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Driverless AI for GPUs Interpretability, Accuracy, Speed Sri - - PowerPoint PPT Presentation
Driverless AI for GPUs Interpretability, Accuracy, Speed Sri - - PowerPoint PPT Presentation
H2O.ai Driverless AI for GPUs Interpretability, Accuracy, Speed Sri Ambati, Arno Candel GTC 2017 Time is the Only Non-Renewable Resource World's Fastest GPU Then and Now Machine Learning in H2O Pit Stops, 1960 to 2013
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https://github.com/h2oai/perf/tree/master/gtc https://www.youtube.com/watch?v=LOJbM0aXZp0
Then and Now…
Pit Stops, 1960 to 2013
Time is the Only Non-Renewable Resource
https://www.youtube.com/watch?v=LrC3mBNG7WU
World's Fastest GPU Machine Learning in H2O
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https://www.youtube.com/watch?v=4RKSXNfreLE
36x speedup on DGX-1 vs dual-Xeon
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150x speedup on DGX-1 47x speedup on dual Xeon vs TensorFlow on GPU
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H2O.ai Machine Learning Performance
https://www.youtube.com/watch?v=NkeSDrifJdg
16x speedup on DGX-1 vs dual-Xeon
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Driverless AI for the Digital Brain — Enabled by Fast Model Training
Data
Visual Model Interpretation
Driverless AI
Pipeline Distributed Multi-CPU Multi-GPU
Model Repository
Feature Engine
Deploy Model Fitness
Auto ML Deep Learning Algorithms Data Prep
H2O Kaggle Grandmasters H2O Systems Engineers H2O Customers Business Leaders H2O PhDs & Professors
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Preview: R’s data.table coming to Python and GPUs to power Driverless AI
https://youtu.be/1yTHSxJ4KL8
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Driverless AI for GPUs
H2O.ai
Preview: Driverless AI Cockpit
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H2O Community & Fortune 100 customers
A.C. Nielsen A1 Telekom Austria AAPT Abovenet Communications Academic Administrative and Research Network Academic Computer Centre Cyfronet H Accelerated Data Works Accenture Accenture Services Ace Ina Holdings Ace International Ace Telecom Acton Acxiom Oration Adamo Telecom Iberia Administracion Nacional De Telecomunicaciones Admiral Objekt Waesche & Arbeitskleidung Adobe Systems Adobe Systems India Adsl Maroc Telecom Advanced Cable Communications Advanced Computer Solutions Affecto Afrihost-Dynamic Ainet Telekommunikations-Netzwerk Betriebs Air Bank A.S. Air Liquide Sa Airess Cesko Akamai Technologies Aktia Saastopankki Oy Aktiv-I Szolgaltato Al-Shahad Information Technology Albert Einstein College of Medicine of Yeshiva Bell Canada Beltelecom Beyond The Network America Bezeq International- Bh - Tec Bharti Airtel Bibliotheque Nationale De France Big Fish Games Bigleaf Networks Biglobe Bilink Bimeh Dormitory Sharif University of Technology Bio-Rad Laboratories Biocontrol Bisiness Network Jv Bite Communications Biznet Biznet Metronet Blekinge Institute of Technology Blue Line Infotech Blueconnect Boingo Wireless Bol.Com Bv Boots UK Retail Boranet Borlange Energi Boston Scientific Oration Bouygues Telecom Division Mobile Bouygues Telecom Sa Brain Telecommunication Bright House Networks Brighthouse Networks Cfl Division Case Western Reserve University Catalina Marketing Catalina Marketing Oration Cect-Chinacomm Communications Cedars-Sinai Health Systems Celgene Oration Center For Governmental Research Centerbeam Central Telegraph Public Joint-Stock Centre De Calcul El-Khawarizmi - Cck Centre For Advanced Computing Centro De Tecnologia Da Informa O Renato Archer Ceom Israel Cerfnet