

A full-day event focused on empowering innovation and collaboration in the ecosystem of Generative AI and Large Language Models
November 7, 2023
The Contemporary Jewish Museum - San Francisco, CA
Marriot Marquis - San Francisco, CA
Conference has been extended to the Marriott Marquis - SFO where Registrations & Keynotes are planned & The Contemporary Jewish Museum - SFO to facilitate Training


Hosted on KAGGLE
As part of H2O Open Source GenAI World SF, H2O.ai is excited to announce the H2O.ai Hackathon - an online data science and machine learning competition. On October 24th, participants will receive the use case, dataset, problem statement, evaluation metrics, and other essential details.
Learn how to make your own GPTs and applications


Never Reply to an Email Again
Luiz Pizzato, Executive Manager AI Labs, Commonwealth Bank of Australia,
In this talk, I will walk through LLMMe, an open source, personal project in which I fine-tuned my own LLM and created a bot to respond to my personal emails.


Open-Source AI: Community is the Way
Dr. Alexy Khrabrov, Open Source Science Community Director, IBM
In this talk, Dr. Alexy Khrabrov, recently elected Chair of the new Generative AI Commons at Linux Foundation for AI & Data, outlines the OSS AI landscape, challenges, and opportunities. With new models and frameworks being unveiled weekly, one thing remains constant: community building and validation of all aspects of AI is key to reliable and responsible AI we can use for business and society needs. Industrial AI is one key area where such community validation can prove invaluable.


Fireside Chat
Murli Buluswar,Head of Analytics, US Personal Bank, Citigroup


Fireside Chat
Helena Fopiano, Director, Customer Strategy and Analytic, ADT


Fireside Chat
Dr. Agus Sudjianto, Executive Vice President, Head of Corporate Model Risk, Wells Fargo


Building LLM Solutions using Open Source and Closed Source Solutions in Coherent Manner
Sandeep Singh, Head of Applied AI Computer Vision, Beans.ai
In the modern era of machine learning, leveraging both open-source and closed-source solutions has become paramount for achieving cutting-edge results. This talk delves into the intricacies of seamlessly integrating open-source Large Language Model (LLM) solutions like Vicuna, Falcon, and Llama with industry giants such as ChatGPT and Google's Palm. As the demand for fine-tuned and specialized datasets grows, it is imperative to understand the synergy between these tools. Attendees will gain insights into best practices for building and enriching datasets tailored for fine-tuning tasks, ensuring that their LLM projects are both robust and efficient. Through real-world examples and hands-on demonstrations, this talk will equip attendees with the knowledge to harness the power of both open and closed-source tools in a coherent and effective manner.


Digital Transformation Using H2O Generative AI
Gabriel Loy-Garcia, Head of Analytics Hub, large CPG company
In today’s dynamic business landscape, embracing innovative AI technologies remains crucial for enterprises seeking to secure their foothold in the digital arena. This conference session will spotlight a large CPG company’s remarkable stride into the future, leveraging the H2O Generative AI platform. Attendees will gain invaluable insights into the transformative power of Generative AI and Large Language Models (LLMs) when applied to Consumer Packaged Goods (CPG) companies.
We will unravel how these advanced technologies are sculpting novel strategies for personalized promotions, and most importantly, redefining a large CPG comapny’s communication paradigm with its diverse customer base. Join us to explore this riveting intersection of technology and strategy, and learn how the beverage giant is reshaping its digital narrative.


Risk Management for LLMs
Patrick Hall, Professor, AI Risk Management, The George Washington University
Language models are incredible engineering breakthroughs but require auditing and risk management before productization. These systems raise concerns about toxicity, transparency and reproducibility, intellectual property licensing and ownership, disinformation and misinformation, supply chains, and more. How can your organization leverage these new tools without taking on undue or unknown risks? While language models and associated risk management are in their infancy, a small number of best practices in governance and risk are starting to emerge. If you have a language model use case in mind, want to understand your risks, and do something about them, this presentation is for you!
Agenda


