The Fifth Elephant 2018

The seventh edition of India's best data conference

Our experiments with food recommendations @Swiggy

Submitted by nitin hardeniya (@noting) on Saturday, 31 March 2018

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Technical level

Intermediate

Section

Crisp talk

Status

Confirmed & Scheduled

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Total votes:  +4

Abstract

Food is a very personal choice. We at Swiggy are obsessed about Customer Experience and want to make food discovery on the platform seamless and a delight for the consumer. So when you fire the Swiggy app, We take your Implicit/explicit feedback to figure out Your Taste Preferences, Your Price Affinity, Single/Group Order, Breakfast/ Late night Cravings and provide a convenient, Simple but highly personalized food ordering experience.

Outline

We want to talk all about Art & Science of Food Discovery @Swiggy. How we use advanced Machine Learning/AI on terabytes of data ( implicit/Explicit Feedback ) everyday, to bring you recommendations that powers Restaurant Feeds, Filter Widgets, Personalized Collections.

We will also be talking about our Journey, Learning and Challenges of building Food Recommendation System.

  • Overview
  • Recommendation @Swiggy
  • Evolution of Recommendation Systems
  • CF & Content Based Methods
  • Learning to rank
  • Understanding Food Catalog
  • Meals Recommendations.
  • Page generation.

Requirements

Basic understanding of Machine Learning, NLP & Interest into Recommendation Systems.

Speaker bio

Nitin is a Senior Data Scientist @Swiggy. He is currently working on Relavence and Discovery. He has over 7 years experience working in companies like Swiggy, Groupon, Fidelity and [24]7-inc. He has worked on variety of business problems across different domain using Machine Learning, Text mining & NLP.

He holds Masters in Computational Linguistics from IIITH. He has 5 patents in the area of customer experience. He is also author of a book on NLP Tookkit “NLTK Essentials”.

https://www.linkedin.com/in/nitinhardeniya/ https://about.me/nitinhardeniya

Slides

https://www.slideshare.net/NitinHardeniya/our-experiments-with-food-recommendations-107732145

Comments

  • 2
    Zainab Bawa (@zainabbawa) Reviewer 8 months ago

    This is an intersting proposal. Look forward to slides.

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