--- id: "/learning-reference/intermediate/page/4/" title: "Learning & reference for intermediate learners · page 4" url: "https://skillissue.dev/learning-reference/intermediate/page/4/" --- # Learning & reference for intermediate learners [Beginner](/learning-reference/beginner/index.md) [Intermediate](/learning-reference/intermediate/index.md) [Advanced](/learning-reference/advanced/index.md) [Expert](/learning-reference/expert/index.md) 139 resources · page 4 of 5 - ### [Speech and Language Processing (Jurafsky & Martin)](/foundations/courses-and-learning-paths/jurafsky-martin-speech-and-language-processing-free-draft/index.md) by [Dan Jurafsky and James H. Martin (Stanford University)](https://web.stanford.edu/~jurafsky/) Free draft of Jurafsky and Martin's Speech and Language Processing, 3rd edition, covering NLP and LLMs. Beginner–Intermediate learning_resource course US en - ### [ModelScope](/foundations/courses-and-learning-paths/modelscope/index.md) by [ModelScope (Alibaba)](https://www.modelscope.cn/) ModelScope: Alibaba's hub of open models, datasets and demos, with Chinese tutorials. Beginner–Intermediate learning_resource docs China zh - ### [ODS.ai course tracks](/foundations/courses-and-learning-paths/ods-ai-course-tracks/index.md) by [Open Data Science (ODS.ai)](https://ods.ai/) Open Data Science course tracks: Russian-language courses on NLP, LLMs, MLOps and other ML topics. Beginner–Intermediate learning_resource course Russia ru|en - ### [Prompt Engineering Guide (DAIR.AI)](/foundations/courses-and-learning-paths/prompt-engineering-guide-dair-ai/index.md) by [DAIR.AI](https://dair.ai/) DAIR.AI Prompt Engineering Guide: overview of prompting techniques, applications and model notes, in many languages. Beginner–Intermediate learning_resource docs US en - ### [CatBoost documentation](/foundations/courses-and-learning-paths/catboost-documentation/index.md) by [Yandex (CatBoost)](https://catboost.ai/) CatBoost documentation: Yandex's open-source gradient boosting library with native handling of categorical features. Intermediate learning_resource docs Russia / International en - ### [CFA Institute: AI in Asset Management report 2025](/foundations/courses-and-learning-paths/cfa-institute-ai-in-asset-management-report-2025/index.md) by [CFA Institute](https://cfainstitute.org/) CFA Institute press release on its 2025 report about AI adoption in asset management. Intermediate learning_resource paper Global en - ### [CMU 11-667 LLMs: Methods & Applications](/foundations/courses-and-learning-paths/cmu-11-667-llms-methods-applications/index.md) by [Carnegie Mellon University](https://www.cmu.edu/) CMU 11-667 course site: graduate course on large language model methods and applications, with schedule and materials. Intermediate–Advanced learning_resource course US en - ### [Decree of the President of the Russian Federation on the Development of AI (CSET translation)](/foundations/courses-and-learning-paths/cset-translation-russian-ai-strategy-decree/index.md) by [Center for Security and Emerging Technology](https://cset.georgetown.edu/) CSET English translation of Russia's 2019 presidential decree on the development of artificial intelligence. Intermediate learning_resource guide US en - ### [Darts](/foundations/courses-and-learning-paths/darts/index.md) by [Unit8 SA](https://unit8.com/) Darts documentation: Python library for time-series forecasting and anomaly detection with backtesting. Intermediate learning_resource docs Switzerland en - ### [eScriptorium](/foundations/courses-and-learning-paths/escriptorium/index.md) by [eScriptorium project (EPHE, PSL)](https://gitlab.com/scripta/escriptorium) eScriptorium documentation: open platform for transcribing and annotating historical documents with OCR and HTR. Intermediate learning_resource docs France/global en - ### [EU AI Act Art.3 definitions](/foundations/courses-and-learning-paths/eu-ai-act-art-3-definitions/index.md) by [Future of Life Institute](https://futureoflife.org/) EU AI Act Article 3 text: the legal definitions used throughout the regulation, such as AI system and provider. Intermediate–Advanced learning_resource docs EU en - ### [girafe-ai ML course](/foundations/courses-and-learning-paths/girafe-ai-ml-course/index.md) by [girafe.ai](https://girafe.ai/) girafe-ai ml-course GitHub repo: open machine learning course with lecture materials and assignments, in Russian. Intermediate learning_resource course Russia en|ru - ### [Goodfellow et al., Deep Learning](/foundations/courses-and-learning-paths/goodfellow-et-al-deep-learning/index.md) by [Ian Goodfellow, Yoshua Bengio and Aaron Courville](https://www.deeplearningbook.org/) Author site for the Deep Learning textbook by Goodfellow, Bengio and Courville, free to read online. Intermediate learning_resource course US en - ### [Google ML Glossary](/foundations/courses-and-learning-paths/google-ml-glossary/index.md) by [Google](https://developers.google.com/) Google Machine Learning Glossary defining ML terms, including TensorFlow and large language model terminology. Intermediate–Advanced learning_resource docs US en - ### [Habr ML hub](/foundations/courses-and-learning-paths/habr-ml-hub/index.md) by [Habr](https://habr.com/) Habr machine learning hub: Russian-language articles on ML from practitioners and companies. Intermediate