Driverless AI - Introduction and Live Demo
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H2O.ai is an AI company founded in 2011 with around 90 employees based in Mountain View, CA. They are a leader in the Gartner Magic Quadrant and are VC funded including by NVIDIA. Their Driverless AI software can automate the entire machine learning process from data preparation to deployment of models in just a few hours, compared to months for experts. It provides automatic data visualization, outlier detection, model interpretation and regular updates.
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Driverless AI - Introduction and Live Demo
- 1. Driverless AI Introduction and Live Demo Webinar 04/11/2018 Arno Candel, CTO H2O.ai, Inc. @arnocandel
- 3. • Founded in 2011 • ~90 employees • Mountain View, CA • VC funded (incl. NVIDIA) • Open-Source Culture H2O.ai is a Leader in the Gartner Magic Quadrant
- 4. Shortage of Data Scientists
- 6. 2 months for Grandmasters — 2 hours for Driverless AI single run, fully automated: 2h on DGX Station! 6h on PC Driverless AI: 13th place in private LB at Kaggle (out of 2926) Driverless AI: top 1% in BNP Paribas Kaggle competition
- 7. Automatic Visualization Scalable outlier detection (no sampling) Contains novel statistical algorithms to only show “relevant” aspects of the data (coming soon: automated data cleaning)
- 8. Machine Learning Interpretation Gain confidence in models before deploying them!
- 10. Driverless AI - Rapid Release Cycles http://docs.h2o.ai/driverless-ai/
- 11. Live Demo