overview for techdata€¦ · - increasing competition in business. confidential 9 state of ai...
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Overview for TechdataWho, What & Why H2O Driverless AI?
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• What is all this A.I. buzz about?• What can it do?• What will it change?• What can you do?
2Outline
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3Overview
Machine Learning (ML)
Artificial Intelligence (A.I.)
Computer Science (CS)
H2O.ai
Deep Learning (DL)
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4
Computer Science (CS)
H2O.ai
The study of automating algorithmic processes that scale.
A computer scientist specializes in the theory of computation and the design of computational systems.
Computer Science
Wikipedia
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5Artificial Intelligence
Artificial Intelligence (A.I.)
Computer Science (CS)
H2O.aiAn ideal "intelligent" machine is a flexible rational agent that perceives its environment and takes actions that maximize its chance of success at an arbitrary goal.
Wikipedia
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6Machine Learning
Machine Learning (ML)
Artificial Intelligence (A.I.)
Computer Science (CS)
H2O.ai
The study and construction of algorithms that can learn from and make predictions on data.
Wikipedia
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7Overview
Machine Learning (ML)
Artificial Intelligence (A.I.)
Computer Science (CS)
H2O.ai
Deep Learning (DL)Another family of algorithms
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Why Now? - Data, Compute Power, Algorithms
are commodities
- Growth of unstructured & structured data is exploding
- Increasing competition in business
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9State of AI today
Today’s A.I. can simulate human behavior, butonly for the tasks it was programmed for.
It’s just very good at some board games. And at driving cars. And at speaking any language. And at handwriting. And at much more, but it doesn’t (yet) generalize to arbitrary capabilities.
It doesn’t care to vote for the next president.It doesn’t care about the NBA playoffs.It doesn’t decide to take a day off to go play golf.
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10 What next? Anything that can be automated will be automated.
Jobs of the past:assembly line work, teller (ATMs), taxi-firm receptionist
Jobs being automated away now:banking, resume matching, driving, language translation, education
Jobs being automated away soon:healthcare, entertainment, design, decoration, software engineering, management, professional gaming, financial planning, auditing, real estate agent
Jobs of the future:professional sports analysis, food & wine reviewer
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Who is H2O.ai?Company Founded in Silicon Valley in 2012
Funded: $75M. Investors: Wells Fargo, NVIDIA, Nexus Ventures, Paxion Ventures
Products • H2O Open Source Machine Learning (14,000 organizations)• H2O Driverless AI – Automated Machine Learning
Leadership Leader in Gartner MQ Machine Learning and Data Science Platform
Team 90 AI experts (5 of the world’s top 100 data scientists with Kaggle Grandmasters)
Global Mountain View, London, Prague, India
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Worldwide Recognition in the H2O.ai Community
Financial InsuranceMarketingHW Vendors
Retail
Advisory & Accountin
g
Healthcare
“H2O.ai's reference customers gave it the highest overall score for sales relationship and overall service and support” - Gartner MQ 2018
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Trial Requests
2260+
3M+Models Built
Open source community Paying Customers Driverless AI
Demand
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H2O.ai is a Leader in the 2018 Gartner Data Science and Machine Learning Platforms Magic Quadrant• Technology leader with most
completeness of vision
• Recognized for the mindshare, partner network and status as a quasi-industry standard for machine learning and AI
• H2O.ai customers gave the highestoverall score among all the vendors for sales relationship and account management, customer support (onboarding, troubleshooting, etc.) and overall service and support
Get the Gartner Magic Quadrant here
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"AI is the fastest growing workload on the planet”
CIOs planning to use machine learning
300%Increase in jobs requiring AI skills
9/10Increase in AI spend year over year
“Demand for AI Talent on the Rise”
“Businesses are preparing for the widespread adoption of machine learning”
200%
AI is Transforming the IT Industry
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Barriers to Enterprise AI adoption
Lack of AI Talent
~100Data science experts in the
world
Time for a data scientist to build a model
Months
Time to Insights slow
Black box models
Lack of Trust in AI
”US alone faces a shortage of 190,000 people with analytical expertise.”
