H2O GenAI Ecosystem Mastery: Level 1 - Demystify LLMs, Build Apps, and Master AI

What you will learn:

Master Large Language Model (LLM) optimization techniques
Extract valuable insights from data using h2oGPT for efficient information retrieval
Evaluate and refine AI models for accuracy and performance using H2O LLM EvalGPT
Develop AI-powered web applications using GenAI AppStudio's intuitive tools

Description

Dive deep into the H2O GenAI ecosystem with our comprehensive Level 1 course. This hands-on training, led by Andreea Turcu, Head of Global Training at H2O.ai, and featuring expert H2O.ai Makers, covers the essentials of modern AI development.

Master LLM Optimization:

Discover the art of building your own GPT model using h2oGPT and H2O LLM Studio, guided by Rob Mulla.
Gain practical experience with LLM DataStudio and H2O.ai's LLM Studio, mastering data preparation and fine-tuning for optimal model performance.

Unlock Intelligent Information Retrieval:

Harness the power of h2oGPT with real-world data to extract meaningful insights and uncover hidden patterns.

Develop Rigorous Model Evaluation Skills:

Learn to use H2O LLM EvalGPT to critically assess your models' performance, ensuring accuracy and reliability for real-world applications.

Build AI-Powered Web Apps with Ease:

Shivam Bansal and Praveen Sivakumar will guide you through using GenAI AppStudio's sketch2app and prompt2app features to quickly build and deploy powerful web applications.

By the end of this course, you'll have built your own language model, created an AI-powered web application, and gained valuable experience in AI development and deployment strategies. This course is ideal for both AI beginners and experienced professionals looking to expand their skillset.

Curriculum

Mastering LLM Data Preparation: A Step-by-Step Guide

This section dives deep into LLM DataStudio, guiding you through the process of preparing your data for optimal LLM performance. You'll learn how to use LLM DataStudio to clean, transform, and format data for fine-tuning, ensuring your models achieve the best possible results. This practical section includes a hands-on quiz to solidify your understanding of data preparation best practices.

Understanding H2O.ai's LLM Studio

Explore the powerful H2O LLM Studio in this insightful section. Discover its features and capabilities, learn how to navigate the interface, and understand the key components involved in building and fine-tuning LLMs. The section concludes with a quiz to test your knowledge of LLM Studio and its functionalities.

Introducing h2oGPT: Unleash the Power of Generative AI

This section introduces you to the exciting world of h2oGPT, a key component of the H2O GenAI ecosystem. Learn about its capabilities, how to use it for various tasks, and explore its role in generating creative and informative outputs. The section includes a quiz to assess your understanding of h2oGPT's fundamentals.

Building Custom GPT Models: Empowering Your AI

Take your AI skills to the next level by building your own custom GPT model. This in-depth section guides you through the process using h2oGPT and H2O LLM Studio. Learn how to train, fine-tune, and deploy your own GPT model, customizing it to meet your specific needs. The section concludes with a quiz to test your ability to create and manage custom GPT models.

Creating Web Apps with GenAI AppStudio: AI Made Easy

Learn to build and deploy AI-powered web applications effortlessly using GenAI AppStudio. This section introduces you to the powerful sketch2app and prompt2app features, allowing you to create interactive web applications powered by LLMs without extensive coding. The section includes a quiz to solidify your understanding of GenAI AppStudio's capabilities.

Exploring the GenAI AppStore: A World of AI Applications

Discover a rich ecosystem of AI applications through the GenAI AppStore. This section provides a comprehensive overview of the AppStore, highlighting the diverse range of AI tools and solutions available. Explore various AI-powered applications and gain insights into the power of the H2O GenAI ecosystem. The section includes a quiz to test your knowledge of the GenAI AppStore and its functionalities.

Evaluating LLM Models: Ensuring Accuracy and Performance

This section focuses on the critical aspect of model evaluation. Learn to use H2O LLM EvalGPT to assess the performance of your LLMs, ensuring they meet your specific requirements. Understand key evaluation metrics and techniques, ensuring the quality and reliability of your AI models. The section includes a quiz to test your understanding of model evaluation practices.

LLMs: Data Prep, Fine-Tuning, and Deployment with H2O Tools

Gain a comprehensive understanding of the entire LLM lifecycle from data preparation to deployment using H2O tools. This section covers data preparation, fine-tuning techniques, and best practices for deploying your LLMs in real-world applications. The section includes a quiz to test your knowledge of LLM development and deployment.

Course Completion Quiz: Test Your GenAI Expertise

This final quiz assesses your overall understanding of the H2O GenAI ecosystem. It covers key concepts and practical skills you've acquired throughout the course, ensuring you've mastered the essential knowledge and abilities needed to confidently work with LLMs, h2oGPT, and other H2O.ai tools.

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