H2O Gpte : Foundational To Advanced Techniques

Excel with Enterprise h2o GPTe with AI-Powered Search, Advanced RAG Techniques, Python API, and Web App Development.

What you'll learn

Learn and master H2O GPTe's core functionalities including LLMs, RAG, and advanced document querying techniques.

Develop end-to-end AI pipelines from data ingestion to insights generation using H2O GPTe's user interface and Python API.

Create dynamic web applications with H2O Wave to automate and publish H2O GPTe functionalities for business users.

Implement real-world data analysis solutions using H2O GPTe, including survey analysis and information retrieval.

Requirements

Basic understanding of Python programming is recommended.

Familiarity with AI and machine learning concepts is helpful but not mandatory.

Description

Dive into the cutting-edge world of Enterprise AI with our comprehensive "H2O GPTe: Foundational to Advanced Techniques" course. This in-depth program combines two essential courses from H2O ai University, providing you with a thorough understanding of H2O GPTe from basic concepts to advanced applications.Led by industry experts Andreea Turcu, Greg Fousas, and Laurene De Peyrelongue, you will embark on a journey through AI-powered search, enterprise AI solutions, advanced Retrieval-Augmented Generation (RAG) techniques, and Python API integration. This course is designed to equip you with the skills needed to revolutionize your organization's data strategies and decision-making processes.Throughout the course, you'll gain hands-on experience in:Leveraging AI-powered search for efficient information retrievalImplementing enterprise AI solutions using commercial and open-source Large Language Models (LLMs)Extracting valuable insights from various data types using advanced RAG techniquesOptimizing H2O GPTe's features within freemium constraintsDeveloping automated workflows with the H2O GPTe Python APICreating dynamic, AI-driven web applications using H2O WaveWhether you're a data scientist, AI enthusiast, or business professional looking to harness the power of AI in your organization, this course will provide you with the knowledge and practical skills to stay at the forefront of enterprise AI technology.By the end of this course, you'll be well-equipped to implement sophisticated AI solutions, transform your data analysis processes, and drive innovation within your organization using H2O GPTe.

Overview

Section 1: Introduction and Overview of H2O GPTe

Lecture 1 Introduction to Enterprise h2oGPTe

Section 2: An in-depth exploration of H2O GPTe

Lecture 2 Introduction to Enterprise GPTe and Pipelines

Lecture 3 Understanding End-to-End Pipelines in Enterprise GPTe

Section 3: Core Functionalities of H2O GPTe

Lecture 4 Exploring H2O GPTe: Features and Capabilities

Lecture 5 H2O GPTe Chat: Navigating Chats, Collections, and Documents

Lecture 6 H2O GPTe RAG: Collections and Document Querying

Lecture 7 H2O GPTe RAG: Improving Information Retrieval with References

Section 4: Practical Applications and Analysis

Lecture 8 Real-World Survey Data Analysis with H2O GPTe RAG

Lecture 9 Exploring Freemium Features of Enterprise H2O GPTe

Section 5: Advanced Implementation and Development

Lecture 10 Automating Workflows with H2O GPTe Python API

Lecture 11 Building Dynamic Web Applications with H2O Wave

Section 6: Course Completion Quiz

Data scientists and analysts looking to leverage advanced AI tools for enterprise-level projects.,Software developers interested in integrating AI capabilities into their applications.,AI enthusiasts eager to explore cutting-edge language models and retrieval-augmented generation techniques.