ML Foundations Curricula Transformer Models

Educational repositories, courses, and comprehensive learning materials covering foundational ML/DL concepts, theory, and hands-on implementations across multiple domains. Does NOT include specialized applications, production tools, or papers focused on a single narrow task.

There are 154 ml foundations curricula models tracked. 1 score above 70 (verified tier). The highest-rated is SwanHubX/SwanLab at 76/100 with 3,670 stars. 2 of the top 10 are actively maintained.

Get all 154 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=ml-foundations-curricula&limit=20"

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#	Model	Score	Tier	Stars	Language
1	SwanHubX/SwanLab ⚡️SwanLab - an open-source, modern-design AI training tracking and...	76	Verified	3,670	Python
2	mdsrqbl/omnihuman AI model that understands text & humanoids.	58	Established	134	Python
3	stas00/ml-engineering Machine Learning Engineering Open Book	57	Established	17,380	Python
4	labmlai/annotated_deep_learning_paper_implementations 🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side...	56	Established	65,913	Python
5	analyticalrohit/AI-ML-Cheatsheets All Stanford Cheatsheets: Artificial Intelligence, Transformers, LLMs, Deep...	56	Established	817	—
6	avikumart/LLM-GenAI-Transformers-Notebooks An repository containing all the LLM notebooks with tutorial and projects	56	Established	135	Jupyter Notebook
7	telekom/mltb2 Machine Learning Toolbox 2	51	Established	13	Python
8	shreyansh26/Annotated-ML-Papers Annotations of the interesting ML papers I read	51	Established	275	—
9	MDGrey33/pyvisionai The PyVisionAI Official Repo	50	Established	112	Python
10	ml4fp/2025-lbnl ML4FP 2025: notebooks used for the Machine Learning for Fundamental Physics...	50	Established	21	Jupyter Notebook
11	Esmail-ibraheem/Axon AI research lab🔬: implementations of AI papers and theoretical research:...	48	Emerging	18	Python
12	quantium-ai/research Research experiments exploring uncommon quant techniques.	46	Emerging	34	Jupyter Notebook
13	Esmail-ibraheem/nanograd nanograd🧠 ML/DL and neural net ecosystem, run models like GPT, llama, stable...	46	Emerging	9	Python
14	moeru-ai/inventory 🧠🃏 Your universal model catalog, everything, everywhere, all at once.	45	Emerging	5	Go
15	sergiomorapardo/AdvancedTopicsAnalytics Material y notebooks del curso "Tópicos Avanzados en Analítica...	45	Emerging	12	Jupyter Notebook
16	alan-turing-institute/robots-in-disguise Information and materials for the Turing's "robots-in-disguise" reading...	45	Emerging	34	Jupyter Notebook
17	GyanPrakashkushwaha/DataScience EVERYTHING YOU NEED FOR DATA SCIENCE.	44	Emerging	6	Jupyter Notebook
18	elicit/machine-learning-list A curriculum for learning about foundation models, from scratch to the frontier	43	Emerging	1,444	—
19	sinanuozdemir/foundations-of-gen-ai Transformer Architectures for Generative AI	42	Emerging	103	Jupyter Notebook
20	YeonwooSung/ai_book AI book for everyone	41	Emerging	34	Jupyter Notebook
21	jla524/fromthetensor From the Tensor to Stable Diffusion, a rough outline for a 10 week course.	41	Emerging	1,076	—
22	ariannamethod/ariannamethod.ai Arianna Method Programming Language	40	Emerging	12	C
23	wellcometrust/WellcomeML Retired repository for Machine Learning utils at the Wellcome Trust (now deprecated).	39	Emerging	31	Python
24	ZongXR/8th-National-AI-Training-Competition 第八届全国职工职业技能大赛人工智能训练师赛项	38	Emerging	13	Jupyter Notebook
25	SimeonHristov99/DL_25-26 Practice sessions for the course "Introduction to deep learning" in the...	36	Emerging	4	Jupyter Notebook
26	vorobeevich/ml-snippets-classification The source code of "Machine learning code snippets semantic classification"...	36	Emerging	12	Python
27	Cryolite/kanachan A Japanese (Riichi) Mahjong AI Framework	35	Emerging	332	Python
28	achimoraites/machine-learning-playground Having fun with ML	35	Emerging	11	Jupyter Notebook
29	florist-notes/aicore_n Artificial Intelligence > Machine Learning > Deep Learning	34	Emerging	5	Python
