The Practical Machine Learning Course focuses on equipping learners with the...

24
Experimental
118 mloning/intro-to-ml-with-time-series-workshop-2023

Introduction to Machine Learning with Time Series workshop

24
Experimental
119 Jason2Brownlee/MachineLearningMischief

Machine Learning Mischief: Examples from the dark side of data science

24
Experimental
120 kushalshm1/Machine-Learning

Explanation of Mathematics used in Machine Learning Algorithms and some Projects

24
Experimental
121 DevSharma03/Machine_Learning_Notes

My ML Learning Updates......

24
Experimental
122 mage-ai/machine_learning

The definitive end-to-end machine learning (ML lifecycle) guide and tutorial...

23
Experimental
123 AhmedOsamaMath/statistics-basics

A comprehensive guide to applying statistical techniques in machine...

23
Experimental
124 wilfredpine/Python-Tutorial

Notebook tutorials for Python Programming Language (Fundamentals, OOP, MVT,...

23
Experimental
125 sarincr/Machine-Learning-Python-Bootcamp

Basic exercises on Machine Learning with Python , Reference Book : Python...

23
Experimental
126 ShivaniShewale02/Machine_Learning

My ML Learning Updates...... Stay Tuned

23
Experimental
127 DrKenReid/Introductory-Data-Science

Hands-on machine learning tutorials in Google Colab, covering various...

23
Experimental
128 Dipta04/Machine-Learning

This repository contains practical implementations of core machine learning...

23
Experimental
129 udityamerit/Complete-Machine-Learning-For-Beginners

This repository is structured as a complete ML roadmap combining theory...

23
Experimental
130 flo7up/relataly-public-python-API-tutorials

Beginner-friendly collection of Python API tutorials, including Twitter...

23
Experimental
131 joseph-nagel/ml-notebooks

Some random stuff

23
Experimental
132 jacarty/google-ml-engineer

Google ML Engineer - hands-on labs and projects to improve understanding

22
Experimental
133 GhariebML/ML_Complete_Course_By_Python

Complete Machine Learning course notebooks — from Python basics to advanced...

22
Experimental
134 datawiz-thailand/tutorials

Machine Learning Tutorials & Fundamentals

22
Experimental
135 nolancacheux/AI-ML-Implementations

Comprehensive AI/ML toolkit with practical algorithms across...

22
Experimental
136 datastaxdevs/workshop-introduction-to-machine-learning

Come ready to discover the goals and approaches of machine learning, and how...

22
Experimental
137 nhs-oa-community/machine-learning-for-everybody

Introductory ML teaching sessions for NHS staff and beyond!

22
Experimental
138 Vishal-sys-code/machine-learning-complete-guide

The Complete Machine Learning Repository

22
Experimental
139 miroslav-reiter/Strojove_Ucenie_Machine_Learning

🤖 Materiály k online kurzom a školeniam Strojové učenie (Machine Learning) v...

22
Experimental
140 jz95/ml-paper-lab

Personal reproduction on modern Machine Learning papers.

22
Experimental
141 allenai/learning-curve

Library for computing classifier Learning Curves & iPython notebooks to...

22
Experimental
142 Carl-McBride-Ellis/TOBoML

The Orange Book of Machine Learning

22
Experimental
143 cbuethner/MLOM-Labs

🌟 Explore machine learning algorithms and deep learning architectures with...

22
Experimental
144 elimu-ai/ml-event-simulator

🤖 Simulation of learning events and assessment events

22
Experimental
145 wapratama/Learning-Machine-Learning

My personal learning and experiment on Machine Learning from various sources.

22
Experimental
146 labex-labs/sklearn-free-tutorials

Free scikit-learn tutorials for beginners with 7 interactive lessons....

21
Experimental
147 vsha96/mllib

Machine Learning in Haskell

20
Experimental
148 TYehan/Practical-ML-Guide

A hands-on collection of machine learning concepts, algorithms, and...

20
Experimental
149 neelsoumya/python_machine_learning

Teaching resources for teaching machine learning in Python

20
Experimental
150 HamBa-m/scinis-learn

Scinis-learn is a package of non-OOP functions for Machine Learning...

20
Experimental
151 BreytMN/code-ramblings

Random collections of scripts written to test concepts or to explore limits...

19
Experimental
152 glisicstefan/ml-praktikum

ML praktikum na srpskom: Data Preprocessing, Supervised/Unsupervised...

19
Experimental
153 humayun-ahmad/machine-learning

A comprehensive collection of machine learning algorithms, implementations,...

19
Experimental
154 thesfinox/ml-cicy

Machine Learning for CICY 3-folds

19
Experimental
155 GLHS-AI-Machine-Learning/Learning-Resources

Tutorials (code + explanations) for Python and Machine Learning topics used...

19
Experimental
156 danielmamay/mlab

Machine Learning for Alignment Bootcamp (MLAB).

19
Experimental
157 dyneth02/MLOM-Labs

A deep-dive into Machine Learning foundations and neural architectures....

19
Experimental
158 pareshrnayak/ml-dl-daily

Daily Machine Learning & Deep Learning practice using Python

19
Experimental
159 Abtinz/Machine-Learning-with-Python

Machine Learning with Python in Jupiter

18
Experimental
160 Hazrat-Ali9/Machine-Learning

🚃 Machine 🚋 Learning 🚟 a curated 🚠 collection ✈ of ML 🚁 algorithms 🛸 hands 🛬...

18
Experimental
161 cskujou/ml_dl_tutorial

A beginner's tutorial guide for machine learning and deep learning. The...

