courses & textbooks: 30 curated resources
courses & textbooks
30 resources · page 1 of 1
Yorko/mlcourse.ai
mlcourse.ai GitHub repo (Yury Kashnitsky): materials for the open machine learning course by OpenDataScience.
动手学深度学习 course (Mu Li)
by Mu Li (李沐)
Mu Li's free Chinese video course accompanying the book Dive into Deep Learning, with schedule and lecture videos.
DataTalksClub MLOps Zoomcamp
DataTalksClub MLOps Zoomcamp GitHub repo: free course on deploying, monitoring and maintaining ML models.
Datawhale leedl-tutorial 李宏毅深度学习教程 (苹果书)
by Datawhale
Datawhale's Chinese deep-learning tutorial based on Hung-yi Lee's lectures, with a free PDF.
Datawhale so-large-lm 大模型基础
by Datawhale
Datawhale so-large-lm GitHub repo: Chinese course on LLM fundamentals based on Stanford CS324 and Hung-yi Lee's lectures.
DeepLearning.AI short courses
DeepLearning.AI short courses catalogue: one- to two-hour courses on LLM applications, agents, fine-tuning and RAG.
动手学深度学习
by Aston Zhang, Zachary C. Lipton, Mu Li and Alexander J. Smola
Chinese edition of Dive into Deep Learning with text, maths and runnable code.
Harvard CS50 AI
Harvard CS50 AI: free introductory course on search, knowledge, optimisation, machine learning and neural networks in Python.
Hugging Face LLM Course
by Hugging Face
Hugging Face LLM Course: free course on transformers, datasets, tokenizers, fine-tuning and reasoning models.
Hung-yi Lee course index (NTU)
by Hung-yi Lee (National Taiwan University)
Hung-yi Lee's NTU homepage indexing all his machine learning and generative AI courses since 2015.
Hung-yi Lee GenAI-ML 2025 Fall
by Hung-yi Lee (National Taiwan University)
Hung-yi Lee's Introduction to GenAI and ML (Fall 2025) course page at National Taiwan University.
Microsoft Generative AI for Beginners
by Microsoft
Microsoft Generative AI for Beginners GitHub repo: 21 lessons with code on building generative AI applications.
mlcourse.ai
by Yury Kashnitsky (mlcourse.ai)
mlcourse.ai: open machine learning course from the Open Data Science community, self-paced with assignments.
ModelScope
ModelScope: Alibaba's hub of open models, datasets and demos, with Chinese tutorials.
ODS.ai course tracks
Open Data Science course tracks: Russian-language courses on NLP, LLMs, MLOps and other ML topics.
Учебник по машинному обучению / YSDA ML textbook
by Yandex School of Data Analysis
Yandex School of Data Analysis ML textbook in Russian, from basic algorithms to current research, with maths and code.
CMU 11-667 LLMs: Methods & Applications
CMU 11-667 course site: graduate course on large language model methods and applications, with schedule and materials.
girafe-ai ML course
by girafe.ai
girafe-ai ml-course GitHub repo: open machine learning course with lecture materials and assignments, in Russian.
Happy-LLM
by Datawhale
Datawhale Happy-LLM GitHub repo: Chinese tutorial on building an LLM from scratch, covering tokenizer, pretraining, SFT, LoRA, RAG and agents.
HSE CS wiki
by HSE University Faculty of Computer Science
HSE Faculty of Computer Science wiki with course pages for machine learning and deep learning, in Russian.
Hung-yi Lee ML 2025 Spring
by Hung-yi Lee (National Taiwan University)
Hung-yi Lee's ML 2025 Spring course page: agents, LLM internals, Mamba, post-training, reasoning and model editing.
Hung-yi Lee ML 2026 Spring
by Hung-yi Lee (National Taiwan University)
Hung-yi Lee's ML 2026 Spring course page at National Taiwan University with lectures and assignments.
Made With ML
by Goku Mohandas (Made With ML, Anyscale)
Made With ML by Anyscale: course on designing, developing, deploying and iterating on production ML applications.
Stanford CS229
Stanford CS229 Machine Learning course site with lecture notes on learning algorithms and statistical foundations.
Stanford CS25 Transformers United V6
Stanford CS25 Transformers United V6 seminar site with talks by researchers on transformer research.
UK Government AI Playbook
by Government Digital Service (UK Government)
AI Playbook for the UK Government: principles and guidance for civil servants on using AI safely, including procurement.
Yandex ML Handbook (Учебник по машинному обучению)
Yandex School of Data Analysis machine learning handbook in Russian, from classical algorithms to deep learning theory, with maths and code.
YSDA NLP course
by Yandex School of Data Analysis
YSDA nlp_course GitHub repo: natural-language-processing course from Yandex School of Data Analysis with lectures and notebooks.
Smol Training Playbook (Hugging Face Space)
by Hugging Face Smol Models Research
Hugging Face Smol Training Playbook: end-to-end account of training the SmolLM3 model, including failures and decisions.
Stanford CS336 Language Modeling from Scratch
Stanford CS336 Language Modeling from Scratch course site with schedule, lectures and assignments on building LLMs.