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# Courses And Learning Paths: 179 curated resources

Curated material on courses and learning paths within foundations.

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

179 resources · page 5 of 6

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### [Goodfellow et al., Deep Learning](/foundations/courses-and-learning-paths/goodfellow-et-al-deep-learning/index.md)

Creator not supplied; see original source.

Author site for the Deep Learning textbook by Goodfellow, Bengio and Courville, free to read online.

Intermediate · unknown · unknown resource · en 

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### [Google ML Glossary](/foundations/courses-and-learning-paths/google-ml-glossary/index.md)

Creator not supplied; see original source.

Google Machine Learning Glossary defining ML terms, including TensorFlow and large language model terminology.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Habr ML hub](/foundations/courses-and-learning-paths/habr-ml-hub/index.md)

Creator not supplied; see original source.

Habr machine learning hub: Russian-language articles on ML from practitioners and companies.

Intermediate · unknown · unknown resource · ru 

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### [Happy-LLM](/foundations/courses-and-learning-paths/happy-llm/index.md)

Creator not supplied; see original source.

Datawhale Happy-LLM GitHub repo: Chinese tutorial on building an LLM from scratch, covering tokenizer, pretraining, SFT, LoRA, RAG and agents.

Intermediate · unknown · unknown resource · zh 

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### [HF Transformers glossary](/foundations/courses-and-learning-paths/hf-transformers-glossary/index.md)

Creator not supplied; see original source.

Hugging Face Transformers glossary defining terms used in transformer models and the library.

Intermediate–Advanced · unknown · unknown resource · en 

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### [HSE CS wiki](/foundations/courses-and-learning-paths/hse-cs-wiki/index.md)

Creator not supplied; see original source.

HSE Faculty of Computer Science wiki with course pages for machine learning and deep learning, in Russian.

Intermediate · unknown · unknown resource · ru 

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

by [Hugging Face](https://huggingface.co/learn/llm-course)

A structured route through the Hugging Face ecosystem.

Intermediate–Advanced · other · open resource · en 

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### [Hung-yi Lee ML 2025 Spring](/foundations/courses-and-learning-paths/hung-yi-lee-ml-2025-spring/index.md)

Creator not supplied; see original source.

Hung-yi Lee's ML 2025 Spring course page: agents, LLM internals, Mamba, post-training, reasoning and model editing.

Intermediate · unknown · unknown resource · zh 

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### [Hung-yi Lee ML 2026 Spring](/foundations/courses-and-learning-paths/hung-yi-lee-ml-2026-spring/index.md)

Creator not supplied; see original source.

Hung-yi Lee's ML 2026 Spring course page at National Taiwan University with lectures and assignments.

Intermediate · unknown · unknown resource · zh 

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### [Learning in the Open: What AI Is and Isn't Changing (Khan Academy)](/foundations/courses-and-learning-paths/khan-academy-learning-in-the-open-what-ai-is-and-isn-t-changing/index.md)

Creator not supplied; see original source.

Khan Academy post on lessons from deploying the Khanmigo AI tutor: what works and what does not.

Intermediate · unknown · unknown resource · en 

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### [Letta docs](/foundations/courses-and-learning-paths/letta-docs/index.md)

Creator not supplied; see original source.

Letta documentation: platform for building stateful agents with persistent memory, successor to MemGPT.

Intermediate · unknown · unknown resource · en 

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### [Llama Guard](/foundations/courses-and-learning-paths/llama-guard/index.md)

Creator not supplied; see original source.

arXiv paper (2023) introducing Llama Guard, an LLM-based classifier for safeguarding human–AI conversation inputs and outputs.

Intermediate · unknown · unknown resource · en 

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### [Made With ML](/foundations/courses-and-learning-paths/made-with-ml/index.md)

Creator not supplied; see original source.

Made With ML by Anyscale: course on designing, developing, deploying and iterating on production ML applications.

Intermediate · unknown · unknown resource · en 

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### [MemGPT](/foundations/courses-and-learning-paths/memgpt/index.md)

Creator not supplied; see original source.

arXiv paper (2023) introducing MemGPT, OS-style virtual context management for LLM agents.

Intermediate · unknown · unknown resource · en 

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### [ML-Ops.org](/foundations/courses-and-learning-paths/ml-ops-org/index.md)

Creator not supplied; see original source.

ML-Ops.org: reference on MLOps principles and practices for operationalising machine-learning models.

Intermediate · unknown · unknown resource · en 

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### [Murphy, Probabilistic ML](/foundations/courses-and-learning-paths/murphy-probabilistic-ml/index.md)

Creator not supplied; see original source.

Kevin Murphy's Probabilistic Machine Learning book series site, with free introductory and advanced volumes.

