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A journey of data-driven Product from Concept to POC to MVP to Product

Sat, 27 Apr 2019 11:00AM - 1:00PM
Rs 500
193 people viewed this event.
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Please Note: 

1. Early Bird Ticket price available until 11 pm on 25th April. After that price will be Rs 600

2. We have a special discount for students. Email a copy of your student id to avail the same

3. This is a beginner to intermediate level talk


About the speaker: 

Manish Jawa, Engineering Manager at Flipkart

He has previously worked at,

  • VMware where he was responsible for enabling virtualization on iOS Application Wrapping
  • Fireeye, IBM Research where he applied machine learning to security
  • Notify. io  
  • 99Acres where he worked on the Price Prediction API


What will be discussed?

1. Problem definition Phase

a. Choosing the right tool

b. Defining the right abstractions


2. Experimentation Phase

a. Data Exploratory Phase

     Formulating right heuristics

     Deriving right insights

b. Model Selection Phase

    Model Experimentation Framework

    Choosing the right measure


3. Development Phase

a. ML Model as production software


4. Deployment Phase

a. ML model in production

b. A/B Testing


5. How much ML is enough for SE

a.  Manish's journey from Systems to ML


Key Learnings:

The lifecycle of a data-driven product

- Exploratory analysis -> Model Selection -> Deploying Model in Prod


Software Engineer > Knowing enough Machine Learning

a. Software Engineer - Applied ML - the sweet spot!

Different Roles: SE vs Data scientist

a. Who does what?


Who should attend?

  • Software Engineers
  • Leads working on ML
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Hiver 1st & 2nd Floor, Nirmala Towers 1496/A, 19th Main, 8th Cross Rd, 1st Sector, HSR Layout, Bengaluru, Karnataka 560102, India
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