The Fifth Elephant winter edition 2019

Winter edition of India's most renowned conference on big data and data science

One platform to rule it all - ML at scale

Submitted by Siddhant Srivastava (@siddhant0509) on Tuesday, 16 October 2018

videocam_off

Technical level

Intermediate

Section

Full talk

Status

Submitted

Vote on this proposal

Login to vote

Total votes:  +27

Abstract

ML plays a key role at Swiggy from restaurant recommendations to DE assignments. Vidura, ML platform is a group of services that aims to democratize data science experiments through rapid iteration and applying the best engineering practices to the Data science process.

Outline

  1. ML at swiggy
  2. Initial iterations
    • Design consideration
    • Problems
  3. Vidura
    • ML Process
      • Experimentation
      • Productionizing
      • Feature Engineering
      • Maintenance
      • Metrics
      • Outcomes
    • Architecture
      • Reactive design
      • Whats next
    • Democratizing with forecasting and simulation

Speaker bio

Senior Software engineer at Swiggy working on building a scalabale Data Platform and Machine Learning Tooling

Slides

https://docs.google.com/presentation/d/1ujISTm3kJkHQoF5UHwuGP2CkF0iDS-KTY7Tn-H20g6o/edit?usp=sharing

Comments

Login with Twitter or Google to leave a comment