Intro to Enterprise h2oGPTe Presentation Slides

Welcome to the Enterprise LLM Learning Path - Presentation Slides Level 1!

The Presentation Slides for the introductory course on Enterprise h2oGPTe, an AI-powered search assistant that helps internal teams quickly find information across documents, websites, and workplace content.

For more information on the course, please visit: https://h2o.ai/university/courses/intro-to-enterprise-h2ogpte/


Happy Learning!

1. H2O.ai Confidential
Intro to
Andreea Turcu
Head of Global Training @H2O.ai

2. 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

3. H2O.ai Confidential
Opening Remarks

4. H2O.ai Confidential
LLMs vs. Generative AI
Generative AI
Large
Language
Models

5. 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.

6. 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

7. H2O.ai Confidential
Demystifying RAG

8. H2O.ai Confidential
Source: snorkel.ai/which-is-better-retrieval-augmentation-rag-or-fine-tuning-both

9. H2O.ai Confidential
Exploring the H2O
Generative AI
Ecosystem

10. 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.

11. H2O.ai Confidential H2O.ai Confidential
H2O AI and GenAI Ecosystem
Documents
Data Sources
LLM
DataStudio
myGPT
LLM
EvalStudio
Vector DB
(Embedding
s)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

12. v
H2O.ai Confidential
Enterprise h2oGPT
●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

13. v
H2O.ai Confidential
Enterprise h2oGPT - Python API

14. H2O.ai Confidential
Showcasing
Entreprise h2oGPTe

15. H2O.ai Confidential
Wrapping Up

16. H2O.ai Confidential

17. H2O.ai Confidential
Thank you!