30	micahondiwa/applied-ai Deep Learning for Computer Vision: A collection of 6 end-to-end applied AI...	33	Emerging	5	Jupyter Notebook
31	TheAnkurGoswami/Neural-Networks-from-Scratch Implementation of different neural networks with back-propagation logic.	33	Emerging	3	Python
32	andreped/INF1600-ai-workshop 🔥 Workshop in AI Deployment (INF-1600, UiT)	33	Emerging	1	Python
33	bipinKrishnan/ml-recipe-book A book containing step by step instructions to train deep learning models...	33	Emerging	37	HTML
34	ImplicitLayer/multiagent_environments Envirionments for NLP multiagent tasks	31	Emerging	2	Python
35	misko/spf Signal Processing Fun (in the sun)	31	Emerging	9	Jupyter Notebook
36	ivanovitchm/PPGEEC2318 Repository for EEC2318, a graduate course on PPgEEC about Machine Learning	31	Emerging	31	Jupyter Notebook
37	ImplicitLayer/agents_nlp Agents for solving NLP problems	31	Emerging	2	Python
38	rajatrayaraddi/rul-prediction-bilstm-cnn A BiLSTM-CNN hybrid model with attention for predicting remaining useful life (RUL)	31	Emerging	6	Jupyter Notebook
39	cosmic-heart/Benetech-Chart-Derendering Benetech Kaggle Competition Work. Fine Tuning Matcha (Multi Modal...	31	Emerging	3	Jupyter Notebook
40	BenGJ10/Complete-Machine-Learning-Notes A complete collection of handwritten notes and learning resources for...	30	Emerging	5	—
41	lablab-ai/technologies Content repo for lablab.me	29	Experimental	7	—
42	sayakpaul/keras-xla-benchmarks Presents comprehensive benchmarks of XLA-compatible pre-trained models in Keras.	29	Experimental	37	Jupyter Notebook
43	tanishqgautam/SETI-Breakthrough-Listen Solution to the SETI Breakthrough Listen Competition hosted on Kaggle	28	Experimental	8	Python
44	frncscp/patacognition Legacy repo for the Artificial Intelligence capable of patacón recognition...	28	Experimental	8	Python
45	julienokumu/Solving-ML-Papers Attempts at solving machine learning papers(9/_)✅	28	Experimental	10	Python
46	unipr-org/AI AI - Intelligenza Artificiale presso l'Università degli Studi di Parma (6 CFU).	28	Experimental	4	Prolog
47	aakinlalu/GenerativeAI Series of generative artificial intelligence (AI) for creating new content,...	28	Experimental	6	Jupyter Notebook
48	philogicae/ai-notebooks-colab Useful colab notebooks to try out Stable Diffusion, LLM, etc.	27	Experimental	11	Jupyter Notebook
49	nexageapps/AI Comprehensive AI/ML learning path from basics to building language models....	26	Experimental	1	Jupyter Notebook
50	SharathHebbar/ML-Project-list List of all ML projects	25	Experimental	11	Jupyter Notebook
51	ahmed19999520-alt/Veronica-X-Pro-open-source-code-2.0 Advanced AI system with real quantum computing integration, sophisticated...	24	Experimental	3	Python
52	lakshyaag/Deep-Learning-From-Scratch Implementing popular deep learning papers in PyTorch	24	Experimental	5	Jupyter Notebook
53	bottergpt/PaperCollection Collection of ML/DL related papers and notes.	23	Experimental	2	—
54	jinmang2/Awesome-Papers :snowflake: All about my interest Papers and Review :)	23	Experimental	3	HTML
55	stefanpietrusky/FACTS Repository for the article in the online magazine Data Science Collective.	23	Experimental	—	Python
56	Argo-Robot/foundation_models Overview about state-of-art imitation learning techniques for robotic...	23	Experimental	136	—
57	dragonnomada/ipn-cic-diplomado-ia-2025 Diplomado en Inteligencia Artificial del CIC / IPN	23	Experimental	1	Jupyter Notebook
58	SatvikPraveen/PyTroch-Mastery-Hub A comprehensive PyTorch portfolio demonstrating advanced ML implementations...	23	Experimental	—	Jupyter Notebook
59	Chirayu-Tripathi/Paper-Implementations My implementation of Machine Learning and Deep Learning papers from scratch.	22	Experimental	2	Jupyter Notebook
60	theanasuddin/Advanced-Deep-Learning Computer exercises for Advanced Deep Learning. Includes implementations of...	22	Experimental	1	Jupyter Notebook
61	atomicoo/pytorch-tutorials pytorch tutorials. how to play with pytorch?	22	Experimental	2	Jupyter Notebook
