1. Projects that will fundamentally change the world!
Luming Wang, Uber Engineering

2. What Will Be The Core IP Of A Company In The Era Of AI?

3. Data + Models

4. Data + Models

5. Integrated Platform
Data is a gold mine; platform is a tool to mine the data “gold.”
Open source frameworks are shovels; Integrated platforms are excavators
More data demands better data platforms and more computing power
Optimized platforms boost data utilization efficiency by factors of
Most companies have no other choices but cloud platforms, which are one size fits all.

6. End-to-End Data Requirements

7. A Typical Machine Learning Platform

8. Future of Machine Learning
Quote from Jeff Dean
Today Machine Learning = ML experts + Data + Compute Power
Future Machine Learning = Data X Compute Power
Future Machine Learning for public =
Open Data + Pre-trained Models + Compute Power

9. Big Data Access
Easy access to big data is as important as easy access to modern transportation
Speed up innovation with easy and low cost access to necessary data
Fully leverage big data

10. Data Store

11. Open Data
Data cataloging, storage, fast IO, data processing, and easy integration
Data collection: Pull model => Push model
Foundation for mainstream AI

12. Thank you! luming.wang@uber.com 360-809-0522

13. Proprietary and confidential © 2017 Uber Technologies, Inc
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