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“H2O.ai wants to be known as the AI organization
that is making a difference in the world of health”
Sri Ambati – CEO & Founder H2O.ai
20K
Open Source Companies
H2O.ai Democratize AI
200K
H2O.ai Meetup Members
22
Kaggle Grandmasters
World’s #1, #2, #5, and #9
H2O.ai
Founded in Silicon Valley, 2012
Funding $152M | Series D
Investors Goldman Sachs, Ping An, Wells Fargo,
NVIDIA, Capital One, Nexus Ventures
World-class AI platforms
H2O AI Hybrid Cloud and AI-first App Store
H2O-3 Open Source Machine Learning at Scale
H2O Driverless AI Automatic Machine Learning
H2O Wave Open Source Low-code AI Framework
Obsessed with our Customers
Aetna, Kaiser Permanente, Wells Fargo
Walgreens, Progressive, Merck, Allergan, Arogya,
Eli Lilly, HCA
Confidential
3
H2O.ai Recognized as a Visionary
Gartner Magic Quadrant for Cloud AI Developer Services (2021)
Gartner Magic Quadrant for Data Science and Machine Learning Platforms (2021)
Gartner does not endorse any vendor, product or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the
opinions of Gartner’s research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.
Strengths Strengths
Homogeneity of Platform
Unified App Store
AutoML Thought Leader
Value Creation
Extensive Augmentation
Rich Explainable AI
Confidential
4
Introduction to H2O.ai Health
Healthcare is a part of our DNA and
H2O.ai will like to be known as the AI
organization that made a difference
in the world of health.
Charter
Bring to fore H2O’s healthcare
knowledge and understanding and
collaborate with our customers to
address business challenges.
Health Vertical
Team with deep understanding in
almost all aspects of Health including
Pharma, Provider and Payers.
Health Team
Take key AI solutions with cross
industry leverage to be mapped to
Health customers.
Cross Leverage
H2O.ai Health
Pharma & Med Devices
Research and Development
Sales and Marketing
Clinical Trial Managements
Pharmacovigilance
Precision Medicine
Smarter Health – IoT / Wearables
Eligibility & Authorization
Member Engagement
Disease Management
Claims Adjudication
Benefits Administration
Fraud Analytics
Payers
COVID-19
Demand sensing for facilities and supplies
Risk Stratification
Vaccine Distribution and Storage
Vaccine Administration
Care Planning, Campaigns and Outreach
Providers
Health System/Healthcare Operations
Population Health
Precision Medicine
Supply Chain Optimization
Patient Engagement
Confidential
6
H2O Representative Uses of AI in Life Sciences
01 03
02
• Budgeting & marketing mix optimization
• Pricing strategy
• Promotions/rebate performance
• Reimbursement patterns
Commercial Operations
RWE
• Customer engagement
• Media/channel optimization
• Next Best Actions
• Campaign design
• DTP/DTC Behavior: Drug preference
prediction; Recommenders
Marketing Operations Research & Development
Operational Excellence
07
06 Other
08
• Discovery & Development
• Pre-clinical research
• Repurposing of drugs
• Social Media AI
• Integrated phenotypic & genomic
analytics
• Immuno-oncology therapies
• Product positioning
• Progression-free survival
• Overall survival
• Access analytics – IDNs/Plans
• Contract NLP/performance
• Pricing elasticity
• Outcomes-based pricing
• Pharmacovigilance & Safety: anomaly
detection, document.ai
• Costs and margins
• Regulatory compliance
• Contact Center AI – voice, chat bots
• Agent Assist
Confidential
7
Deploy
Consume
Build
H2O.ai: Enterprise AI Value Flow
Data Scientist
• Easy one-click deploy to production
• Model governance & operations
• Alerting for data drift and retraining
• A new and innovative platform to buy or
make AI apps
• Enterprise commercial software
• Easy and intuitive platform for domain
experts to partner with data scientists and
app developers
• AutoML: Rapid time to accurate model
• Automatic feature engineering and
ensembling
• Leading explainability & fairness capabilities
DevOps Business Users
Confidential
7
Confidential
8
H2O AI Cloud Components
Confidential
Data
Scientists
Data Engineer
MLOps
Operations Developer
H2O AI
AppStore
Business
User
H2O Wave
Feature Store
Confidential
9
H2O AI Hybrid Cloud – Wave App Store
Confidential
10
H2O.ai - Success Model
Technology
• Architecture Alignment
• Enterprise Setup
• End to End Platform
People
• H2O DS support
• Joint Delivery Ownership
• Kaggle Grandmasters
Process
• DevOps Plan
• Operational Dashboards
• DS Project Management
Alignment
• Health Focused Insights
• Business User Workshops
• Joint thought leadership
• Customer AI App Store
“Data Science can save lives today. AI is an incredible
force to do good for humanity.”
