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Udacity

Building Generative AI Solutions

via Udacity

Overview

Gain the skills to build advanced AI systems with real-world impact. Start by teaching AI to interpret human language through semantic search, then manage complex data structures with vector databases. Get hands-on with LangChain to develop adaptive language models, gaining the expertise to bring AI-driven solutions to life. With a focus on practical applications across industries, you’ll learn to create user-friendly AI solutions that truly stand out. By the end, you’ll be equipped to design innovative systems that redefine what’s possible, ready to apply your expertise wherever AI can make a difference.

Syllabus

  • Generative AI Fundamentals
    • Employ the abilities of Generative AI with a deep dive into fundamentals. This course examines how various models are developed, how they work, and how to use them to their full potential.
  • Large Language Models (LLMs) and Retrieval Augmented Generation (RAG)
    • Master Large Language Models (LLMs) and build sophisticated text generation applications in this hands-on course. You’ll master prompt engineering techniques, optimize model selection and costs, and dive deep into Retrieval-Augmented Generation (RAG), using vector databases to ground AI responses in external data and eliminate hallucinations. Finally, you’ll evaluate system performance with RAGAS and showcase your skills by building an end-to-end RAG application.
  • Multimodal AI Applications
    • Learn how computers process and understand image data, then harness the power of the latest Generative AI models to create new images.

Taught by

Brian Cruz, Eduardo Mota and Giacomo Vianello

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