Paritosh Kumar

Paritosh Kumar Email and Phone Number

Staff Data Scientist @ PepsiCo
Bengaluru, KA, IN
Paritosh Kumar's Location
Bengaluru, Karnataka, India, India
About Paritosh Kumar

Data Scientist with 8+ years of experience in building scalable end-to-end machine learning products⦿ Experienced in Machine learning, Operational research, Deep learning, NLP, Object Detection.⦿ Experienced in designing scalable ML systems for Ads ,Manufacturing, Insurance Travel domain.⦿ Experienced in designing the end-to-end scalable architecture for model deployment with model versioning, drift detection, distributed training.⦿ Solid academic background in machine learning and statistics.⦿ Proficient in Python and most of the data-related packages and cloud platform GCP.AWS⦿ Ability to present insights and communicate with non-data professionals.⦿ My interest is to write blogs & to read a research paper that helps in building meaningful and impactful solutions for the industry.⦿ My blog on the medium has more the 20k views & increasing.This is my Medium Link: https://paritoshkumar-5426.medium.com/Drop me an email/message, if want to discuss anything related to my experience. :)Email: paritoshkumar94@gmail.com

Paritosh Kumar's Current Company Details
PepsiCo

Pepsico

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Staff Data Scientist
Bengaluru, KA, IN
Website:
pepsico.com
Employees:
146948
Paritosh Kumar Work Experience Details
  • Pepsico
    Staff Data Scientist
    Pepsico
    Bengaluru, Ka, In
  • Tide
    Lead Data Scientist
    Tide Jul 2024 - Present
    Bengaluru, Karnataka, India
  • Paytm
    Lead Data Scientist
    Paytm Jun 2022 - Jul 2024
    Bengaluru, Karnataka, India
    As a Lead data scientist at Paytm's digital advertising & Travel vertical that offers innovative solutions .Paytm- Travel •Built and led a comprehensive data science team in Paytm Travel, set up data science infrastructure, and built pipelines for feature engineering, training, deployment, and A/B testing frameworks. Designed the ML system for handling 60 million customers.• ML solution to search rank all the relevant buses for the user based on their behaviour. Trained ML algorithm & provided ranking predictions for 25 million customers, encompassing 0.35 million buses. .Performed AB testing & Increased booking conversion by 20%.•Cancellation Protect Flight: A ML Solution that predicts if a user is eligible for cancellation protect insurance while booking the flight & once after the eligibility also predicts the price of the premium amount. Impact : Turned a loss-making vertical to a profitable one (1 million$ per month) Paytm Ads• Designed a model for audience targeting that segments and targets users similar to those who are high-performing within a given advertiser or category, with the aim of improving campaign results and advertiser return on investment (ROI); ML segments demonstrated approximately 60% higher CTR compared to rule-based segments and increased the platform's CTR by 15%.• Identified customer personas and created cohorts based on behaviours observed on the Paytm app and ads; this initiative provided insights into hidden patterns and differentiated between good/average and active/dormant customers both for first-party data and MOA.• Developed a generative AI (GenAI) proof of concept (POC) for revenue uplift by enhancing an ML model with visual creative and advertiser features using GPT-4 text and vision API; the POC saw an up to a 13% performance gain, which led to significant impressions inventory savings and a potential ~5% monthly revenue increase.
  • Ge
    Data Scientist
    Ge Mar 2020 - Jun 2022
    Bengaluru, Karnataka
    Operated as a Data scientist at a company that is recognised as the global leader in Industry 4.0 •Historical Time to Action: Developed a model to predict the time to take predictive maintenance action for machine related issues using inference modelling. Significantly reduce the resource cost saving by 50%.•Batch Analytics: Developed a product for managing & predicting batch production in the FMCG sector which will help in forecast production planning & resource allocation. Successfully deployed the ML system for world leading FMCG company.•Proficy Csense : Developed an Industrial advanced analytics software for SME with No code Features and presented post sales demo for more than 20 global customers. •Maintenance Interval Optimization : Used optimization algorithm to determine the proper predictive maintenance interval to avoid excessive or insufficient maintenance, which also help in reducing cost & risk.
  • Bharat Light & Power
    Data Scientist
    Bharat Light & Power Apr 2019 - Feb 2020
    ⦿ Build an end-to-end analytical product for steel industry for open casting.⦿ Developed a new algorithm to change the classification threshold of ML models using mixed-integer programming which help us to make models for highly imbalanced datasets.⦿ Developed a failure prediction classification model for steel casting using machine learning models & sucessfullys deployed & setup MLOps system with drift detection features on real-time prediction⦿ Developed a regression model to calculate the convection heat transfer from the steel & using those features build a dynamic threshold model.⦿ Created a object detection model to capture the issues on the blade of the wind turbines. ⦿ Successfully deployed the model with scalable architecture & reduced corrective/reactive maintenance cost by 2 percent of the revenue.⦿ Created CI/CD pipeline with automated performance testing and memory profiling for ML-based algorithms⦿ Created Maintenance Interval optimization: Used optimization algorithm to determine the proper predictive maintenance interval in order to avoid excessive or insufficient maintenance,
  • Unisys
    Associate Software Engineer
    Unisys Jun 2016 - Feb 2019
    Bengaluru, Karnataka
    ⦿ Build an end-to-end analytical product for the US govt to investigate child abuses in the country.⦿ Created an analytical tool for in-depth analysis of location-wise crimes with the unsupervised algorithm.⦿ Created a machine learning model which tried to predict the severity of the case with the past data.⦿ Worked on POC for image captioning for the child portal module.⦿ Created a review system for the Client portal using NLP & deployed the model on the server which helps the team to make the product in a better way for future sprint iterations.⦿ I have worked as a member of the LineSight Data Analytics team of Unisys LineSight products. LineSight is a software for doing intelligence analysis on travelers and air cargo shipment, which reduced asset maintenance costs by 40 percent & mitigated risk.

Paritosh Kumar Skills

Java Hadoop Python Sql C

Paritosh Kumar Education Details

Frequently Asked Questions about Paritosh Kumar

What company does Paritosh Kumar work for?

Paritosh Kumar works for Pepsico

What is Paritosh Kumar's role at the current company?

Paritosh Kumar's current role is Staff Data Scientist.

What schools did Paritosh Kumar attend?

Paritosh Kumar attended Indian Institute Of Information Technology Lucknow, National Institute Of Technology Silchar.

What skills is Paritosh Kumar known for?

Paritosh Kumar has skills like Java, Hadoop, Python, Sql, C.

Who are Paritosh Kumar's colleagues?

Paritosh Kumar's colleagues are Jay Singh, Ann Balonis, Kirsten Tindell, Mary Lee Mckenzie, Brenda Giddings, Larissa Máximo, Jhomar López.

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