Intermediate · unknown · unknown resource · en 

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### [NIST AI 600-1 GenAI Profile](/foundations/courses-and-learning-paths/nist-ai-600-1-genai-profile/index.md)

Creator not supplied; see original source.

NIST AI 600-1 PDF: Generative AI Profile of the AI RMF listing 12 GenAI-specific risks and suggested actions.

Intermediate · unknown · unknown resource · en 

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### [NIST AI glossary](/foundations/courses-and-learning-paths/nist-ai-glossary/index.md)

Creator not supplied; see original source.

NIST AI Resource Center glossary of trustworthy-AI terms from the AI Risk Management Framework, with references.

Intermediate–Advanced · unknown · unknown resource · en 

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### [NIST AI Risk Management Framework](/foundations/courses-and-learning-paths/nist-ai-rmf-definitions-glossary/index.md)

Creator not supplied; see original source.

NIST AI Risk Management Framework page: the Govern, Map, Measure and Manage framework with resources.

Intermediate · unknown · unknown resource · en 

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### [OECD AI Principles & AI system definition](/foundations/courses-and-learning-paths/oecd-ai-principles-ai-system-definition/index.md)

Creator not supplied; see original source.

OECD.AI page on the OECD AI Principles and the OECD definition of an AI system.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Prince, Understanding Deep Learning](/foundations/courses-and-learning-paths/prince-understanding-deep-learning/index.md)

Creator not supplied; see original source.

Simon Prince's Understanding Deep Learning textbook site with free PDF and Python notebooks.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Second RIBA AI Report shows surge in usage among UK architects](/foundations/courses-and-learning-paths/riba-ai-report-2025-riba-news-release/index.md)

Creator not supplied; see original source.

RIBA news release on its second AI report, showing rising AI use among UK architects.

Intermediate · unknown · unknown resource · en 

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### [Russell & Norvig AIMA](/foundations/courses-and-learning-paths/russell-norvig-aima/index.md)

Creator not supplied; see original source.

Author site for Russell and Norvig's Artificial Intelligence: A Modern Approach, with code, exercises and resources.

Intermediate · unknown · unknown resource · en 

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### [Stanford CS229](/foundations/courses-and-learning-paths/stanford-cs229/index.md)

Creator not supplied; see original source.

Stanford CS229 Machine Learning course site with lecture notes on learning algorithms and statistical foundations.

Intermediate · unknown · unknown resource · en 

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### [Stanford CS25 Transformers United V6](/foundations/courses-and-learning-paths/stanford-cs25-transformers-united-v6/index.md)

Creator not supplied; see original source.

Stanford CS25 Transformers United V6 seminar site with talks by researchers on transformer research.

Intermediate–Advanced · unknown · unknown resource · en 

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### [The Convergence of AI and Creativity: Introducing Ghostwriter (Ubisoft)](/foundations/courses-and-learning-paths/ubisoft-ghostwriter/index.md)

Creator not supplied; see original source.

Ubisoft post introducing Ghostwriter, an in-house AI tool that drafts NPC dialogue barks for writers.

Intermediate · unknown · unknown resource · en 

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### [UK Government AI Playbook](/foundations/courses-and-learning-paths/uk-government-ai-playbook/index.md)

Creator not supplied; see original source.

AI Playbook for the UK Government: principles and guidance for civil servants on using AI safely, including procurement.

Intermediate · unknown · unknown resource · en 

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### [UNESCO guidance for generative AI in education and research](/foundations/courses-and-learning-paths/unesco-guidance-for-generative-ai-in-education-and-research/index.md)

Creator not supplied; see original source.

UNESCO guidance on generative AI in education and research for governments and institutions.

Intermediate · unknown · unknown resource · en 

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### [Why Do Multi-Agent LLM Systems Fail?](/foundations/courses-and-learning-paths/why-do-multi-agent-llm-systems-fail/index.md)

Creator not supplied; see original source.

arXiv paper (2025) analysing why multi-agent LLM systems fail, with a taxonomy of 14 failure modes.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Wikipedia: Large language model](/foundations/courses-and-learning-paths/wikipedia-large-language-model/index.md)

Creator not supplied; see original source.

Wikipedia article on large language models: definition, history, architecture, training and limitations.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Yandex ML Handbook (Учебник по машинному обучению)](/foundations/courses-and-learning-paths/yandex-ml-handbook/index.md)

Creator not supplied; see original source.

Yandex School of Data Analysis machine learning handbook in Russian, from classical algorithms to deep learning theory, with maths and code.

Intermediate–Advanced · unknown · unknown resource · ru 

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### [YSDA NLP course](/foundations/courses-and-learning-paths/ysda-nlp-course/index.md)

Creator not supplied; see original source.

YSDA nlp_course GitHub repo: natural-language-processing course from Yandex School of Data Analysis with lectures and notebooks.

Intermediate · unknown · unknown resource · en 

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