Akash Deep profile photo 1 on Tal

Akash Deep

Data Science at Nykaa | Ex-Swiggy | M.Tech-AI IISc Bangalore

Bengaluru

9+ years of work experience

Nykaa
Apr 20266 mosPresent

Bengaluru

Nykaa
May 20241 yr 11 mosMar 2026

Bengaluru

- Churn Prediction Framework to identify the right time to act on users at risk of churn. - Customer State Transition Models to predict the movement of users from one affluence state to another. - Search - Working on revamping the Query Understanding pipeline to improve candidate generation - Generated product attributes for improving search using Gemini and GPT models.
Swiggy
Nov 20203 yrs 7 mosMay 2024

India

- Formulated POCs for identifying and ranking for explore and exploit intents in listing. - Formulated a novel MAB based solution for ranking of widgets in Swiggy's new homepage * Objectives: addressing relevance, combinations and diversity of the page * Worked closely with the engineering team while leading the implementation efforts. - Trust and Safety - Currently own the Cash on Delivery abuse reduction efforts from DS end. * Working closely with business, product, engineering, finance and analytics stakeholders to drive multiple projects end-to-end * Working with highly unbalanced classes and low volumes of reliable data and rapidly evolving customer behavior * Built solutions for dynamic cart value limits for offering COD option to maximise conversion while keeping cancellation risk in check using uplift modelling. Published a paper on this subject in ECML PKDD 2023. * Coordinated session attribute generation across 6 engineering teams. These session attributes are used to detect anomalous sessions especially among new users. * Built a framework to optimise the cash carrying capacity of delivery executives - Helped optimise the Instamart hub locations using facility location formulation. - Hackathon - First prize winner in an internal hackathon among Swiggy Data Science and Applied Research team * Built an end-to-end flow for a cart-building voice assistant in Swiggy Instamart - objective was to deliver the kirana store experience for users * Built or used open source components wherever possible for modules like ASR, NER, TTS, Search and Ranking and tied them all together to give a hassle-free flow over a span of 3 days with 4 team members.
Swiggy
Nov 20182 yrsOct 2020

Bengaluru, Karnataka, India

- Built domain knowledge inspired solutions for Customer Churn prediction - Worked on the early stages of building a robust experimentation platform for Swiggy - Revamped the listing recommendations charter * Formulation and modeling of listing as point-wise classification, and later other LTR methods * Simple to complex solutions for multiple business objectives in listing - conversion vs delivery cost, different levels of funnel conversion (menu conversions vs cart conversions - MTL), cold start, etc. * Working on complex engineering challenges like huge data volumes, cost-effective inference strategies, monitoring and alerts on business and model metrics, and RCAs on escalations. * Delivered significant business impact and DS improvement over this period.
Swiggy
Jun 20185 mosOct 2018

Bengaluru, Karnataka, India

- Built different customer segments to help the growth team run targeted ads on Facebook - Studied discounting with a PhD Scholar and worked on Uplift Modelling to identify the right users to offer discounts and cut down discounting costs.
Swiggy
Jul 20176 mosDec 2017

Bengaluru Area, India

- Deliver useful business insights around customer ordering patterns - Built ETA prediction models using different boosting and bagging methods - Built a simulation tool using Anylogic to visualise the order assignment logic in action - Built a simulation tool in Python to visualise traffic at different stages in users' app journey modelled using State Transition Matrix
Enactus
May 201611 mosMar 2017

BITS Pilani Goa Campus

Apr 20161 yrMar 2017

Goa, India.

Quark has been a wonderful experience in the past two years. Teamwork and leadership are the core values that I learnt here. In my role as Head, Workshops and CSR I had the following accomplishments: • Managed a team of over 60 students. • Increased revenue while decreasing expenditure substantially compared to previous editions • Improved workshop quality by bringing companies in like Mathworks, TI, NVIDIA, Zerodha etc. to deliver workshops. • Organised multiple nation-wide Blood Donation-cum-Organ Donation - RED campaigns across India. • Secured UNESCO Patronage for the festival 'whY Chromosome' - a Women Empowerment Campaign.

Akash’s AI Stack

claude code
claude code
codex
codex
gemini
gemini
kiro
kiro
langchain
langchain
huggingface
huggingface

Education

Indian Institute of Science (IISc)

Master's degree, Artificial Intelligence

Indian Institute of Science (IISc)

20212 yrs2023
Birla Institute of Technology and Science, Pilani - Goa Campus

Bachelor's Degree, Electrical and Electronics Engineering

Birla Institute of Technology and Science, Pilani - Goa Campus

20144 yrs2018

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Headline

Data Science at Nykaa | Ex-Swiggy | M.Tech-AI IISc Bangalore

About

Data Scientist at Swiggy. Trying to solve problems across domains like recommendations, customer profiling and discounting in the e-commerce industry.

