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 https://www.youtube.com/watch?v=LrC3mBNG7WU https://www.youtube.com/watch?v=LOJbM0aXZp0 https://github.com/h2oai/perf/tree/master/gtc
36x speedup on DGX-1 vs dual-Xeon https://www.youtube.com/watch?v=4RKSXNfreLE
47x speedup on dual Xeon vs TensorFlow on GPU 150x speedup on DGX-1
H2O.ai Machine Learning Performance 16x speedup on DGX-1 vs dual-Xeon https://www.youtube.com/watch?v=NkeSDrifJdg
Driverless AI for the Digital Brain — Enabled by Fast Model Training Data H2O Customers Business Leaders Visual Model Interpretation Model Fitness Pipeline Driverless AI Feature Engine Auto ML Deploy Deep Learning Algorithms Data Prep Distributed Multi-CPU Multi-GPU H2O Kaggle Grandmasters Model Repository H2O PhDs & H2O Systems Engineers Professors
Preview: R’s data.table coming to Python and GPUs to power Driverless AI https://youtu.be/1yTHSxJ4KL8
Preview: Driverless AI Cockpit H2O.ai Driverless AI for GPUs
H2O Community & Fortune 100 customers H2O.ai Users Companies Using H2O.ai Enbridge Pipelines Delft University of Technology Network A.C. Nielsen Bell Canada Case Western Reserve University Ency For Science Technology and Delhi Technical University(Dce) A1 Telekom Austria Beltelecom 110,000 13,000 Catalina Marketing Research Deloitte AAPT Beyond The Network America Catalina Marketing Oration End-User Numericable Deloitte Services Abovenet Communications Bezeq International- Cect-Chinacomm Communications Energy Sciences Network Deloitte Touche Tohmatsu Services Academic Administrative and Research Network Bh - Tec Cedars-Sinai Health Systems Enom Orporated Deloitte and Touch Regional Consulting Services Academic Computer Centre Cyfronet H Bharti Airtel 91,464 Celgene Oration Ensync Business Solutions Pty Delphon Industries Accelerated Data Works Bibliotheque Nationale De France Center For Governmental Research Entanet International Delta Dental Plan of Michigan Accenture Big Fish Games Centerbeam Enterprise Teaming 9,760 Delta Leasedline Network Accenture Services Bigleaf Networks Central Telegraph Public Joint-Stock Enzu Deluxe Oration Ace Ina Holdings Biglobe Centre De Calcul El-Khawarizmi - Cck Eotvos Lorand University of Sciences Den Networks Ace International Bilink Centre For Advanced Computing Epam Systems Dena Ace Telecom Bimeh Dormitory Sharif University of Centro De Tecnologia Da Informa O Renato Epm Telecomunicaciones E.S.P. Deutsche Telekom Acton Technology Archer Epsilon Data Manement Dba Deutsches Reisebuero Acxiom Oration Bio-Rad Laboratories Ceom Israel Equant Develon Adamo Telecom Iberia Biocontrol 54,163 6,427 Cerfnet Equinox Consulting Dhirubhai Ambani Institute of Information Administracion Nacional De Bisiness Network Jv Cerner Oration Erasmus Mc Dialog Axiata Telecomunicaciones Bite Communications Certara USA Erasmus University Rotterdam Digi Tavkozlesi Es Szolgaltato Admiral Objekt Waesche & Arbeitskleidung Biznet Ceu Ericsson Business Communications Digia 38,257 Adobe Systems Biznet Metronet Cgi Group Ericsson Network Systems Digital Entertainment Adobe Systems India Blekinge Institute of Technology Champaign Telephone Escout Consulting 3,810 Digital Hosting Technology Adsl Maroc Telecom Blue Line Infotech Charles University Espn Digital Network Associates - Franchisee Advanced Cable Communications Blueconnect Charlesbrauer Estate Valuations and Pricing Systems Digital Ocean Advanced Computer Solutions Boingo Wireless Charter Communications Etapa Ep Digital Realm Affecto Bol.Com Bv Chegg Etex Communications Digital River Afrihost-Dynamic Boots UK Retail Chengdu West Dimension Digital Technology Etheric Networks Digital-Entertainment-Industry-Development-Co-- Ainet Telekommunikations-Netzwerk Betriebs Boranet Cheonanjeonhwakukjang Ethio Telecom Zhongshan Zho Air Bank A.S. Borlange Energi Chico Board of Trade Ethz Swiss Federal Institute of Technology Digitalocean Cloud Air Liquide Sa Boston Scientific Oration China Digital Kingdom Technology Zurich Direct Supply Airess Cesko Bouygues Telecom Division Mobile China Education and Research Network Etisalat Lanka (Private) 5 6 w l Discoveries In Sight Akamai Technologies Bouygues Telecom Sa a 1 1 o o 5 6 Chinatelecom Group Beijing Co w l European Bioinformatics Institute a 0 0 Dishnet Wireless Aktia Saastopankki Oy Brain Telecommunication N G 1 1 o 2 2 o 0 0 Chongqing Times Newper Office Evergy N G Distributel Communications 7 Aktiv-I Szolgaltato 2 2 Bright House Networks 1 Chs - Bna Lan 7 Excell Media Disy Informationssysteme 0 Al-Shahad Information Technology Brighthouse Networks Cfl Division 1 2 Chunghwa Telecom Data Communication 0 Diverge Consulting Albert Einstein College of Medicine of Yeshiva 2 Select Reference Customers: “Overall customer satisfaction is very high.” - Gartner
AI in Financial Services IT Infrastructure Wholesale / Commercial Banking • Know Your Customers (KYC) • Security Cyberlake • Anti-Money Laundering • DoS Detection and Protection (AML) • Master Data Management Card/Payments Business Retail Banking • Deposit Fraud • Transaction Frauds • Customer Churn Prediction • Real-time Targeting • Auto-Loan • Credit Risk Scoring • In-Context Promotion
AI in Healthcare Medical Claim Fraud Detection Early Cancer Detection / Oncology Flu Season Prediction Medical Imaging and Diagnostics Drug Discovery Personalized Drug Matching Emergency Room and Hospital Management Product Recommendation Remote Patient Monitoring *AI Healthcare Map from CBInsights
H2O GPU Roadmap GTC Q2 2017 Q3 2017 Q4 2017 FEATURE 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
Want to jump into the deep end? Train Deep Learning Models Using H2O Deep Water Magnus Stensmo, Wen Phan & Arno Candel Thursday, May 11 th 2:00 – 4:00 PM Room LL21A
Recommend
More recommend
