--- id: "/foundations/page/18/" title: "Foundations · page 18" creator: null creator_url: null creator_x: null url: "https://skillissue.dev/foundations/page/18/" level: null level_max: null category: null subcategory: null region: null license: null license_scope: null access: null models: null source_date: null date_added: null resource_kind: null verification_basis: null access_evidence: null domain_top: null domain_sub: null last_verified: null --- # 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 18 of 23 - ### [Neural Networks: Zero to Hero (Karpathy)](/foundations/llm-fundamentals/neural-networks-zero-to-hero-karpathy/index.md) Creator not supplied; see original source. Andrej Karpathy's Neural Networks: Zero to Hero video course, building micrograd, makemore, GPT and a tokenizer in code. Beginner–Intermediate · unknown · unknown resource · en - ### [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 - ### [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 - ### [Rob Miles (@robertskmiles)](/foundations/practitioner-overviews/rob-miles-robertskmiles/index.md) Creator not supplied; see original source. Rob Miles' YouTube channel: explainers on AI alignment problems. Beginner · unknown · unknown resource · en - ### [TeddyNote 테디노트](/foundations/practitioner-overviews/teddynote/index.md) Creator not supplied; see original source. TeddyNote YouTube channel: Korean-language tutorials on applied LLMs, RAG and LangChain. Beginner · unknown · unknown resource · ko - ### [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 - ### [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 - ### [Unsloth RL / GRPO guide](/foundations/llm-fundamentals/unsloth-rl-grpo-guide/index.md) Creator not supplied; see original source. Unsloth reinforcement learning guide: training reasoning models with GRPO, with linked tutorials and advanced RL docs. Beginner–Intermediate · unknown · unknown resource · en - ### [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 - ### [ImageNet Classification with Deep Convolutional Neural Networks (NeurIPS Proceedings)](/foundations/llm-fundamentals/alexnet/index.md) Creator not supplied; see original source. AlexNet paper (NIPS 2012) by Krizhevsky, Sutskever and Hinton: deep convolutional network for ImageNet classification. Intermediate · unknown · unknown resource · en - ### [AlphaGo](/foundations/llm-fundamentals/alphago/index.md) Creator not supplied; see original source. Google DeepMind AlphaGo page covering the Go-playing system, its matches and the research papers behind it. Intermediate · unknown · unknown resource · en - ### [AlphaStar: Mastering the real-time strategy game StarCraft II](/foundations/llm-fundamentals/alphastar-2/index.md) Creator not supplied; see original source. Google DeepMind post on AlphaStar, the reinforcement-learning system that reached Grandmaster level in StarCraft II. Intermediate · unknown · unknown resource · en - ### [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 - ### [AssemblyAI engineering blog](/foundations/llm-fundamentals/assemblyai-engineering-blog/index.md) Creator not supplied; see original source. AssemblyAI blog with guides, model launches and voice-agent builds for speech AI. Intermediate · unknown · unknown resource · en - ### [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 - ### [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 - ### [ChinaTalk (Jordan Schneider, Irene Zhang)](/foundations/practitioner-overviews/chinatalk-jordan-schneider-irene-zhang/index.md) Creator not supplied; see original source. ChinaTalk newsletter and podcast on China, technology and US policy, including interviews with Chinese AI lab staff. Intermediate · unknown · unknown resource · en - ### [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 - ### [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 - ### [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 - ### [Easy-RL / 蘑菇书](/foundations/llm-fundamentals/easy-rl/index.md) Creator not supplied; see original source. Datawhale Easy-RL GitHub repo: Chinese reinforcement-learning tutorial (Mushroom Book) with code. Intermediate · unknown · unknown resource · zh - ### [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 - ### [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 - ### [Full Stack Deep Learning](/foundations/llm-fundamentals/full-stack-deep-learning/index.md) Creator not supplied; see original source. Full Stack Deep Learning site with course materials and LLM Bootcamp lectures on building AI-powered products. Intermediate · unknown · unknown resource · en - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [HousingWire: AI fair housing remarks checklist](/foundations/practitioner-overviews/housingwire-ai-fair-housing-remarks-checklist/index.md) Creator not supplied; see original source. HousingWire checklist for reviewing AI-written property listing remarks for fair-housing and accuracy issues. Intermediate · unknown · unknown resource · en - ### [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 [Previous page](/foundations/page/17/index.md) [Next page](/foundations/page/19/index.md) [Plain-text Markdown copy](/foundations/page/18/index.md)