Enterprise h2o GPTe Learning Path Slide Deck
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The document provides an overview of H2O.ai's generative AI ecosystem, including its functionalities, benefits, and challenges of generative AI technologies. It details the H2O GPT-E platform, which offers AI-powered document question-answering capabilities and supports integration with various data extraction technologies. The presentation also discusses the open-source nature of H2O's solutions and wraps up with an exploration of its applications for enterprise use.
Enterprise h2o GPTe Learning Path Slide Deck
- 2. INTRO TO Andreea Turcu Head of Global Training @H2O.ai
- 3. H2O.ai Confidential Table of Contents 1. Opening Remarks 2. Demystifying RAG (Retrieval Augmented Generation) 3. Exploring the H2O Generative AI Ecosystem 4. Showcasing Enterprise h2oGPTe 5. Wrapping Up: Conclusion and Questions & Answers
- 5. H2O.ai Confidential LLMs vs. Generative AI Generative AI Large Language Models
- 6. H2O.ai Confidential Benefits of Generative AI 1. Content Creation 2. Creative Assistance 3. Natural Language Understanding 4. Personalization 5. Data Augmentation 6. Automation of Repetitive Tasks 7. Language Translation etc.
- 7. H2O.ai Confidential Challenges of Generative AI 1. Bias in Data 2. Lack of Control 3. Security Concerns & Data Privacy 4. Resource Intensiveness 5. Understanding Context
- 9. H2O.ai Confidential Source: snorkel.ai/which-is-better-retrieval-augmentation-rag-or-fine-tuning-both
- 10. H2O.ai Confidential Exploring the H2O Generative AI Ecosystem
- 11. v H2O.ai Confidential H2O Gen AI A truly open-source generative AI, giving organizations the power to create your own large language models while maintaining your data integrity. A framework and no-code GUI designed for fine-tuning state-of-the-art large language models complete with enterprise support. Vector Database Index and store documents in a Vector database for efficient search. This provides relevant context to a question in real time, allowing LLMs to create concise and domain specific responses.
- 12. H2O.ai Confidential H2O.ai Confidential H2O AI and GenAI Ecosystem Documents Data Sources LLM DataStudio myGPT LLM EvalStudio Vector DB (Embeddings ) Alternative Datasets Query + Documents (Context) Talk to Your Data ● Ques Answers ● Context Search ● Doc Retrieval ● Similar Doc ● Personalization Contextual Similarity Continuous Eval (feedback) Gen AI App Store + + + + + + Datasets AI Engines AI Apps LLM Integration Models Data to QA pairs ETL for LLMs LLM Fine Tuning Custom GPT API End User Enterprise
- 13. v H2O.ai Confidential Enterprise h2oGPTe ● AI-powered search to answer questions about documents, websites, and workplace content ● Document question-answering platform ○ Search engine ○ Question-answering powered by open source H2OGPT models ○ Smart data ingest, smart indexing, smart retrieval ○ Supports air-gapped installations ● Integrate with H2O’s Document AI technology for extracting insights and creating value from documents across the enterprise using ICR, NLP, and computer vision Search & chat made fast, fun, and easy
- 14. v H2O.ai Confidential Enterprise h2oGPTe - Python API
- 18. H2O.ai Confidential Greg Fousas Data Scientist @H2O.ai Laurene De Peyrelongue Data Scientist @H2O.ai AN IN-DEPTH EXPLORATION OF
- 19. H2O.ai Confidential Table of Contents 1. End-to-end pipeline 2. h2oGPTe UI 3. h2oGPTe Python API 4. WAVE app
- 20. v H2O.ai Confidential End-to-end Pipeline Productionise the functionality with the Python API Create an WAVE app and publish it in the h2o platform to be used by the business Use the h2oGPTe UI to develop the solution to your task
- 21. v H2O.ai Confidential Enterprise h2oGPTe ● AI-powered search to answer questions about documents, websites, and workplace content ● Document question-answering platform ○ Search engine ○ Question-answering powered by open source H2OGPT models ○ Smart data ingest, smart indexing, smart retrieval ○ Supports air-gapped installations ● Integrate with H2O’s Document AI technology for extracting insights and creating value from documents across the enterprise using ICR, NLP, and computer vision Search & chat made fast, fun, and easy
- 22. H2O.ai Confidential h2oGPTe Try it at https://genai.h2o.ai
- 23. H2O.ai Confidential h2oGPTe Python API Productionize the h2oGPTe functionality by using Python code
- 24. H2O.ai Confidential WAVE Publish the solution created in the previous steps with a WAVE app