cv
at a glance
Basics
Name | Shreyans Jain |
Label | Data Scientist/ML Researcher |
jshrey8@gmail.com | |
Summary | Self Taught Data Scientist with 8 years of Applied ML work ex, Interested in AI safety and interpretability research. |
Projects
- 2024.01 - Present
Visualize Training
Package for creating visualizations for the Training Dynamics of a Neural Network.
- Package Creation for Visualizing Training Dynamics
- Experiments on Attention rate as a hyperparameter for Generalization Strategies
Work
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2021.07 - 2024.05 Senior Data Scientist
GEP Worldwide
Leading a P2P Pod including multiple products (Invoices OCR, Search, Requisition, Catalog) involving end-to-end product lifecycle management, engineering, software architecture design, machine learning, deployment, product roadmap design & people management which serves lakhs of users per day.
- Custom OCR Invoice Extractor supporting more than 100k invoice formats
- Entity & Intent Detection using prompt engineering on GPT-3.5 models
- Powering the global Item catalog, Category & Supplier Search across the whole platform
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2019.11 - 2021.07 Data Scientist II
Bookmyshow
Contributing to all things ML for Bookmyshow, including building a real time recommender system from scratch, dyanamic pricing solutions and User Engagement Solutions.
- Created the Next-Gen Real Time Centralized Personalization System which captured the Affinity (GLoVe),Collaborative (ALS), Content Similarity (Doc2Vec) and Exploration (Reinforcement Learning) aspects
- Automated Dynamic Pricing Algorithm for Live events and movies
- Created & Deployed an Engagement Score Metric to quantify and measure the ongoing User Engagement on the platform
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2019.01 - 2019.10 Data Scientist - Asst. Manager
Hotstar
- Created a Churn Prediction Model for our Cricket user base
- Created a User Segmentation Model of our customer base
- Created an Email Categorization Model to assist the Customer Support Team
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2016.03 - 2019.01 Consultant
Fractal.ai
- Leading a Inventory Management Solution for Fortune 500 CPG company, involving forecasting, dashboarding and team management
- Created a Text Mining Model to automate the product mapping procedure
- Created a Recommender System using Collaborative Filtering for a Major CPG Company
Volunteer
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2023.05 - 2023.09 Volunteer Contributor
Minari - Farama Foundation
- Contributed to misc features in the Minari Package
- Contributed to the integration of Minari with CleanRL
Education
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2011.08 - 2015.05 Jaipur, India
Interests
AI Safety/Ethics | |
Mechanistic Intepretability | |
AI Alignment |
Reinforcement Learning | |
Multi Agent RL | |
Offline RL |