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H2O Driverless AIDriverlessAI on Power
Nikhil Shekhar
Machine Learning Engineer, H2O.ai
Major products from H2O.ai
● H2O
● Sparkling water
● H2O4GPU
● DriverlessAI
● …
What is DAI
It is automatic machine learning platform that delivers advanced functionality
for data visualization, feature engineering, model interpretability and low-
latency deployment.
Driverless AI - Key Features
• Automatic visualization
• Automatic feature engineering
• Automatic model tuning
• Machine learning interpretability
• Automatic scoring pipeline
• GPU acceleration
• Time series support
• NLP support
DAI Architecture
The Start of DAI + Power install
● One year ago
● Limited distribution of dependencies
● Compiler differences
Distribution on Power + DAI
● RPM and DEB packages
● Docker image
● IBM Cloud Private
TensorFlow on Power
● One of our developers, Patrick Rice worked on compiling
Tensorflow for Power Machines
● Worked with IBM to update Community build of TF
○ Built on Ubuntu 14
○ Supported on RHEL and Ubuntu
● Incorporated IBM’s community build of TensorFlow
○ TF 1.11.0 for CUDA 9.0
● GPU support
● Works out of the box
DriverlessAI Demo
Q&A
Thank You!

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Dai ibm powerai

  • 1. H2O Driverless AIDriverlessAI on Power Nikhil Shekhar Machine Learning Engineer, H2O.ai
  • 2. Major products from H2O.ai ● H2O ● Sparkling water ● H2O4GPU ● DriverlessAI ● …
  • 3. What is DAI It is automatic machine learning platform that delivers advanced functionality for data visualization, feature engineering, model interpretability and low- latency deployment.
  • 4. Driverless AI - Key Features • Automatic visualization • Automatic feature engineering • Automatic model tuning • Machine learning interpretability • Automatic scoring pipeline • GPU acceleration • Time series support • NLP support
  • 6. The Start of DAI + Power install ● One year ago ● Limited distribution of dependencies ● Compiler differences
  • 7. Distribution on Power + DAI ● RPM and DEB packages ● Docker image ● IBM Cloud Private
  • 8. TensorFlow on Power ● One of our developers, Patrick Rice worked on compiling Tensorflow for Power Machines ● Worked with IBM to update Community build of TF ○ Built on Ubuntu 14 ○ Supported on RHEL and Ubuntu ● Incorporated IBM’s community build of TensorFlow ○ TF 1.11.0 for CUDA 9.0 ● GPU support ● Works out of the box
  • 10. Q&A