Courses Textbooks
30 resources · page 1 of 1
Yorko/mlcourse.ai
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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)
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Mu Li's free Chinese video course accompanying the book Dive into Deep Learning, with schedule and lecture videos.
DataTalksClub MLOps Zoomcamp
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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)
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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
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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
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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
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Chinese edition of Dive into Deep Learning with text, maths and runnable code.
Harvard CS50 AI
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Harvard CS50 AI: free introductory course on search, knowledge, optimisation, machine learning and neural networks in Python.
Hugging Face LLM Course
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Hugging Face LLM Course: free course on transformers, datasets, tokenizers, fine-tuning and reasoning models.
Hung-yi Lee course index (NTU)
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Hung-yi Lee's NTU homepage indexing all his machine learning and generative AI courses since 2015.
Hung-yi Lee GenAI-ML 2025 Fall
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Hung-yi Lee's Introduction to GenAI and ML (Fall 2025) course page at National Taiwan University.
Microsoft Generative AI for Beginners
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Microsoft Generative AI for Beginners GitHub repo: 21 lessons with code on building generative AI applications.
mlcourse.ai
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mlcourse.ai: open machine learning course from the Open Data Science community, self-paced with assignments.
ModelScope
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ModelScope: Alibaba's hub of open models, datasets and demos, with Chinese tutorials.
ODS.ai course tracks
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Open Data Science course tracks: Russian-language courses on NLP, LLMs, MLOps and other ML topics.
Учебник по машинному обучению / YSDA ML textbook
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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
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CMU 11-667 course site: graduate course on large language model methods and applications, with schedule and materials.
girafe-ai ML course
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girafe-ai ml-course GitHub repo: open machine learning course with lecture materials and assignments, in Russian.
Happy-LLM
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Datawhale Happy-LLM GitHub repo: Chinese tutorial on building an LLM from scratch, covering tokenizer, pretraining, SFT, LoRA, RAG and agents.
HSE CS wiki
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HSE Faculty of Computer Science wiki with course pages for machine learning and deep learning, in Russian.
Hung-yi Lee ML 2025 Spring
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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
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Hung-yi Lee's ML 2026 Spring course page at National Taiwan University with lectures and assignments.
Made With ML
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Made With ML by Anyscale: course on designing, developing, deploying and iterating on production ML applications.
Stanford CS229
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Stanford CS229 Machine Learning course site with lecture notes on learning algorithms and statistical foundations.
Stanford CS25 Transformers United V6
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Stanford CS25 Transformers United V6 seminar site with talks by researchers on transformer research.
UK Government AI Playbook
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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)
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Yandex School of Data Analysis machine learning handbook in Russian, from classical algorithms to deep learning theory, with maths and code.
YSDA NLP course
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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)
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Hugging Face Smol Training Playbook: end-to-end account of training the SmolLM3 model, including failures and decisions.
Stanford CS336 Language Modeling from Scratch
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Stanford CS336 Language Modeling from Scratch course site with schedule, lectures and assignments on building LLMs.