Cerner Oration Certara USA Ceu Cgi Group Champaign Telephone Charles University Charlesbrauer Charter Communications Chegg Chengdu West Dimension Digital Technology Cheonanjeonhwakukjang Chico Board of Trade China Digital Kingdom Technology China Education and Research Network Chinatelecom Group Beijing Co Chongqing Times Newper Office Chs - Bna Lan Chunghwa Telecom Data Communication Delft University of Technology Network Delhi Technical University(Dce) Deloitte Deloitte Services Deloitte Touche Tohmatsu Services Deloitte and Touch Regional Consulting Services Delphon Industries Delta Dental Plan of Michigan Delta Leasedline Network Deluxe Oration Den Networks Dena Deutsche Telekom Deutsches Reisebuero Develon Dhirubhai Ambani Institute of Information Dialog Axiata Digi Tavkozlesi Es Szolgaltato Digia Digital Entertainment Digital Hosting Technology Digital Network Associates - Franchisee Digital Ocean Digital Realm Digital River Digital-Entertainment-Industry-Development-Co-- Zhongshan Zho Digitalocean Cloud Direct Supply Discoveries In Sight Dishnet Wireless Distributel Communications Disy Informationssysteme Diverge Consulting Enbridge Pipelines Ency For Science Technology and Research End-User Numericable Energy Sciences Network Enom Orporated Ensync Business Solutions Pty Entanet International Enterprise Teaming Enzu Eotvos Lorand University of Sciences Epam Systems Epm Telecomunicaciones E.S.P. Epsilon Data Manement Dba Equant Equinox Consulting Erasmus Mc Erasmus University Rotterdam Ericsson Business Communications Ericsson Network Systems Escout Consulting Espn Estate Valuations and Pricing Systems Etapa Ep Etex Communications Etheric Networks Ethio Telecom Ethz Swiss Federal Institute of Technology Zurich Etisalat Lanka (Private) European Bioinformatics Institute Evergy Excell Media
Companies Using H2O.ai
2 1 5 2 1 6 N
- w
2 1 7 G
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l 13,000 9,760 6,427 3,810
H2O.ai Users
2 1 5 2 1 6 N
- w
2 1 7 G
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l 110,000 91,464 54,163 38,257
“Overall customer satisfaction is very high.” - Gartner
Select Reference Customers:
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AI in Financial Services
Wholesale / Commercial Banking
- Know Your Customers (KYC)
- Anti-Money Laundering
(AML) Card/Payments Business
- Transaction Frauds
- Real-time Targeting
- Credit Risk Scoring
- In-Context Promotion
Retail Banking
- Deposit Fraud
- Customer Churn Prediction
- Auto-Loan
IT Infrastructure
- Security Cyberlake
- DoS Detection and Protection
- Master Data Management
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AI in Healthcare
Flu Season Prediction Personalized Drug Matching Medical Claim Fraud Detection Emergency Room and Hospital Management Drug Discovery Remote Patient Monitoring Early Cancer Detection / Oncology Medical Imaging and Diagnostics Product Recommendation
*AI Healthcare Map from CBInsights
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FEATURE
GTC Q2 2017 Q3 2017 Q4 2017
GLM (Single GPU) Python API for training & scoring Python .whl installation file GBM (Single GPU) Inference on GPU (GLM) GLM (Multi GPU - Multiple Models in Parallel) GBM (Multi GPU - Multiple Models in Parallel) Inference on GPU (GBM) k-Means Clustering, Nearest Neighbors - Single GPU PCA (Single GPU) Quantiles (Single GPU) GLM (Multi GPU - Single Model) Sort (Single GPU) GBM (Multi GPU - Single Model) Random Forest (Multi GPU - Single Model) Kalman Filters Sort, Quantiles (Multi GPU) SVM (Single GPU) Connectors to GPU Open AI Data Frames
H2O GPU Roadmap
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