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MK

Senior Data Scientist | Expert in Fraud Detection & Risk Management | Machine Learning Enthusiast

Bengaluru

5+ years of work experience

Goldman Sachs
Dec 2024Dec 2024 - NowPresent

Bengaluru, Karnataka, India

In my current role at PayU Payments, I have spearheaded the development of a comprehensive merchant fraud risk monitoring system, which includes model development, rule design, and performance validation. I have successfully built supervised machine learning models using CatBoost and XGBoost, achieving impressive precision and recall rates. My work involves analyzing vast datasets of merchant transactions to design impactful risk rules, significantly enhancing fraud detection capabilities. Additionally, I have designed a centralized feature store that integrates numerous engineered features, thereby improving the efficiency of model lifecycle workflows across the team. Achievements: My contributions have led to a remarkable 96% recall rate in fraud detection, resulting in monthly savings of approximately 1 Cr. I have also developed an unsupervised fraud detection model that has the potential to save around 2 Cr per month. My efforts in identifying monitoring gaps have reduced losses by 75%, and I have successfully integrated merchant alerts with the CRM system, which has significantly improved response times to high-risk incidents. Furthermore, I received the PayU Payments Data R&R Award for establishing the end-to-end framework of the Merchant Fraud Monitoring System, which has greatly enhanced organizational risk governance.
PayU
Aug 20213 yrs 5 mosDec 2024

Bengaluru, Karnataka, India

MK’s AI Stack

cursor
cursor
gemini
gemini
hugging face
hugging face
githubcopilot
githubcopilot
huggingface
huggingface
ChatGPT
ChatGPT

Education

INDIAN INSTITUTE OF TECHNOLOGY KANPUR

Bachelor of Technology - BTech, Civil Engineering

INDIAN INSTITUTE OF TECHNOLOGY KANPUR

20174 yrs2021

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Headline

Senior Data Scientist | Expert in Fraud Detection & Risk Management | Machine Learning Enthusiast

Location

Bengaluru

AI stack

cursor

gemini

hugging face

githubcopilot

huggingface

ChatGPT

Work experience

Senior Data Scientist at Goldman Sachs, Bengaluru, Karnataka, India, In my current role at PayU Payments, I have spearheaded the development of a comprehensive merchant fraud risk monitoring system, which includes model development, rule design, and performance validation. I have successfully built supervised machine learning models using CatBoost and XGBoost, achieving impressive precision and recall rates. My work involves analyzing vast datasets of merchant transactions to design impactful risk rules, significantly enhancing fraud detection capabilities. Additionally, I have designed a centralized feature store that integrates numerous engineered features, thereby improving the efficiency of model lifecycle workflows across the team. Achievements: My contributions have led to a remarkable 96% recall rate in fraud detection, resulting in monthly savings of approximately 1 Cr. I have also developed an unsupervised fraud detection model that has the potential to save around 2 Cr per month. My efforts in identifying monitoring gaps have reduced losses by 75%, and I have successfully integrated merchant alerts with the CRM system, which has significantly improved response times to high-risk incidents. Furthermore, I received the PayU Payments Data R&R Award for establishing the end-to-end framework of the Merchant Fraud Monitoring System, which has greatly enhanced organizational risk governance.

Data Scientist at PayU, Aug 2021 - Dec 2024 · 3 yrs 5 mos, Bengaluru, Karnataka, India

Education

Bachelor of Technology - BTech, Civil Engineering, INDIAN INSTITUTE OF TECHNOLOGY KANPUR

MK - Senior Data Scientist in Bengaluru | Tal