H2O Gen AI Ecosystem Overview - Level 1

Instructor: Andreea Turcu

What you'll learn

  •   Optimize Large Language Models using data preparation and fine-tuning techniques
  •   Master information retrieval with h2oGPT for efficient data insights extraction
  •   Evaluate and enhance AI models using H2O LLM EvalGPT
  •   Create web applications integrated with LLMs using GenAI AppStudio
  • Skills you'll gain

  •   Artificial Intelligence
  •   Large Language Modeling
  •   Application Development
  •   MLOps (Machine Learning Operations)
  •   Generative AI
  •   Unstructured Data
  •   ChatGPT
  •   Prompt Engineering
  •   Data Processing
  • There are 9 modules in this course

    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.

    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

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