learning_resource guide Russia ru - ### [Happy-LLM](/foundations/courses-and-learning-paths/happy-llm/index.md) by [Datawhale](https://datawhale.cn) Datawhale Happy-LLM GitHub repo: Chinese tutorial on building an LLM from scratch, covering tokenizer, pretraining, SFT, LoRA, RAG and agents. Intermediate learning_resource course China zh - ### [HF Transformers glossary](/foundations/courses-and-learning-paths/hf-transformers-glossary/index.md) by [Hugging Face](https://huggingface.co/) Hugging Face Transformers glossary defining terms used in transformer models and the library. Intermediate–Advanced learning_resource docs US en - ### [HSE CS wiki](/foundations/courses-and-learning-paths/hse-cs-wiki/index.md) by [HSE University Faculty of Computer Science](https://cs.hse.ru/) HSE Faculty of Computer Science wiki with course pages for machine learning and deep learning, in Russian. Intermediate learning_resource course Russia ru - ### [Hung-yi Lee ML 2025 Spring](/foundations/courses-and-learning-paths/hung-yi-lee-ml-2025-spring/index.md) by [Hung-yi Lee (National Taiwan University)](https://speech.ee.ntu.edu.tw/~hylee/) Hung-yi Lee's ML 2025 Spring course page: agents, LLM internals, Mamba, post-training, reasoning and model editing. Intermediate learning_resource course Taiwan zh - ### [Hung-yi Lee ML 2026 Spring](/foundations/courses-and-learning-paths/hung-yi-lee-ml-2026-spring/index.md) by [Hung-yi Lee (National Taiwan University)](https://speech.ee.ntu.edu.tw/~hylee/) Hung-yi Lee's ML 2026 Spring course page at National Taiwan University with lectures and assignments. Intermediate learning_resource course Taiwan zh - ### [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) by [Khan Academy](https://www.khanacademy.org/) Khan Academy post on lessons from deploying the Khanmigo AI tutor: what works and what does not. Intermediate learning_resource blog US en - ### [Letta docs](/foundations/courses-and-learning-paths/letta-docs/index.md) by [Letta](https://www.letta.com/) Letta documentation: platform for building stateful agents with persistent memory, successor to MemGPT. Intermediate learning_resource docs US en - ### [Llama Guard](/foundations/courses-and-learning-paths/llama-guard/index.md) by [Hakan Inan et al. (Meta)](https://ai.meta.com/) arXiv paper (2023) introducing Llama Guard, an LLM-based classifier for safeguarding human–AI conversation inputs and outputs. Intermediate learning_resource paper US en - ### [Made With ML](/foundations/courses-and-learning-paths/made-with-ml/index.md) by [Goku Mohandas (Made With ML, Anyscale)](https://madewithml.com/) Made With ML by Anyscale: course on designing, developing, deploying and iterating on production ML applications. Intermediate learning_resource course US en - ### [MemGPT](/foundations/courses-and-learning-paths/memgpt/index.md) by [Charles Packer et al. (UC Berkeley)](https://www.berkeley.edu/) arXiv paper (2023) introducing MemGPT, OS-style virtual context management for LLM agents. Intermediate learning_resource paper US en - ### [ML-Ops.org](/foundations/courses-and-learning-paths/ml-ops-org/index.md) by [INNOQ (ml-ops.org)](https://ml-ops.org/) ML-Ops.org: reference on MLOps principles and practices for operationalising machine-learning models. Intermediate learning_resource guide Germany en - ### [Murphy, Probabilistic ML](/foundations/courses-and-learning-paths/murphy-probabilistic-ml/index.md) by [Probabilistic machine learning](https://probml.ai) Kevin Murphy's Probabilistic Machine Learning book series site, with free introductory and advanced volumes. Intermediate learning_resource course US en - ### [NIST AI 600-1 GenAI Profile](/foundations/courses-and-learning-paths/nist-ai-600-1-genai-profile/index.md) by [NIST](https://www.nist.gov/) NIST AI 600-1 PDF: Generative AI Profile of the AI RMF listing 12 GenAI-specific risks and suggested actions. Intermediate learning_resource docs US en - ### [NIST AI glossary](/foundations/courses-and-learning-paths/nist-ai-glossary/index.md) by [NIST](https://www.nist.gov/) NIST AI Resource Center glossary of trustworthy-AI terms from the AI Risk Management Framework, with references. Intermediate–Advanced learning_resource docs US en - ### [NIST AI Risk Management Framework](/foundations/courses-and-learning-paths/nist-ai-rmf-definitions-glossary/index.md) by [NIST](https://nist.gov/) NIST AI Risk Management Framework page: the Govern, Map, Measure and Manage framework with resources. Intermediate learning_resource docs US en - ### [OECD AI Principles & AI system definition](/foundations/courses-and-learning-paths/oecd-ai-principles-ai-system-definition/index.md) by [OECD](https://www.oecd.org/) OECD.AI page on the OECD AI Principles and the OECD definition of an AI system. Intermediate–Advanced learning_resource docs global en - ### [Prince, Understanding Deep Learning](/foundations/courses-and-learning-paths/prince-understanding-deep-learning/index.md) by [udlbook](https://github.com/udlbook) Simon Prince's Understanding Deep Learning textbook site with free PDF and Python notebooks. Intermediate–Advanced learning_resource course US en [Previous page](/learning-reference/intermediate/page/3/index.md) [Next page](/learning-reference/intermediate/page/5/index.md) [Plain-text Markdown copy](/learning-reference/intermediate/page/4/index.md)