62	Vishvam10/neurogc NeuroGC is an experimental system that models application behavior using...	22	Experimental	1	Python
63	Shahriar-0/Neural-Networks-and-Deep-Learning-Course-Projects-S2024 neural network and deep learning course projects to work and design on...	22	Experimental	15	Jupyter Notebook
64	BKHMSI/alchemist Official Repository of the "How to Learn and Represent Abstractions: An...	22	Experimental	2	Python
65	Estaheri7/Math2Model A comprehensive collection of machine learning and deep learning models,...	22	Experimental	5	Jupyter Notebook
66	ZihanYin12138/2025-11-Google-Map-Review-Data-Analysis-and-Machine-Learning An extended ML portfolio evolving from Monash FIT5196 coursework. Features...	21	Experimental	—	Jupyter Notebook
67	stevehoober254/ai-portfolio 🧠 LLM pipelines, model training notebooks, and real-world AI/ML deployments...	21	Experimental	1	—
68	Sanaurrehmanarain/Machine-Learning-Project End-to-end data science and ML project solving 7 industry problems — from...	21	Experimental	—	HTML
69	mehrshud/pythonpad Interactive Python notebook for data exploration and prototyping	21	Experimental	—	Python
70	NxtGenCodeBase/FastTrack-Python-for-GenAI 🚀 The ultimate 30-day Python journey tailored for GenAI. Master Python...	21	Experimental	—	Python
71	prithvi-ramrucha/Deep-Learning-From-Scratch Implementing deep learning models from scratch without using PyTorch and TensorFlow.	21	Experimental	—	Jupyter Notebook
72	SatvikPraveen/TensorVerseHub Comprehensive TensorFlow 2.15+ learning hub with 22+ hands-on notebooks...	21	Experimental	—	Jupyter Notebook
73	cieslaa/fauna50 CS50x Final Project: a web app for identifying animals in photos using...	21	Experimental	—	CSS
74	aastroza/structured-generation-benchmark Structured Generation Evals	21	Experimental	14	Jupyter Notebook
75	theanasuddin/Deep-Learning-Fundamentals Python implementations of deep learning fundamentals, from multilayer...	21	Experimental	—	Jupyter Notebook
76	abdulvahapmutlu/abdulvahapmutlu My Profile	21	Experimental	—	—
77	khu-bot/ai-essayist SKKU AI X Bookathon 4회 [쿠봇] 팀의 레포지토리입니다.	20	Experimental	5	Jupyter Notebook
78	thyt3618/instap-ai an AI Agent project contributed by students from YingShan Middle...	20	Experimental	4	—
79	Chubek/will-sh3-b33 Will you ever find love?	19	Experimental	4	Jupyter Notebook
80	sunjana2199/AI-Book-Wizard Course Project for ADL : AI Book Wizard	19	Experimental	4	Jupyter Notebook
81	yassine-rd/deep-learning-course This repository contains my personal notes and Jupyter notebooks on Deep...	19	Experimental	3	Jupyter Notebook
82	rizavelioglu/ml4prom [IDEAL'22] The implementation of the paper: "Explainable Artificial...	19	Experimental	3	Jupyter Notebook
83	kyegomez/Modeling-Economic-Systems-as-Neural-Networks This paper presents a groundbreaking framework that models economic systems...	19	Experimental	4	—
84	ilmedova/ml-fun Machine Learning and AI projects for fun	19	Experimental	12	Jupyter Notebook
85	LeoMSgit/Personal-Lib---AI-ML-NLP-CV Collection of Notes, Guides, and Examples for Artificial Intelligence,...	18	Experimental	1	—
86	voorhs/sirius-ai Курс по ИИ для школьников смены "Алгоритмы и анализ данных" в Сириусе	18	Experimental	5	Jupyter Notebook
87	DhruvSrikanth/ML-Templates Templates for AI projects.	17	Experimental	1	Python
88	R-N/ml-utility-loss Integrating Machine Learning Utility in Tabular Data Synthesizer Training...	17	Experimental	1	Python
89	hitz-zentroa/Odesia-Struct IXA Submission for the 2024 ODESIA Challenge	17	Experimental	1	Python
90	ghackenberg/ai-experiments This repository demonstrates the use of AI libraries and tools	17	Experimental	1	Python
91	nawabkhanyarmal/Deep-Learning-Neural-Networks This repository is a student portfolio showcasing Deep Learning and Neural...	17	Experimental	—	—
92	alizat/Life-with-DL Straight-forward DL Pet projects	17	Experimental	—	Jupyter Notebook
93	scorchinghot/Core-Deep-Learning Walks through the entire modern deep learning landscape, from perceptrons to...	17	Experimental	—	Jupyter Notebook
