Foundation Models
Foundation models are large-scale AI models pre-trained on vast datasets that can be adapted to a wide range of downstream tasks through fine-tuning or prompting. They serve as versatile base architectures for applications like text generation, image creation, and code completion. Examples include GPT-4 for language and Stable Diffusion for images.
Companies are racing to integrate foundation models to automate complex workflows, enhance product personalization, and reduce development time for AI features. The surge in generative AI applications and the need for scalable, multi-modal AI solutions drive immediate demand, as seen in hiring by Stripe for payment automation and RunwayML for creative tools.
🎓 Courses
Generative AI: Foundation Models and Platforms
The course focuses on the core concepts and generative AI models that form the building blocks of generative AI. You will explore dee
Foundations of Generative AI Models
Generative AI is built on machine learning techniques such as neural networks, deep learning, and transformer architectures. Key foundations include m
AWS Bedrock Complete Guide: Foundation Models, Agents
Preview this course · Learn AWS ... · English [Auto], Preview this course · Understand AWS Bedrock fundamentals, foundation models, and how th
Generative AI Engineering 2026 : Foundational to Agentic AI
Generative AI Engineering 2026 : Foundational to Agentic AI · New · Rating: 4.7 out of 54.7(9 ratings) 683 students · IT & Softwa
📖 Books
Pretrain, Fine-tune, and Prompt: A Systematic Survey of Prompting Methods in Natural Language Processing
Pengfei Liu et al. · 2023
Comprehensive academic overview of foundation model adaptation techniques.
Foundation Models for Natural Language Processing: Pre-trained Language Models Integrating Media (Artificial Intelligence: Foundations, Theory, and Algorithms): Paaß, Gerhard, Giesselbach, Sven: 9783031231896
· 2025
This open access book provides a comprehensive overview of the state of the art in research and applications of Foundation Models and
Introduction to Foundation Models: 9783031767692: Chen, Pin-Yu, Liu, Sijia: Books
· 2025
This book offers an extensive exploration of foundation models, guiding readers through the essential concepts and advanced topics that define
AI Engineering: Building Applications with Foundation Models: Huyen, Chip: 9781098166304
· 2025
Everyone, including those with ... applications. In this book, author Chip Huyen discusses AI engineering: the process of building application
🛠️ Tutorials & Guides
An Introduction to NVIDIA Cosmos World Foundational Models | NVIDIA GTC 2025
NVIDIA Cosmos is transforming how robots and autonomous vehicles learn, accelerating physics-aware synthetic video generation with world foundation mo
WWDC25: Meet the Foundation Models framework | Apple
Learn how to tap into the on-device large language model behind Apple Intelligence! This high-level overview covers everything from guided generation
WWDC25: Deep dive into the Foundation Models framework | Apple
Level up with the Foundation Models framework. Learn how guided generation works under the hood, and use guides, regexes, and generation schemas to ge
AI Foundation Models : What's Next for 2025 and Beyond
The AI landscape is rapidly evolving, and in this overview, we dive deep into the key trends to watch in the foundation model space for 2025 a
2025 State of Foundation Models
1 in 8 workers now use AI monthly. AI-native apps are pulling in billions in revenue. But under the surface, the pace is even more dr
Time Series Foundation Models: A Tutorial and Survey
#ai #timeseriesanalysis Ever wondered what time series foundational models are, what they have to offer, and how one can distinguish between their gen
Learning resources last updated: March 16, 2026