Using Machine Learning First Approach to Build a Product

Season 1 Episode 4

Kartik, a Principal Product Manager & Ravi, a Data Scientist come packed with knowledge & experience of building several distinct products throughout their careers.
Kartik you’ve built a team from a single person to a 20 member team and built Cricket’s first trademarked ML product called “Criclytics” and Ravi you have played a role in automating India’s first robo advisory portfolio models using quantitative analysis and Machine learning.Further, he has worked on influential research on How the Digital identity solves the problem of Financial Inclusion in India.


  1. Role of the speakers in product development.
  2. When to approach ML for the product?
  3. Designing a product roadmap.
  4. Setting up a data infrastructure.
  5. How to interconnect the machine & user journey?
  6. Advice for listeners.

Ketan Gandhi

Product Manager