94	Kavi-priyan/100-Strange-Things-About-Machine-learning In this repository you will learn about 100 strange machine learning...	17	Experimental	—	Jupyter Notebook
95	SKRohit/SKRohit.github.io SKRohit's Journal	17	Experimental	—	Shell
96	AmanKrSahu/taxonomy-of-AI An open repository providing a comprehensive taxonomy of AI algorithms,...	17	Experimental	—	Jupyter Notebook
97	rajaddr/simpliml SimpliML is a versatile machine learning library designed to be a one-stop...	17	Experimental	—	Python
98	CtrlAltFly/AIML-Projects these are my projects that i submitted for AIML course with great lakes &...	17	Experimental	1	Jupyter Notebook
99	prane-eth/AI_projects My AI projects	17	Experimental	4	Jupyter Notebook
100	RhFz1/AI-Agents This repository contains implementation of how we can build AI Agents from...	17	Experimental	1	Python
101	duoan/ReplicateAI Recreating every milestone in Machine Learning and Artificial Intelligence	15	Experimental	5	Python
102	Nazmul0005/Nazmul0005 AI/ML Engineer \| Published Researcher (MDPI 2024) \| Building intelligent...	15	Experimental	1	—
103	dineshkgn/deep-learning-lab Reproducible deep learning experiments: tabular transformers, optimization,...	15	Experimental	—	—
104	Rekhii/Machine-Learning Daily ML practice notebooks covering tabular data, deep learning, and...	14	Experimental	1	Jupyter Notebook
105	sahilkulkarni07/Merchant-Risk-ML-Pipeline End-to-end BNPL merchant risk assessment pipeline with portfolio aggregation...	14	Experimental	1	Python
106	khaHesham/My-Machine-Learning-Journey my legacy in machine learning including important summaries that I have made...	13	Experimental	12	Jupyter Notebook
107	ZacStryker/portfolio Personal Portfolio website including demos, resume, about, and contact.	13	Experimental	—	HTML
108	vyron-arvanitis/pp-lab Collaborative project from University of Munich on Particle Physics analysis and ML	13	Experimental	—	Jupyter Notebook
109	henrii1/Extended-Mircograd-Framework Extending the Micrograd Framwork developed by Andrej Kaparthy. will be used...	13	Experimental	—	Jupyter Notebook
110	mxagar/ilyas-reading-list Compilation of my notes + code on the Ilya Sutskever's top 30 reading list.	13	Experimental	—	—
111	maliknaik16/machine-learning ML journey to explore concepts and framework through code and math. It...	13	Experimental	3	Jupyter Notebook
112	Farbod-Siahkali/Neural-Networks-and-Deep-Learning University of Tehran Neural Networks & Deep Learning Course Projects	13	Experimental	9	Jupyter Notebook
113	YeonwooSung/KaggleTools Tools for DataScience and AI	13	Experimental	—	Jupyter Notebook
114	oalvarobraz/deep-learning-fundamentals Mastering Deep Learning with PyTorch: A hands-on journey from basic tensors...	13	Experimental	—	Python
115	Kecski/introduction_to_machine_learning Introduction to Machine Learning course projects at ETH Zürich	13	Experimental	—	Python
116	PeteNaJaXD/mt-code 🖥️ Build and customize your coding environment with mt-code, a lightweight...	13	Experimental	—	Python
117	rugwed9/neuron-academy The most comprehensive free data science, ML & AI learning platform....	13	Experimental	—	TypeScript
118	pandabeliz/UniversityProjects Academic portfolio: ML, NLP & AI projects from my Bachelor's (Cognitive...	13	Experimental	—	Jupyter Notebook
119	panastasiadis/ai-iot-course-projects This repository contains three AI and IoT application projects developed as...	13	Experimental	—	Jupyter Notebook
120	IbraahimLab/Mine A hands-on AI learning and experimentation repository focused on large...	13	Experimental	—	Jupyter Notebook
121	Rekhii/Deep-Learning Daily ML practice notebooks covering tabular data, deep learning, and...	13	Experimental	—	Jupyter Notebook
122	mkdirer/Artificial-Neural-Networks-and-Machine-Learning-Laboratory Examples of labs from studies	13	Experimental	—	Jupyter Notebook
123	vpgits/sdgp-ml This repository contains notebooks and resources related to the Software...	13	Experimental	—	Jupyter Notebook
124	linzeyang/competitions info/data/solutions for various competitions	13	Experimental	—	Jupyter Notebook