Sri Ambati, CEO and Founder, H2O.ai

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[코세나, kosena] Auto ML, H2O.ai의 헬스케어분야 AI 활용 사례

  • 1. “H2O.ai wants to be known as the AI organization that is making a difference in the world of health” Sri Ambati – CEO & Founder H2O.ai
  • 2. 20K Open Source Companies H2O.ai Democratize AI 200K H2O.ai Meetup Members 22 Kaggle Grandmasters World’s #1, #2, #5, and #9 H2O.ai Founded in Silicon Valley, 2012 Funding $152M | Series D Investors Goldman Sachs, Ping An, Wells Fargo, NVIDIA, Capital One, Nexus Ventures World-class AI platforms H2O AI Hybrid Cloud and AI-first App Store H2O-3 Open Source Machine Learning at Scale H2O Driverless AI Automatic Machine Learning H2O Wave Open Source Low-code AI Framework Obsessed with our Customers Aetna, Kaiser Permanente, Wells Fargo Walgreens, Progressive, Merck, Allergan, Arogya, Eli Lilly, HCA
  • 3. Confidential 3 H2O.ai Recognized as a Visionary Gartner Magic Quadrant for Cloud AI Developer Services (2021) Gartner Magic Quadrant for Data Science and Machine Learning Platforms (2021) Gartner does not endorse any vendor, product or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner’s research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose. Strengths Strengths Homogeneity of Platform Unified App Store AutoML Thought Leader Value Creation Extensive Augmentation Rich Explainable AI
  • 4. Confidential 4 Introduction to H2O.ai Health Healthcare is a part of our DNA and H2O.ai will like to be known as the AI organization that made a difference in the world of health. Charter Bring to fore H2O’s healthcare knowledge and understanding and collaborate with our customers to address business challenges. Health Vertical Team with deep understanding in almost all aspects of Health including Pharma, Provider and Payers. Health Team Take key AI solutions with cross industry leverage to be mapped to Health customers. Cross Leverage
  • 5. H2O.ai Health Pharma & Med Devices Research and Development Sales and Marketing Clinical Trial Managements Pharmacovigilance Precision Medicine Smarter Health – IoT / Wearables Eligibility & Authorization Member Engagement Disease Management Claims Adjudication Benefits Administration Fraud Analytics Payers COVID-19 Demand sensing for facilities and supplies Risk Stratification Vaccine Distribution and Storage Vaccine Administration Care Planning, Campaigns and Outreach Providers Health System/Healthcare Operations Population Health Precision Medicine Supply Chain Optimization Patient Engagement
  • 6. Confidential 6 H2O Representative Uses of AI in Life Sciences 01 03 02 • Budgeting & marketing mix optimization • Pricing strategy • Promotions/rebate performance • Reimbursement patterns Commercial Operations RWE • Customer engagement • Media/channel optimization • Next Best Actions • Campaign design • DTP/DTC Behavior: Drug preference prediction; Recommenders Marketing Operations Research & Development Operational Excellence 07 06 Other 08 • Discovery & Development • Pre-clinical research • Repurposing of drugs • Social Media AI • Integrated phenotypic & genomic analytics • Immuno-oncology therapies • Product positioning • Progression-free survival • Overall survival • Access analytics – IDNs/Plans • Contract NLP/performance • Pricing elasticity • Outcomes-based pricing • Pharmacovigilance & Safety: anomaly detection, document.ai • Costs and margins • Regulatory compliance • Contact Center AI – voice, chat bots • Agent Assist
  • 7. Confidential 7 Deploy Consume Build H2O.ai: Enterprise AI Value Flow Data Scientist • Easy one-click deploy to production • Model governance & operations • Alerting for data drift and retraining • A new and innovative platform to buy or make AI apps • Enterprise commercial software • Easy and intuitive platform for domain experts to partner with data scientists and app developers • AutoML: Rapid time to accurate model • Automatic feature engineering and ensembling • Leading explainability & fairness capabilities DevOps Business Users Confidential 7
  • 8. Confidential 8 H2O AI Cloud Components Confidential Data Scientists Data Engineer MLOps Operations Developer H2O AI AppStore Business User H2O Wave Feature Store
  • 9. Confidential 9 H2O AI Hybrid Cloud – Wave App Store
  • 10. Confidential 10 H2O.ai - Success Model Technology • Architecture Alignment • Enterprise Setup • End to End Platform People • H2O DS support • Joint Delivery Ownership • Kaggle Grandmasters Process • DevOps Plan • Operational Dashboards • DS Project Management Alignment • Health Focused Insights • Business User Workshops • Joint thought leadership • Customer AI App Store
  • 11. “Data Science can save lives today. AI is an incredible force to do good for humanity.” Sri Ambati, CEO and Founder, H2O.ai