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# Foundations

Understand language models and choose a learning path.

- [Llm Fundamentals](/foundations/llm-fundamentals/index.md) (139)

- [Courses And Learning Paths](/foundations/courses-and-learning-paths/index.md) (179)

- [From Scratch Implementations](/foundations/from-scratch-implementations/index.md) (1)

- [Practitioner Overviews](/foundations/practitioner-overviews/index.md) (387)

[Beginner](/foundations/beginner/index.md) [Intermediate](/foundations/intermediate/index.md) [Advanced](/foundations/advanced/index.md) [Expert](/foundations/expert/index.md)

706 resources · page 17 of 23

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### [Antiqua et nova: Note on the Relationship Between Artificial Intelligence and Human Intelligence](/foundations/courses-and-learning-paths/antiqua-et-nova-vatican-ddf-culture-education-28-jan-2025/index.md)

Creator not supplied; see original source.

Vatican note Antiqua et nova (January 2025) on the relationship between artificial and human intelligence.

Beginner–Expert · unknown · unknown resource · en|mul 

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### [CampusX (Nitish Singh)](/foundations/practitioner-overviews/campusx-nitish-singh/index.md)

Creator not supplied; see original source.

CampusX YouTube channel (Nitish Singh): Hindi-language machine learning and deep learning curriculum.

Beginner · unknown · unknown resource · hi 

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### [Chip Huyen books (AI Engineering)](/foundations/courses-and-learning-paths/chip-huyen-books-ai-engineering/index.md)

Creator not supplied; see original source.

Chip Huyen's books page, including AI Engineering and Designing Machine Learning Systems.

Beginner–Intermediate · unknown · unknown resource · en 

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### [动手学深度学习 course (Mu Li)](/foundations/courses-and-learning-paths/course-mu-li/index.md)

Creator not supplied; see original source.

Mu Li's free Chinese video course accompanying the book Dive into Deep Learning, with schedule and lecture videos.

Beginner · unknown · unknown resource · zh 

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### [CS自学指南 csdiy.wiki](/foundations/courses-and-learning-paths/cs-csdiy-wiki/index.md)

Creator not supplied; see original source.

CS自学指南 (csdiy.wiki): Chinese self-study map of computer science courses, including ML systems and LLM courses.

Beginner–Expert · unknown · unknown resource · zh|en 

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### [DataTalksClub MLOps Zoomcamp](/foundations/courses-and-learning-paths/datatalksclub-mlops-zoomcamp/index.md)

Creator not supplied; see original source.

DataTalksClub MLOps Zoomcamp GitHub repo: free course on deploying, monitoring and maintaining ML models.

Beginner–Intermediate · unknown · unknown resource · en 

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### [Datawhale leedl-tutorial 李宏毅深度学习教程 (苹果书)](/foundations/courses-and-learning-paths/datawhale-leedl-tutorial/index.md)

Creator not supplied; see original source.

Datawhale's Chinese deep-learning tutorial based on Hung-yi Lee's lectures, with a free PDF.

Beginner–Intermediate · unknown · unknown resource · zh 

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### [Datawhale so-large-lm 大模型基础](/foundations/courses-and-learning-paths/datawhale-so-large-lm/index.md)

Creator not supplied; see original source.

Datawhale so-large-lm GitHub repo: Chinese course on LLM fundamentals based on Stanford CS324 and Hung-yi Lee's lectures.

Beginner · unknown · unknown resource · zh 

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### [Deep Learning School (DLS) МФТИ](/foundations/llm-fundamentals/deep-learning-school-dls/index.md)

Creator not supplied; see original source.

Deep Learning School from MIPT: free Russian-language online course on computer vision, NLP, LLMs and generative models.

Beginner–Intermediate · unknown · unknown resource · ru 

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### [DeepLearning.AI short courses](/foundations/courses-and-learning-paths/deeplearning-ai-short-courses/index.md)

Creator not supplied; see original source.

DeepLearning.AI short courses catalogue: one- to two-hour courses on LLM applications, agents, fine-tuning and RAG.

Beginner · unknown · unknown resource · en 

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### [Dive into Deep Learning](/foundations/courses-and-learning-paths/dive-into-deep-learning/index.md)

Creator not supplied; see original source.

Dive into Deep Learning: free interactive textbook with maths and runnable code in PyTorch, JAX, TensorFlow and MXNet.

Beginner · unknown · unknown resource · en 

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### [动手学深度学习](/foundations/courses-and-learning-paths/entry-2/index.md)

Creator not supplied; see original source.

Chinese edition of Dive into Deep Learning with text, maths and runnable code.

Beginner · unknown · unknown resource · zh 

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### [fast.ai Practical Deep Learning](/foundations/llm-fundamentals/fast-ai-practical-deep-learning/index.md)

Creator not supplied; see original source.

fast.ai Practical Deep Learning for Coders: free course teaching deep learning through code-first notebooks.

Beginner · unknown · unknown resource · en 

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### [Google Flood Hub / Flood Forecasting](/foundations/courses-and-learning-paths/google-flood-hub-flood-forecasting/index.md)

Creator not supplied; see original source.

Google Flood Hub: real-time ML riverine flood forecasts, including for data-scarce regions.

Beginner · unknown · unknown resource · mul 

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### [Grant Sanderson / 3Blue1Brown (@3blue1brown)](/foundations/practitioner-overviews/grant-sanderson-3blue1brown-3blue1brown/index.md)

Creator not supplied; see original source.