Data is a Team Sport
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Time to Insight
Months to Hours
Driverless AI delivers AI for Enterprise
5 Kaggle Grandmasters
Top 10Data Science Experts Automated
GPU accelerated ML
Trust
Explainability & Transparency
In AI
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Driverless AI Delivers “Expert Data Scientist in a Box”
• Created and supported by world renowned AI experts
• Empowers companies to accomplish AI and ML with a single platform
• Performs the function of an expert data scientist and adds more power to both novice and expert teams
• Details and highlights insights and interpretability with easy to understand results and visualizations
21 day free trial for Driverless AI
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Demo
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Driverless AI Delivers “Expert Data Scientist in a Box”
Automation:• Visualization• Feature Engineering• Model Tuning• Time Series
Deployment:• Automatic Pipelines• Low latency inferencing
Trust:• Explainability and reason codes• Automatic documentation
Enterprise Ready:• Secure – LDAP, Kerberos• Scalable – Scale with GPUs• Support for enterprise data sources
21 day free trial for Driverless AI
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High Speed Data Transfer
9.5x
H2O Driverless AI on IBM Power AI in a Box
Big Data Scale
2.6xMore RAM Max I/O bandwidth
30xGPU Accelerated ML
Integrated Systems Approach
Faster on GPUs
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High Speed Data Transfer
1.5x
H2O Driverless AI on IBM Power AI in a Box
Big Data Scale
2xData Ingest Feature Engineering
5xGPU Accelerated ML
Integrated Systems Approach
Time Series
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H2O Driverless AI Complements IBM Power AI & VisionIBM Power AI delivers
Deep Learning for Images
Sensor
Log
Transactional
H2O Driverless AI is Automatic Machine Learning
Image
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H2O.ai at Capital One: 25 Use Cases
23
Wholesale / Commercial Banking• Know Your Customers (KYC)
Probabilistic Matching Engine for Customer 360 view
• Anti-Money Laundering (AML)Reduce False Positives, Suspicious Activity Report (SAR’s) filing
• Document ClassificationImproved Machine Learning based document classifier, reducing of manual labour.
Card/Payments Business• Application Fraud Prediction
Reduction of Fraudulent Applications
• Transaction Fraud PredictionReduce loss and Improving Customer Experience
• Real-time TargetingImprove Conversions
• Credit Risk ScoringOptimizing credit portfolio
• In-Context PromotionImproving Customer Experience and Conversions
Consumer Banking• Deposit Fraud Prediction
Faster customer access to funds, Improved Customer Experience
• Customer Churn PredictionImproved Customer Retention
• Auto-Loan Credit RiskOptimizing credit portfolio
• Proof of Income PredictionReducing manual labor and verification
• Direct-Mail MarketingMarketing Optimization
Infrastructure• Security CyberlakeWindows Syslog / Domain Generation Algorithm
• Autonomic ComputingImproving operational efficiency of business critical systems.
• Master Data ManagementSingle Master Customer record with Probabilistic Matching Engine
• Model Management & GovernanceModel Management, Documentation
• Tech CollegeTraining and Evangelism
H2O Driverless AI Delivers Value in Every Industry
Matched 10 years of Machine Learning Expertise
Near perfect scores
2.5XPerformance
Outperforms alternative digital marketing
Increased customer satisfaction
“Driverless AI is giving amazing results in terms of feature and model performance “
Venkatesh RamanathanSenior Data Scientist, PayPal
Financial Services
“Driverless AI powers our data science team to operate at scale. We have the opportunity to impact care at large.”
Healthcare Marketing
+6%Accuracy
Martin SteinChief Product Officer, G5
“Driverless AI helped us gain an edge for our clients. AI to do AI, truly is improving our system on a daily basis.”
Bharath SudarshanDirector of Data Science, Armada Health
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Getting Started
• Watch “Democratizing Intelligence” by Sri Ambati, CEO &Founder• Learn how Driverless AI delivers Trust & Explainable AI• Watch this Driverless AI webinar to get started• Attend this training for more technical training• Learn how PayPal is solving fraud with Driverless• Get the 21 day free trial for Driverless AI
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Additional Assets
Executive Brief
DatasheetAI for
Financial Services
Customer case study
And more ….
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The Leaders in AI