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Repository for the 5-Day Generative AI Intensive Course with Google, covering foundational models, embeddings, generative agents, domain-specific LLMs, and MLOps for Gen AI

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GenAI-5day-Google

Generative AI Intensive

Introduction

This is the repository for the 5-Day Gen AI Intensive Course with Google

What is the 5-Day Generative AI Intensive?

This is a 5-day online course from November 11 to November 15, designed to help you deeply understand some of the fundamental technologies and techniques behind Generative AI. Created by a team of Google’s ML researchers and engineers, this program includes both in-depth theoretical insights and practical coding examples, enabling you to confidently tackle new Generative AI projects.

Course Content

  • Day 1: Foundational Models & Prompt Engineering

    • Explore the evolution of large language models (LLMs), from transformers to techniques like fine-tuning and inference acceleration. Learn the art of prompt engineering to optimize interactions with LLMs.
  • Day 2: Embeddings and Vector Stores/Databases

    • Learn about the theoretical foundations of embeddings and vector databases, including embedding methods, vector search algorithms, real-world applications with LLMs, and their trade-offs.
  • Day 3: Generative AI Agents

    • Understand how to build sophisticated AI agents by learning their core components and iterative development processes.
  • Day 4: Domain-Specific LLMs

    • Dive into the creation and application of specialized language models like SecLM and Med-PaLM, with insights from the researchers who developed them.
  • Day 5: MLOps for Generative AI

    • Discover how to adapt MLOps practices for Generative AI and leverage Vertex AI tools for foundational models and generative AI applications.

Notes and Resources

  • Lecture notes and relevant materials will be added here daily throughout the course.
  • Example code, experimental results, and personal insights will also be shared in this repository.

Join Me!

If you’re also participating in this course, feel free to join the learning journey by opening issues or contributing via pull requests.

Contact

Feel free to reach out if you have any questions!

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Repository for the 5-Day Generative AI Intensive Course with Google, covering foundational models, embeddings, generative agents, domain-specific LLMs, and MLOps for Gen AI

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