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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 4 of 6

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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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### [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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### [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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### [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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### [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 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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### [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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### [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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### [ODS.ai course tracks](/foundations/courses-and-learning-paths/ods-ai-course-tracks/index.md)

Creator not supplied; see original source.

Open Data Science course tracks: Russian-language courses on NLP, LLMs, MLOps and other ML topics.

Beginner–Intermediate · unknown · unknown resource · ru|en 

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### [Prompt Engineering Guide (DAIR.AI)](/foundations/courses-and-learning-paths/prompt-engineering-guide-dair-ai/index.md)

Creator not supplied; see original source.

DAIR.AI Prompt Engineering Guide: overview of prompting techniques, applications and model notes, in many languages.

Beginner–Intermediate · unknown · unknown resource · en 

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### [Transformer Explainer (Georgia Tech)](/foundations/courses-and-learning-paths/transformer-explainer-georgia-tech/index.md)

Creator not supplied; see original source.

Georgia Tech Transformer Explainer: interactive in-browser visualisation of how a GPT-2 transformer works.

Beginner · unknown · unknown resource · en 

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### [Transkribus Help Center](/foundations/courses-and-learning-paths/transkribus-help-center/index.md)

Creator not supplied; see original source.

Transkribus Help Center: guides to training and applying handwriting-recognition models on documents.

Beginner · unknown · unknown resource · en 

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### [Учебник по машинному обучению / YSDA ML textbook](/foundations/courses-and-learning-paths/ysda-ml-textbook/index.md)

Creator not supplied; see original source.

Yandex School of Data Analysis ML textbook in Russian, from basic algorithms to current research, with maths and code.

Beginner · unknown · unknown resource · ru 

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### [Neural Networks: Zero to Hero](/foundations/courses-and-learning-paths/andrej-karpathy-neural-networks-zero-to-hero/index.md)

by [Andrej Karpathy](https://karpathy.ai/zero-to-hero.html) [@karpathy](https://twitter.com/karpathy)

Learn neural networks by implementing them in Python.

Intermediate–Advanced · West · closed resource · en 

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### [CatBoost documentation](/foundations/courses-and-learning-paths/catboost-documentation/index.md)

Creator not supplied; see original source.

CatBoost documentation: Yandex's open-source gradient boosting library with native handling of categorical features.

Intermediate · unknown · unknown resource · en 

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### [CFA Institute: AI in Asset Management report 2025](/foundations/courses-and-learning-paths/cfa-institute-ai-in-asset-management-report-2025/index.md)

Creator not supplied; see original source.

CFA Institute press release on its 2025 report about AI adoption in asset management.

Intermediate · unknown · unknown resource · en 

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### [CMU 11-667 LLMs: Methods & Applications](/foundations/courses-and-learning-paths/cmu-11-667-llms-methods-applications/index.md)

Creator not supplied; see original source.

CMU 11-667 course site: graduate course on large language model methods and applications, with schedule and materials.

Intermediate–Advanced · unknown · unknown resource · en 

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### [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)

Creator not supplied; see original source.

CSET English translation of Russia's 2019 presidential decree on the development of artificial intelligence.

Intermediate · unknown · unknown resource · en 

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### [Darts](/foundations/courses-and-learning-paths/darts/index.md)

Creator not supplied; see original source.

Darts documentation: Python library for time-series forecasting and anomaly detection with backtesting.

Intermediate · unknown · unknown resource · en 

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### [eScriptorium](/foundations/courses-and-learning-paths/escriptorium/index.md)

Creator not supplied; see original source.

eScriptorium documentation: open platform for transcribing and annotating historical documents with OCR and HTR.

Intermediate · unknown · unknown resource · en 

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### [EU AI Act Art.3 definitions](/foundations/courses-and-learning-paths/eu-ai-act-art-3-definitions/index.md)

Creator not supplied; see original source.

EU AI Act Article 3 text: the legal definitions used throughout the regulation, such as AI system and provider.

Intermediate–Advanced · unknown · unknown resource · en 

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### [girafe-ai ML course](/foundations/courses-and-learning-paths/girafe-ai-ml-course/index.md)

Creator not supplied; see original source.

girafe-ai ml-course GitHub repo: open machine learning course with lecture materials and assignments, in Russian.

Intermediate · unknown · unknown resource · en|ru 

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