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Projects that will fundamentally change the world!

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Presentation on theme: "Projects that will fundamentally change the world!"— Presentation transcript:

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
Proprietary and confidential © 2017 Uber Technologies, Inc. All rights reserved. No part of this document may be reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording, or by any information storage or retrieval systems, without permission in writing from Uber. This document is intended only for the use of the individual or entity to whom it is addressed and contains information that is privileged, confidential or otherwise exempt from disclosure under applicable law. All recipients of this document are notified that the information contained herein includes proprietary and confidential information of Uber, and recipient may not make use of, disseminate, or in any way disclose this document or any of the enclosed information to any person other than employees of addressee to the extent necessary for consultations with authorized personnel of Uber.


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