18
Experimental
162 FIT-DNU/Machine-Learning

Machine Learning

17
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163 machine-learning-helpers/induction-python

Python source code derived from books about Machine Learning (ML)

17
Experimental
164 khaja-shaik-21/Complete_Machine_Learning

A complete Machine Learning Repo covering theory and hands-on implementation...

16
Experimental
165 gil-son/machine-learning

Comprehensive guide to Machine Learning: theory, algorithms, and hands-on examples.

16
Experimental
166 telunyang/python_machine_learning

常見的機器學習實作範例

16
Experimental
167 PritK99/ML-Toolbox

Ancient Secrets of Machine Learning (Work in Progress)

16
Experimental
168 DrAleenaBaby/Machine-Learning-for-Beginners-Learning-Path

This repository contains a comprehensive guide designed to take you from a...

16
Experimental
169 sohelamin/machine-learning

My Machine Learning Notebook

16
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170 easikinc/MACHINE-LEARNING-HANDS-ON-PYTHON

Machine Learning Hands on Python

16
Experimental
171 tr41z/machine-learning

machine learning models

15
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172 LamineTourelab/Tutorial

Tutorials on machine learning, artificial intelligence in general and in...

15
Experimental
173 kmshariat/ML4Dummies

A basic guide toward machine learning for Bangla readers

15
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174 OthmaneAbder2303/ML-Concepts

A deep dive into the rigorous mathematics underlying modern machine learning...

15
Experimental
175 ChamathDilshanC/AI_Machine_Learning

AI_Machine_Learning_Python @ Numpy ,Pandas, Matplot, Sklearn

15
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176 ahmdbnrsl/Machine-Learning

This is a documentation of my learning journey in the field of ML, using python

15
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177 kjd-dktech/framework-ml

Framework de Machine Learning : Apprentissage et Exercice – Cadre Académique

15
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178 NhanPhamThanh-IT/Gradio-Python-Tutorial

🧩 This repository provides a comprehensive tutorial on building interactive...

15
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179 cidelab/MachineLearnResearch

A collection of experiments in machine Learning. mainly in python

15
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180 shanhers/ml-notebook

Exercise | Machine Learning | Rakamin Academy

14
Experimental
181 farzadasgari/machinepy

A comprehensive Machine Learning course, guiding beginners to build and...

14
Experimental
182 ZhenhHuang/sunrise-machine-learning

Machine learning for undergraduate students.

14
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183 aryanputta/belllabs-ml-impact

A machine learning analysis of Bell Laboratories innovation impact (1928)

14
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184 Tarikd-a11b/Machine_Learning

This notebook contains Python code prepared while learning machine learning...

14
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185 Aman-8343/Machine_Learning

🚀 A collection of Machine Learning projects, algorithms, and implementations...

14
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186 andreas-theodor/LLM-tutoring

This is just a test description to see how it looks on my portfolio

14
Experimental
187 jhasan2026/MachineTrain_Lab

Comprehensive machine learning repository covering data analysis, feature...

14
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188 Deepika081/ml-learning-journey

Notes, experiments, and implementations while learning machine learning concepts.

14
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189 SonaniAkshit/applied-machine-learning

Structured implementation of core machine learning algorithms with practical...

14
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190 sanjanb/machine-learning

This repo will be the documentation part of my learning and going deep...

14
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191 PoorviNaveen/MachineLearning

Machine Learning Lab

14
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192 manojtharindu11/ml-learning-path

A comprehensive collection of machine learning tutorials and exercises...

14
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193 tot-alin/zero-to-ml-hero

From Zero to Hero in Machine Learning, working progress

14
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194 Anidipta/Machine-Learning-Models

All Levels MACHINE LEARNING MODELS

13
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195 satwiksps/ml-headstart

A beginner-friendly, end-to-end Jupyter Notebook series designed to help you...

13
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196 S-M-J-I/AI-and-ML-Algorithms

All about Artificial Intelligence and Machine Learning Algorithms

12
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197 JamorMoussa/docs

Welcome to the Zero to Mastery Learn Machine Learning and Deep Learning...

12
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198 arsen-ask-lx/SimpleML

SimpleML and nothing but

12
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199 TimKoornstra/TiML

Simple functioning Machine Learning methods with low-level explanations

12
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200 Ahmet-Ruchan/ML-Core

Machine Learning & Data Science with Python OOP

12
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201 alperiox/DL-DS-ML

my deep learning, data science and machine learning practices

12
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202 haroontrailblazer/Machine_Learning

About This Repository A curated resource hub for learning machine learning,...

12
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203 SahibzadaSalman/Machine-Learning-with-Python

This repository contains a gentle introduction to machine learning...

12
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204 BraveVahid/machine_learning

A comprehensive collection of implementations for popular ML/DL algorithms...

11
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205 SCIFER99/Simple-Stratified-Random-Sampling-with-Python-for-Machine-Learning

This is a Jupyter Notebook developing Simple & Stratified Random Sampling...

11
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206 t0masGutierrez/crane

Computational Research Access NEtwork

11
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207 yashasvi-shukla-me/applied-ml-systems

Collection of applied machine learning and deep learning experiments...

11
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208 Hazrat-Ali9/Domain-Specific-ML-for-Researchers

🍊 A curated 🍎 hands on 🍏 tailored 🍑 researchers 🫑 applying 🍔 Machine 🍘...

10
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209 Tejas-Nanaware/Collection-of-ML-Models

Collection of machine learning models and techniques

10
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210 Md-Emon-Hasan/Machine-Learning-with-Scikit-learn-From-W3Schools

A repository featuring machine learning tutorials using scikit-learn sourced...

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