Location

Bengaluru

AI stack

claude code

codex

gemini

kiro

langchain

huggingface

Work experience

Staff Data Scientist at Nykaa, Apr 2026 - Present · 6 mos, Bengaluru

Data Scientist III at Nykaa, May 2024 - Mar 2026 · 1 yr 11 mos, Bengaluru, - Churn Prediction Framework to identify the right time to act on users at risk of churn. - Customer State Transition Models to predict the movement of users from one affluence state to another. - Search - Working on revamping the Query Understanding pipeline to improve candidate generation - Generated product attributes for improving search using Gemini and GPT models.

Data Scientist II at Swiggy, Nov 2020 - May 2024 · 3 yrs 7 mos, India, - Formulated POCs for identifying and ranking for explore and exploit intents in listing. - Formulated a novel MAB based solution for ranking of widgets in Swiggy's new homepage * Objectives: addressing relevance, combinations and diversity of the page * Worked closely with the engineering team while leading the implementation efforts. - Trust and Safety - Currently own the Cash on Delivery abuse reduction efforts from DS end. * Working closely with business, product, engineering, finance and analytics stakeholders to drive multiple projects end-to-end * Working with highly unbalanced classes and low volumes of reliable data and rapidly evolving customer behavior * Built solutions for dynamic cart value limits for offering COD option to maximise conversion while keeping cancellation risk in check using uplift modelling. Published a paper on this subject in ECML PKDD 2023. * Coordinated session attribute generation across 6 engineering teams. These session attributes are used to detect anomalous sessions especially among new users. * Built a framework to optimise the cash carrying capacity of delivery executives - Helped optimise the Instamart hub locations using facility location formulation. - Hackathon - First prize winner in an internal hackathon among Swiggy Data Science and Applied Research team * Built an end-to-end flow for a cart-building voice assistant in Swiggy Instamart - objective was to deliver the kirana store experience for users * Built or used open source components wherever possible for modules like ASR, NER, TTS, Search and Ranking and tied them all together to give a hassle-free flow over a span of 3 days with 4 team members.

Data Scientist at Swiggy, Nov 2018 - Oct 2020 · 2 yrs, Bengaluru, Karnataka, India, - Built domain knowledge inspired solutions for Customer Churn prediction - Worked on the early stages of building a robust experimentation platform for Swiggy - Revamped the listing recommendations charter * Formulation and modeling of listing as point-wise classification, and later other LTR methods * Simple to complex solutions for multiple business objectives in listing - conversion vs delivery cost, different levels of funnel conversion (menu conversions vs cart conversions - MTL), cold start, etc. * Working on complex engineering challenges like huge data volumes, cost-effective inference strategies, monitoring and alerts on business and model metrics, and RCAs on escalations. * Delivered significant business impact and DS improvement over this period.

Business Analyst at Swiggy, Jun 2018 - Oct 2018 · 5 mos, Bengaluru, Karnataka, India, - Built different customer segments to help the growth team run targeted ads on Facebook - Studied discounting with a PhD Scholar and worked on Uplift Modelling to identify the right users to offer discounts and cut down discounting costs.

Data Science Intern at Swiggy, Jul 2017 - Dec 2017 · 6 mos, Bengaluru Area, India, - Deliver useful business insights around customer ordering patterns - Built ETA prediction models using different boosting and bagging methods - Built a simulation tool using Anylogic to visualise the order assignment logic in action - Built a simulation tool in Python to visualise traffic at different stages in users' app journey modelled using State Transition Matrix

Advisor at Enactus, May 2016 - Mar 2017 · 11 mos, BITS Pilani Goa Campus

Head, Workshops and CSR at Quark 2017, Apr 2016 - Mar 2017 · 1 yr, Goa, India., Quark has been a wonderful experience in the past two years. Teamwork and leadership are the core values that I learnt here. In my role as Head, Workshops and CSR I had the following accomplishments: • Managed a team of over 60 students. • Increased revenue while decreasing expenditure substantially compared to previous editions • Improved workshop quality by bringing companies in like Mathworks, TI, NVIDIA, Zerodha etc. to deliver workshops. • Organised multiple nation-wide Blood Donation-cum-Organ Donation - RED campaigns across India. • Secured UNESCO Patronage for the festival 'whY Chromosome' - a Women Empowerment Campaign.

Education

Master's degree, Artificial Intelligence, Indian Institute of Science (IISc)

Bachelor's Degree, Electrical and Electronics Engineering, Birla Institute of Technology and Science, Pilani - Goa Campus