3Blue1Brown YouTube channel (Grant Sanderson): visual math explanations, including neural network and transformer chapters.

Beginner · unknown · unknown resource · en 

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### [Harvard CS50 AI](/foundations/courses-and-learning-paths/harvard-cs50-ai/index.md)

Creator not supplied; see original source.

Harvard CS50 AI: free introductory course on search, knowledge, optimisation, machine learning and neural networks in Python.

Beginner · unknown · unknown resource · en 

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### [HF Deep RL Course](/foundations/llm-fundamentals/hf-deep-rl-course/index.md)

Creator not supplied; see original source.

Hugging Face Deep Reinforcement Learning Course: free course on RL theory and practice with hands-on units.

Beginner–Intermediate · unknown · unknown resource · en 

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### [Hugging Face LLM Course](/foundations/courses-and-learning-paths/hugging-face-llm-course/index.md)

Creator not supplied; see original source.

Hugging Face LLM Course: free course on transformers, datasets, tokenizers, fine-tuning and reasoning models.

Beginner · unknown · unknown resource · en 

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### [Hung-yi Lee 李宏毅](/foundations/practitioner-overviews/hung-yi-lee/index.md)

Creator not supplied; see original source.

Hung-yi Lee's YouTube channel: Mandarin lectures on machine learning and generative AI from National Taiwan University.

Beginner · unknown · unknown resource · zh 

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### [Hung-yi Lee course index (NTU)](/foundations/courses-and-learning-paths/hung-yi-lee-course-index-ntu/index.md)

Creator not supplied; see original source.

Hung-yi Lee's NTU homepage indexing all his machine learning and generative AI courses since 2015.

Beginner–Expert · unknown · unknown resource · zh 

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### [Hung-yi Lee GenAI-ML 2025 Fall](/foundations/courses-and-learning-paths/hung-yi-lee-genai-ml-2025-fall/index.md)

Creator not supplied; see original source.

Hung-yi Lee's Introduction to GenAI and ML (Fall 2025) course page at National Taiwan University.

Beginner–Intermediate · unknown · unknown resource · zh 

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### [Illustrated Transformer (Alammar)](/foundations/courses-and-learning-paths/illustrated-transformer-alammar/index.md)

Creator not supplied; see original source.

Jay Alammar's Illustrated Transformer: visual explanation of attention and the transformer architecture.

Beginner · unknown · unknown resource · en 

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### [The Illustrated Transformer](/foundations/llm-fundamentals/jay-alammar-the-illustrated-transformer/index.md)

by [Jay Alammar](https://jalammar.github.io/illustrated-transformer/)

See how attention and encoder-decoder blocks fit together.

Beginner · West · closed resource · en 

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### [Josh Starmer / StatQuest (@joshuastarmer)](/foundations/practitioner-overviews/josh-starmer-statquest-joshuastarmer/index.md)

Creator not supplied; see original source.

StatQuest YouTube channel (Josh Starmer): illustrated explanations of statistics, ML and transformers.

Beginner · unknown · unknown resource · en 

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### [Speech and Language Processing (Jurafsky & Martin)](/foundations/courses-and-learning-paths/jurafsky-martin-speech-and-language-processing-free-draft/index.md)

Creator not supplied; see original source.

Free draft of Jurafsky and Martin's Speech and Language Processing, 3rd edition, covering NLP and LLMs.

Beginner–Intermediate · unknown · unknown resource · und 

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### [Krish Naik](/foundations/practitioner-overviews/krish-naik/index.md)

Creator not supplied; see original source.

Krish Naik's YouTube channel: tutorials on machine learning, deep learning and generative AI for Indian learners.

Beginner · unknown · unknown resource · en|hi 

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### [LLM Visualization (bbycroft)](/foundations/courses-and-learning-paths/llm-visualization-bbycroft/index.md)

Creator not supplied; see original source.

LLM Visualization by Brendan Bycroft: interactive 3D walkthrough of GPT-style inference step by step.

Beginner · unknown · unknown resource · en 

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### [Microsoft 2025 Work Trend Index: the "Frontier Firm"](/foundations/courses-and-learning-paths/microsoft-2025-work-trend-index-the-frontier-firm/index.md)

Creator not supplied; see original source.

Microsoft 2025 Work Trend Index feature on the Frontier Firm: survey data on AI agents and workforce change.

Beginner · unknown · unknown resource · en 

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### [Microsoft Generative AI for Beginners](/foundations/courses-and-learning-paths/microsoft-generative-ai-for-beginners/index.md)

Creator not supplied; see original source.

Microsoft Generative AI for Beginners GitHub repo: 21 lessons with code on building generative AI applications.

Beginner · unknown · unknown resource · en 

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### [Seeing AI](/foundations/courses-and-learning-paths/microsoft-seeing-ai/index.md)

Creator not supplied; see original source.

Microsoft Seeing AI: free app that narrates text, people and surroundings for blind and low-vision users.

Beginner · unknown · unknown resource · en 

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### [mlcourse.ai](/foundations/courses-and-learning-paths/mlcourse-ai/index.md)

Creator not supplied; see original source.

mlcourse.ai: open machine learning course from the Open Data Science community, self-paced with assignments.

Beginner · unknown · unknown resource · en 

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### [ModelScope](/foundations/courses-and-learning-paths/modelscope/index.md)

Creator not supplied; see original source.

ModelScope: Alibaba's hub of open models, datasets and demos, with Chinese tutorials.

Beginner–Intermediate · unknown · unknown resource · zh 

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