Intro to H2O's LLM Studio
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Intro to H2O's Enterprise h2oGPTe
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut tortor pretium viverra suspendisse potenti nullam. Nunc mattis enim ut tellus elementum sagittis vitae. Velit dignissim sodales ut eu sem integer. Magna etiam tempor orci eu lobortis elementum nibh tellus. Amet volutpat consequat mauris nunc congue nisi vitae. Lectus proin nibh nisl condimentum id venenatis a condimentum vitae. A arcu cursus vitae congue mauris rhoncus aenean vel elit. In cursus turpis massa tincidunt. Non arcu risus quis varius quam quisque id. Urna et pharetra pharetra massa massa. Dictumst vestibulum rhoncus est pellentesque elit ullamcorper dignissim cras. Felis eget nunc lobortis mattis aliquam. Vel pretium lectus quam id leo. Lobortis mattis aliquam faucibus purus in massa tempor.
9:20-9:45 AM PST
Fireside Chat
Speakers:
- Arno Candel, Chief Technology Officer, H2O.ai
- Jon McKinney, Director of Research, H2O.ai
- Pascal Pfeiffer, Principal Data Scientist, H2O.ai
- Philipp Singer, Senior Principal Data Scientist, H2O.ai
- Mark Landry, Director, Data Science & Product, H2O.ai
9:45-10:15 AM PST
Digital Transformation Using H2O Generative AI
Speaker:
- Gabriel Loy-Garcia, Head of Analytics Hub at a large CPG company
10:15-10:45 AM PST
Fireside Chat
Speakers:
- Agus Sudjianto, Executive Vice President,
Head of Corporate Model Risk, Wells Fargo
- Sri Ambati, CEO & Founder , H2O.ai
10:45-11:15 AM PST
*Book Signing begins at 11:00 AM PST
KGM Practitioner's Guide to LLMs: Exploring Use-Cases
and a Glimpse Beyond Current Limitations
Speaker:
- Pascal Pfeiffer, Principal Data Scientist, H2O.ai
Live Book Signing
Prof. Robert Tibshirani & Prof. Trevor Hastie
11:15-11:45 AM PST
Risk Management for LLMs
Speaker:
- Patrick Hall, Professor, AI Risk Management, The George Washington University
Works include:
- An Introduction to Statistical Learning: with Applications in Python
- The Elements of Statistical Learning: Data Mining, Inference, and Prediction
11:45 AM-12:15 PM PST
Open-Source AI: Community is the Way
Speaker:
- Dr. Alexy Khrabov, Open Source Science Community Director, IBM
12:15-1:00 PM
Box Lunch/Business Track
1:00-1:20 PM PST
Open Source h2oGPT with Retrieval Augmented Generation (RAG), Web Search, and Agents
Speakers:
- Jon McKinney, Director of Research, H2O.ai
- Arno Candel, Chief Technology Officer, H2O.ai
Training + Certification
1:20-1:40 PM PST
Fireside Chat on GenAI
Speakers:
- Murli Buluswar, Head of Analytics, US Personal Bank, Citigroup
- Sri Ambati, CEO & Founder, H2O.ai
- In-depth introduction to Large Language Models and their applications
1:40-2:00 PM PST
Building, Evaluating, and Optimizing your
RAG App for Production
Speaker:
- Jerry Liu, CEO, LlamaIndex
- Hands-on experience with Fine Tuning, Prompt Engineering, and Prompt Tuning
2:00-2:20 PM PST
Fireside Chat
Speakers:
- Helena Fopiano, Director, Customer Strategy and Analytics, ADT
- Sri Ambati, CEO & Founder, H2O.ai
- Exploration of Data Integration techniques, including vector databases and RAG
2:20-2:40 PM PST
LLMOps: Match report from the top of the 5th
Speaker:
- Stefan Krawczyk, Chief Executive Officer, DAGWorks Inc.
- Practical application of Responsible AI and Guardrails
2:40-3:00 PM PST
AI and the Future of Software Development:
A Sneak Peek
Speaker:
- Pritika Mehta, Co-Founder, Butternut.ai
- Interactive Q&A sessions with our experts
3:00-3:20 PM PST
Applied Gen AI for the Finance Vertical
Speaker:
- Megan Kurka, Vice President, Customer Data Scientist, H2O.ai
3:20-3:40 PM PST
Building LLM Solutions using Open Source and Closed Source Solutions in Coherent Manner
Speaker:
- Sandeep Singh, Head of Applied AI Computer Vision, Beans.ai
3:40-4:00 PM PST
KGM Mastering Classification and Regression with LLMs:
Insights from Kaggle Competitions
Speaker:
- Philipp Singer, Senior Principal Data Scientist, H2O.ai
4:00-4:20 PM PST
Never Reply to an Email Again
Speakers:
- Luiz Pizzato, Executive Manager Artificial Intelligence, Commonwealth Bank
- Mark Landry, Director, Data Science & Product, H2O.ai
4:20-4:40 PM PST
KGM Panel
Speakers:
- Rob Mulla
- Philipp Singer
- Pascal Pfeiffer
- Dmitry Larko
