AI Roadmap: Foundation Models and Beyond

Author(s): Hira Ahmad

Originally published on Towards AI.

AI Roadmap: Foundation Models and Beyond

Artificial Intelligence has evolved into an ecosystem of frameworks, architectures, and methodologies that together define how we build and understand intelligent systems today. Whether you’re beginning your journey or refining your expertise, this roadmap provides a complete learning path, from foundation models to emerging AI technologies, covering everything that fuels modern generative intelligence.

The article outlines a comprehensive roadmap for understanding modern artificial intelligence, detailing the foundational models and core technologies that enable their operation. It describes essential development frameworks, prompt engineering techniques, and the significance of retrieval-augmented generation in enhancing knowledge. Additionally, it discusses best practices in model management, evaluation, and security considerations to ensure responsible AI development. Lastly, it emphasizes the evolving nature of AI technologies and the importance of continuous learning in this dynamic field.

Read the full blog for free on Medium.

Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming a sponsor.

Published via Towards AI