125	AnastasiaZAYU/ml-fundamentals-labs Data Analysis & Machine Learning: from classical Scikit-learn algorithms to...	13	Experimental	—	Jupyter Notebook
126	ml-dev-world/the-era-of-foundation-models Comprehensive course covering modern AI foundation models, including...	13	Experimental	—	—
127	popcorn0118/abdulvahapmutlu 🚀 Build and enhance machine learning systems with practical tools and...	13	Experimental	—	HTML
128	AbhijitKumarJ/Learn_AcceleratedComputing Learn Accelerated Computing	13	Experimental	—	HTML
129	maryhzd/DeepLearning-ShortProjects Quick and simple Deep Learning projects for learning and experimenting....	12	Experimental	2	Jupyter Notebook
130	Yazangthb/ML-DL-tasks This repository includes multiple competitions-solutions/tutorials in deep...	12	Experimental	6	Jupyter Notebook
131	KJLdefeated/NYCU_DLP_2024 2024 NYCU Deep Learning	12	Experimental	5	Jupyter Notebook
132	nateraw/pytorch-lightning-azureml Narrow the gap between research and production 😎	12	Experimental	6	Python
133	Md-Sifat-Bin-Jibon/AI-Enginerring-Zero-to-PHD-Student An open source, end-to-end AI engineering curriculum—blending hands-on...	12	Experimental	3	Jupyter Notebook
134	JanTeichertKluge/DMLSim This library provides packages on DoubleML / Causal Machine Learning and...	12	Experimental	7	Python
135	Paulpey13/Pet-adoption-prediction---Machine-Learning Pet adoption prediction for the final project of the class Machine Learning...	11	Experimental	4	Jupyter Notebook
136	udityamerit/End-to-End-Deep-Learning-Project-Using-ANN This repository contains a complete end-to-end deep learning project using...	11	Experimental	1	Python
137	rmgogogo/nano-aigc Generative models nano version for fun. No STOA here, nano first.	11	Experimental	1	Jupyter Notebook
138	haoqi-shen/NeuralNet-AI-INF7375 INFO7375: Neural Networks & AI	11	Experimental	—	Python
139	xLightless/uwe-enterprise-mlaas-models A repository containing each machine learning model used in the UWE Enterprise MLAAS.	11	Experimental	—	Jupyter Notebook
140	MDerin1834/Data-Science-and-Machine-Learning-in-Python These are my Practice Python Codes	11	Experimental	—	Jupyter Notebook
141	ErfanMomeniii/deep-learning Hands-on TensorFlow labs for AI and Big Data course: Feed-Forward NN, CNN,...	11	Experimental	—	Jupyter Notebook
142	MohammadJRanjbar/Digital-Speech-Processing Assignments and projects from the Software Testing course offered at the...	11	Experimental	—	Jupyter Notebook
143	akaliutau/tensorflow-grimoire Advanced topics in Deep Learning with tensorflow	11	Experimental	—	Jupyter Notebook
144	MitchelHsu/ImplementDL Implementations, logs, explantations towards Deep Learning techniques.	11	Experimental	—	Jupyter Notebook
145	brucedkyle/machinelearningdays The website files	11	Experimental	—	CSS
146	kozodoi/Pet_Pawpularity Predicting pet cuteness from images (top-4% Kaggle solution and web app)	11	Experimental	—	Jupyter Notebook
147	Jefffish09/MachineLearning Some learning notes about ML.	11	Experimental	—	Jupyter Notebook
148	sberbank-ai-lab/mimic.profile The benchmark code from Section 4.2 https://arxiv.org/abs/2107.03913	11	Experimental	4	Jupyter Notebook
149	sbartlett97/roll-to-train A journey into the gamification of Machine Learning training algorithms	11	Experimental	—	Python
150	flatstats/Ari-Internal-Narrative Internal Thought Project for Ari	11	Experimental	—	Python
151	iamaayushrivastava/Fraud-Analytics-Using-Predictive-and-Social-Network-Techniques This repository offers a comprehensive overview of various analytical...	11	Experimental	—	Jupyter Notebook
152	jatharva04/Rainfall_prediction_ML Rainfall prediction using Random Forest	10	Experimental	1	Jupyter Notebook
153	ezautorres/Advanced-Deep-Learning-CIMAT Course repo (CIMAT, Fall 2024) on advanced deep learning, covering ELMs,...	10	Experimental	1	Jupyter Notebook
154	Ahmadhammam03/Ahmadhammam03 AI/ML Engineer \| Transformers & LLM Specialist \| Building Deployable AI Systems	10	Experimental	1	—

Comparisons in this category

LLM-GenAI-Transformers-Notebooks and foundations-of-gen-ai (56 vs 42)