--- id: "/foundations/advanced/page/17/" title: "Foundations for advanced learners · page 17" creator: null creator_url: null creator_x: null url: "https://skillissue.dev/foundations/advanced/page/17/" 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 for advanced learners [Beginner](/foundations/beginner/index.md) [Intermediate](/foundations/intermediate/index.md) [Advanced](/foundations/advanced/index.md) [Expert](/foundations/expert/index.md) 588 resources · page 17 of 19 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [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 - ### [YSDA Practical RL](/foundations/llm-fundamentals/ysda-practical-rl/index.md) Creator not supplied; see original source. YSDA Practical_RL GitHub repo: open reinforcement-learning course with notebooks and assignments from HSE and YSDA. Intermediate–Advanced · unknown · unknown resource · en|ru - ### [Agent57](/foundations/llm-fundamentals/agent57/index.md) Creator not supplied; see original source. arXiv paper (2020) introducing Agent57, the first agent to exceed the human baseline on all 57 Atari games. Advanced–Expert · unknown · unknown resource · en - ### [ImageNet Classification with Deep Convolutional Neural Networks (AlexNet)](/foundations/llm-fundamentals/alexnet-2/index.md) Creator not supplied; see original source. NeurIPS paper (PDF, 2012) AlexNet: ImageNet classification with deep convolutional neural networks. Advanced–Expert · unknown · unknown resource · und - ### [Faster sorting algorithms discovered using deep reinforcement learning (AlphaDev)](/foundations/llm-fundamentals/alphadev-faster-sorting/index.md) Creator not supplied; see original source. Nature paper (2023) on AlphaDev discovering faster sorting algorithms with deep RL. Advanced–Expert · unknown · unknown resource · en - ### [Mastering the game of Go with deep neural networks and tree search (AlphaGo)](/foundations/llm-fundamentals/alphago-nature-2016/index.md) Creator not supplied; see original source. Nature paper (2016) on AlphaGo, mastering Go with deep neural networks and tree search. Advanced–Expert · unknown · unknown resource · en - ### [Grandmaster level in StarCraft II using multi-agent reinforcement learning (AlphaStar)](/foundations/llm-fundamentals/alphastar/index.md) Creator not supplied; see original source. Nature paper (2019) on AlphaStar reaching grandmaster level in StarCraft II with multi-agent RL. Advanced–Expert · unknown · unknown resource · en - ### [Discovering faster matrix multiplication algorithms with reinforcement learning (AlphaTensor)](/foundations/llm-fundamentals/alphatensor/index.md) Creator not supplied; see original source. Nature paper (2022) on AlphaTensor discovering faster matrix multiplication algorithms with RL. Advanced–Expert · unknown · unknown resource · en - ### [AlphaZero](/foundations/llm-fundamentals/alphazero/index.md) Creator not supplied; see original source. arXiv paper (2017) introducing AlphaZero, mastering chess and shogi through self-play reinforcement learning. Advanced–Expert · unknown · unknown resource · en - ### [arXiv cs.AI recent](/foundations/courses-and-learning-paths/arxiv-cs-ai-recent/index.md) Creator not supplied; see original source. arXiv listing of recent papers in the cs.AI (Artificial Intelligence) category. Advanced–Expert · unknown · unknown resource · en - ### [Attention Is All You Need](/foundations/courses-and-learning-paths/attention-is-all-you-need/index.md) Creator not supplied; see original source. arXiv paper (2017) "Attention Is All You Need", introducing the Transformer architecture. Advanced · unknown · unknown resource · en - ### [Chronos: Learning the Language of Time Series](/foundations/llm-fundamentals/chronos-2/index.md) Creator not supplied; see original source. arXiv paper (2024) introducing Chronos, pretrained time-series forecasting models using language-model tokenization. Advanced–Expert · unknown · unknown resource · en - ### [CLIP](/foundations/llm-fundamentals/clip/index.md) Creator not supplied; see original source. arXiv paper (2021) introducing CLIP, contrastive language-image pretraining for transferable visual models. Advanced · unknown · unknown resource · en - ### [Convex Optimization](/foundations/courses-and-learning-paths/convex-optimization/index.md) Creator not supplied; see original source. Boyd and Vandenberghe's Convex Optimization book site with free PDF, slides and exercises. Advanced · unknown · unknown resource · en - ### [DenseNet](/foundations/llm-fundamentals/densenet/index.md) Creator not supplied; see original source. arXiv paper (2016) "Densely Connected Convolutional Networks", introducing DenseNet, where each layer receives feature maps from all earlier layers. Advanced–Expert · unknown · unknown resource · en - ### [DETR](/foundations/llm-fundamentals/detr/index.md) Creator not supplied; see original source. arXiv HTML version of the DETR paper (2020) on end-to-end object detection with transformers. Advanced–Expert · unknown · unknown resource · en - ### [DINOv2: Learning Robust Visual Features without Supervision](/foundations/llm-fundamentals/dinov2-2/index.md) Creator not supplied; see original source. arXiv HTML version of the DINOv2 paper (2023) on self-supervised visual features. Advanced–Expert · unknown · unknown resource · en - ### [Deep Learning Recommendation Model for Personalization and Recommendation Systems (DLRM)](/foundations/llm-fundamentals/dlrm-2/index.md) Creator not supplied; see original source. arXiv PDF of Meta's DLRM paper (2019), a deep learning recommendation model for personalisation. Advanced–Expert · unknown · unknown resource · und - ### [DQN (Atari)](/foundations/llm-fundamentals/dqn-atari/index.md) Creator not supplied; see original source. arXiv paper (2013) "Playing Atari with Deep Reinforcement Learning", introducing DQN, deep Q-learning from pixels on Atari games. Advanced–Expert · unknown · unknown resource · en - ### [DreamerV3](/foundations/llm-fundamentals/dreamerv3/index.md) Creator not supplied; see original source. arXiv paper (2023) introducing DreamerV3, a world-model RL agent that masters diverse domains with fixed settings. Advanced–Expert · unknown · unknown resource · en - ### [EfficientNet](/foundations/llm-fundamentals/efficientnet/index.md) Creator not supplied; see original source. ICML 2019 paper (PDF) EfficientNet: scaling convolutional networks by depth, width and resolution. Advanced–Expert · unknown · unknown resource · und - ### [ESPnet](/foundations/llm-fundamentals/espnet/index.md) Creator not supplied; see original source. ESPnet documentation: end-to-end speech processing toolkit with recipes for recognition, synthesis and translation. Advanced · unknown · unknown resource · en [Previous page](/foundations/advanced/page/16/index.md) [Next page](/foundations/advanced/page/18/index.md) [Plain-text Markdown copy](/foundations/advanced/page/17/index.md)