- Mark Landry
- Kim Montgomery
- Ryan Chesler
- Branden Murray
- Shaikat Galib
- Sanyam Bhutani
4:40-5:00 PM PST
Custom GenAI Apps with Wave & h2oGPT
Speaker:
- Michelle Tanco, Director of Product Management, H2O.ai
5:00-5:20 PM PST
Hackathon Winner Announcement / Closing Remarks
Speaker:
- Sri Ambati, CEO & Founder, H2O.ai
2:40-3:00 PM PST
Happy Hour
Session Spotlight
Create Custom GenAI Apps with Wave & h2oGPT
Building Custom GenAI Apps at H2O
Michelle Tanco, Head of Product
Learn how the makers at H2O.ai are building internal tools to solve real use cases using H2O Wave and h2oGPT. We will walk through an end-to-end use case and discuss how to incorporate business rules and generated content to rapidly develop custom AI apps using only Python APIs.
Applied Gen AI for the Finance Vertical
Megan Kurka, Vice President, Customer Data Science, North America
Discover the transformative power of Applied Gen AI. Learn how the H2O team builds customized applications and workflows that integrate capabilities of Gen AI and AutoML specifically designed to address and enhance financial use cases. Explore real world examples, learn best practices, and witness firsthand how our innovative solutions are reshaping the landscape of finance technology.
Technical Sessions
Open Source h2oGPT: Mastering LangChain and Agents with Open Source LLMs using h2oGPT
Jon McKinney, Director of Research
The open source h2oGPT project draws heavily upon LangChain to perform Retrieval Augmented Generation (RAG). While getting started with LangChain is easy, making it really work well requires solving many challenges involving Large Language Model (LLM) management and prompting, prompt engineering, database optimized for RAG and multi-user management, UI development, and quality control. We discuss our solutions to these challenges and showcase new features such as web search and agents used to query tabular data. We finish with a discussion about how different open source tools like LangChain, AutoGen, MetaGPT, SmartGPT, etc. handle LLM prompting and parsing to improve RAG and LLM responses.
Kaggle Grandmaster Tracks
Mastering Classification and Regression with LLMs: Insights from Kaggle Competitions
Philipp Singer, KGM #1
In this talk, we will delve into how Large Language Models (LLMs) can be utilized for classification and regression tasks, going beyond typical text generation use cases. We will draw from real world case studies and breakthrough insights from Kaggle competitions, spotlighting advanced fine-tuning techniques and best practices.
Practitioner's Guide to LLMs: Exploring Use Cases and a Glimpse Beyond Current Limitations
Pascal Pfeiffer, KGM #8
This talk dives into the expansive ecosystem of Large Language Models (LLMs), offering practitioners an insightful guide to various relevant applications, from natural language understanding to creative content generation. While exploring use cases across different industries, it also honestly addresses the current limitations of LLMs and anticipates future advancements.
Kaggle Grandmaster Panel
Philipp Singer (#1 KGM), Pascal Pfeiffer (#4 KGM), Rob Mulla, Dmitry Larko, Kim Montgomery, Mark Landry, Branden Murray, Shaikat Galib, Ryan Chesler, Sanyam Bhutani
Witness a gathering of H2O's Kaggle Grandmasters as they delve into the intricacies of Kaggle and share their expertise on data science and artificial intelligence.
Hands-on Advanced LLM Lab + Certification
Jon Farland, KGMs, Michelle Tanco
Join our comprehensive Generative AI Masterclass to gain a deep understanding of large language models (LLMs) and their applications. Learn about foundational models, model evaluation, and advanced concepts such as fine-tuning and prompt engineering. Develop practical skills by building your own GPT during a hands-on workshop, and receive certification upon completion. Designed for moderate to expert-level data scientists and engineers.
Closing
Hackathon Winner Announcement / Closing Remarks
Sri Ambati, CEO and Founder
Networking
Networking Event
Network with our customer community, partner ecosystem, community, and the Makers of H2O.ai, including several of our top Kaggle Grandmasters. We look forward to seeing you there!
Speakers


