--- id: "/tags/learning-reference/page/4/" title: "Learning Reference · page 4" url: "https://skillissue.dev/tags/learning-reference/page/4/" --- # Learning Reference [Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md) 177 resources · page 4 of 6 - ### [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) by [Datawhale](https://datawhale.cn) Datawhale's Chinese deep-learning tutorial based on Hung-yi Lee's lectures, with a free PDF. Beginner–Intermediate learning_resource book China/Taiwan zh - ### [Datawhale so-large-lm 大模型基础](/foundations/courses-and-learning-paths/datawhale-so-large-lm/index.md) by [Datawhale](https://datawhale.cn) Datawhale so-large-lm GitHub repo: Chinese course on LLM fundamentals based on Stanford CS324 and Hung-yi Lee's lectures. Beginner learning_resource course China zh - ### [DeepLearning.AI short courses](/foundations/courses-and-learning-paths/deeplearning-ai-short-courses/index.md) by [DeepLearning.AI](https://deeplearning.ai/) DeepLearning.AI short courses catalogue: one- to two-hour courses on LLM applications, agents, fine-tuning and RAG. Beginner learning_resource course US en - ### [Dive into Deep Learning](/foundations/courses-and-learning-paths/dive-into-deep-learning/index.md) by [Aston Zhang, Zachary C. Lipton, Mu Li and Alexander J. Smola](https://d2l.ai/) Dive into Deep Learning: free interactive textbook with maths and runnable code in PyTorch, JAX, TensorFlow and MXNet. Beginner learning_resource course US en - ### [动手学深度学习](/foundations/courses-and-learning-paths/entry-2/index.md) by [Aston Zhang, Zachary C. Lipton, Mu Li and Alexander J. Smola](https://d2l.ai/) Chinese edition of Dive into Deep Learning with text, maths and runnable code. Beginner learning_resource course China; international zh - ### [Google Flood Hub / Flood Forecasting](/foundations/courses-and-learning-paths/google-flood-hub-flood-forecasting/index.md) by [Google Research](https://research.google/) Google Flood Hub: real-time ML riverine flood forecasts, including for data-scarce regions. Beginner learning_resource guide Global (80+ countries) mul - ### [Harvard CS50 AI](/foundations/courses-and-learning-paths/harvard-cs50-ai/index.md) by [Harvard University (CS50)](https://cs50.harvard.edu/) Harvard CS50 AI: free introductory course on search, knowledge, optimisation, machine learning and neural networks in Python. Beginner learning_resource course US en - ### [Hugging Face LLM Course](/foundations/courses-and-learning-paths/hugging-face-llm-course/index.md) by [Hugging Face](https://huggingface.co/) Hugging Face LLM Course: free course on transformers, datasets, tokenizers, fine-tuning and reasoning models. Beginner learning_resource course US; France; international en - ### [Hung-yi Lee course index (NTU)](/foundations/courses-and-learning-paths/hung-yi-lee-course-index-ntu/index.md) by [Hung-yi Lee (National Taiwan University)](https://speech.ee.ntu.edu.tw/~hylee/) Hung-yi Lee's NTU homepage indexing all his machine learning and generative AI courses since 2015. Beginner–Expert learning_resource course Taiwan zh - ### [Hung-yi Lee GenAI-ML 2025 Fall](/foundations/courses-and-learning-paths/hung-yi-lee-genai-ml-2025-fall/index.md) by [Hung-yi Lee (National Taiwan University)](https://speech.ee.ntu.edu.tw/~hylee/) Hung-yi Lee's Introduction to GenAI and ML (Fall 2025) course page at National Taiwan University. Beginner–Intermediate learning_resource course Taiwan zh - ### [Illustrated Transformer (Alammar)](/foundations/courses-and-learning-paths/illustrated-transformer-alammar/index.md) by [Jay Alammar](https://jalammar.github.io) Jay Alammar's Illustrated Transformer: visual explanation of attention and the transformer architecture. Beginner learning_resource guide US en - ### [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 - ### [LLM Visualization (bbycroft)](/foundations/courses-and-learning-paths/llm-visualization-bbycroft/index.md) by [Brendan Bycroft](https://bbycroft.net/) LLM Visualization by Brendan Bycroft: interactive 3D walkthrough of GPT-style inference step by step. Beginner learning_resource guide NZ en - ### [Microsoft 2025 Work Trend Index: the "Frontier Firm"](/foundations/courses-and-learning-paths/microsoft-2025-work-trend-index-the-frontier-firm/index.md) by [Microsoft](https://www.microsoft.com/) Microsoft 2025 Work Trend Index feature on the Frontier Firm: survey data on AI agents and workforce change. Beginner learning_resource paper Global en - ### [Microsoft Generative AI for Beginners](/foundations/courses-and-learning-paths/microsoft-generative-ai-for-beginners/index.md) by [Microsoft](https://opensource.microsoft.com) Microsoft Generative AI for Beginners GitHub repo: 21 lessons with code on building generative AI applications. Beginner learning_resource course US en - ### [Seeing AI](/foundations/courses-and-learning-paths/microsoft-seeing-ai/index.md) by [Microsoft (Seeing AI)](https://www.seeingai.com/) Microsoft Seeing AI: free app that narrates text, people and surroundings for blind and low-vision users. Beginner learning_resource guide US/global en - ### [mlcourse.ai](/foundations/courses-and-learning-paths/mlcourse-ai/index.md) by [Yury Kashnitsky (mlcourse.ai)](https://mlcourse.ai/) mlcourse.ai: open machine learning course from the Open Data Science community, self-paced with assignments. Beginner learning_resource course Russia 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 - ### [Transformer Explainer (Georgia Tech)](/foundations/courses-and-learning-paths/transformer-explainer-georgia-tech/index.md) by [Polo Club of Data Science, Georgia Tech](https://poloclub.github.io) Georgia Tech Transformer Explainer: interactive in-browser visualisation of how a GPT-2 transformer works. Beginner learning_resource guide US en - ### [Transkribus Help Center](/foundations/courses-and-learning-paths/transkribus-help-center/index.md) by [READ-COOP (Transkribus)](https://www.transkribus.org/) Transkribus Help Center: guides to training and applying handwriting-recognition models on documents. Beginner learning_resource docs Austria/Europe en - ### [Учебник по машинному обучению / YSDA ML textbook](/foundations/courses-and-learning-paths/ysda-ml-textbook/index.md) by [Yandex School of Data Analysis](https://academy.yandex.com/) Yandex School of Data Analysis ML textbook in Russian, from basic algorithms to current research, with maths and code. Beginner learning_resource course Russia ru - ### [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 [Previous page](/tags/learning-reference/page/3/index.md) [Next page](/tags/learning-reference/page/5/index.md) [Plain-text Markdown copy](/tags/learning-reference/page/4/index.md)