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Coursera

H2O Gen AI Ecosystem Overview - Level 1

H2O.ai via Coursera

Overview

Immerse yourself in the H2O GenAI ecosystem with our Ecosystem Overview - Level 1 course. This fully packed course will introduce you to the powerful tools and techniques of the H2O GenAI ecosystem. Led by Andreea Turcu, Head of Global Training at H2O ai, and featuring guest lectures from expert H2O ai Makers, this course will guide you through the following key areas: LLM Optimization: Learn from Rob Mulla how to create your own GPT model using h2oGPT and H2O LLM Studio. Get practical experience with LLM DataStudio and H2O ai's LLM Studio, preparing data and fine-tuning models for better performance. Intelligent Information Retrieval: Master h2oGPT with real-world data to extract meaningful insights. Rigorous Model Evaluation: Use H2O LLM EvalGPT to critically assess your models' performance, a crucial skill for real-world applications. Rapid AI Application Development: Shivam Bansal and Praveen Sivakumar will show you how to use GenAI AppStudio's sketch2app and prompt2app features to build and deploy AI-powered web applications. By the end of this course, you'll have built your own language model, created an AI-powered web application, and gained practical experience in AI development and deployment strategies. This course is designed for both AI novices and seasoned practitioners looking to expand their skill set.

Syllabus

  • Mastering LLM Data Preparation - A Step-by-Step Guide
  • Understanding LLM Studio
  • Introduction to h2oGPT
  • Building Custom GPT Models
  • Creating Web Apps with GenAI AppStudio
  • Exploring GenAI AppStore
  • Evaluating LLM Models
  • LLMs: Data Prep, Fine-Tuning & Deployment with H2O Tools
  • Course Completion Quiz

Taught by

Andreea Turcu and H2O.ai University

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