Gabriel Loy-Garcia
Head of Analytics Hub, large CPG company
Digital Transformation Using H2O Generative AI


Helena Fopiano
Director - Customer Strategy and Analytics, ADT


Dr. Agus Sudjianto
EVP, Head of Corporate Model Risk, Wells Fargo
Fireside Chat


Murli Buluswar
Head of Analytics - US Personal Bank, Citigroup


Patrick Hall
Professor, AI Risk Management, The George Washington University
Risk Management for LLMs


Stefan Krawczyk
Chief Executive Officer, DAGWorks Inc.
LLMOps: Match report from the top of the 5th


Pritika Mehta
Co-Founder, Butternut.ai
AI and the Future of Software Development: A Sneak Peek


Sandeep Singh
Head of Applied AI/Computer Vision, Beans.ai
Building LLM Solutions using Open Source and Closed Source Solutions in Coherent Manner


Alexy Khrabrov
Open Source Science Community Director, IBM
Open-Source AI: Community is the Way


Jerry Liu
Co-founder & CEO, LlamaIndex
Building, Evaluating, and Optimizing your RAG App for Production


Sri Ambati
CEO & Founder,
H2O.ai
Keynote


Philipp Singer
Senior Principal Data Scientist, H2O.ai
Mastering Classification and Regression with LLMs: Insights from Kaggle Competitions


Megan Kurka
Vice President, Customer Data Scientist, H2O.ai
Applied GenAI


Arno Candel
Chief Technology Officer, H2O.ai


Michelle Tanco
Senior Director, Product Management, H2O.ai
Custom GenAI Apps with Wave & Enterprise h2oGPT


Dmitry Larko
Senior Principal Data Scientist, H2O.ai


Jon Farland
Director, Solutions Engineering, H2O.ai


Kim Montgomery
Principal Data Scientist, H2O.ai


Jon McKinney
Director of Research,
H2O.ai
Open Source h2oGPT with Retrieval Augmented Generation (RAG), web search, and agents


Robert Mulla
Senior Principal Data Scientist, H2O.ai


Pascal Pfeiffer
Principal Data Scientist, H2O.ai
Practitioner's Guide to LLMs: Exploring Use-Cases and a Glimpse Beyond Current Limitations


Mark Landry
Director, Data Science & Product, H2O.ai


Branden Murray
Principal Data Scientist, H2O.ai


Shaikat Galib
Principal Data Scientist, H2O.ai


Ryan Chesler
Principal Data Scientist, H2O.ai


Luiz Pizzato
Executive Manager AI Labs, Commonwealth Bank of Australia
Never Reply to an Email Again
Recognition for excellence in
open source LLMs
Awards Celebrating Outstanding Contributions in the World of
Open Source Large Language Models
Discover and celebrate outstanding achievements in the realm of open source Large Language Models. These prestigious awards honor innovation, contributions, and remarkable projects that drive the advancement of LLMs, fostering a community dedicated to pushing the boundaries of language technology.




Outstanding Contribution in OSS
Recognizes an individual or team that has made a significant and valuable contribution to the development or improvement of open source GenAI software.


Open Source Innovation Award
Honors an innovative use of a large language model, such as a creative application, novel research, or groundbreaking project that showcases the potential of these models.


Best Open Source Project
Acknowledges an exceptional open source project related to large language models, considering factors like code quality, community engagement, and impact on the field.


Breakthrough Application
Acknowledges an application or project that demonstrates a groundbreaking use of large language models in solving real world problems, making a significant impact in a particular domain.


Best Educational Resource
Recognizes a high-quality educational resource, such as a tutorial, course, or documentation, that effectively helps individuals learn and understand large language models and their applications.


Intro to H2O's LLM Studio
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut tortor pretium viverra suspendisse potenti nullam. Nunc mattis enim ut tellus elementum sagittis vitae. Velit dignissim sodales ut eu sem integer. Magna etiam tempor orci eu lobortis elementum nibh tellus. Amet volutpat consequat mauris nunc congue nisi vitae. Lectus proin nibh nisl condimentum id venenatis a condimentum vitae. A arcu cursus vitae congue mauris rhoncus aenean vel elit. In cursus turpis massa tincidunt. Non arcu risus quis varius quam quisque id. Urna et pharetra pharetra massa massa. Dictumst vestibulum rhoncus est pellentesque elit ullamcorper dignissim cras. Felis eget nunc lobortis mattis aliquam. Vel pretium lectus quam id leo. Lobortis mattis aliquam faucibus purus in massa tempor.


Intro to H2O's Enterprise h2oGPTe
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut tortor pretium viverra suspendisse potenti nullam. Nunc mattis enim ut tellus elementum sagittis vitae. Velit dignissim sodales ut eu sem integer. Magna etiam tempor orci eu lobortis elementum nibh tellus. Amet volutpat consequat mauris nunc congue nisi vitae. Lectus proin nibh nisl condimentum id venenatis a condimentum vitae. A arcu cursus vitae congue mauris rhoncus aenean vel elit. In cursus turpis massa tincidunt. Non arcu risus quis varius quam quisque id. Urna et pharetra pharetra massa massa. Dictumst vestibulum rhoncus est pellentesque elit ullamcorper dignissim cras. Felis eget nunc lobortis mattis aliquam. Vel pretium lectus quam id leo. Lobortis mattis aliquam faucibus purus in massa tempor.