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MOHAMMAD KAIFI

@mohammadkaifi

Manager-I (Scoring & Risk Analytics) at ICICI Bank

Hyderabad, India

https://github.com/mohammadkaifi/kaifi

ICICI BankIndian Statistical Institute

Mohammad Kaifi is a Data Scientist with 3 years of experience in scoring and risk analytics. Currently serving as Manager-I at ICICI Bank, he specializes in developing credit scoring models and customer segmentation algorithms using machine learning. He holds an MTech in QROR from the Indian Statistical Institute and a Bachelor's in Production Engineering.

Experience

Manager-I (Scoring & Risk Analytics)

ICICI Bank

Full Time•Aug 2022 - Present•Hyderabad, India

Redeveloped PL PA Credit Test approach using Decision Tree based algorithm, expecting bf 3.5% marginal increase in monthly offer base count. Build UPI Transactions based Scoring Model using AI generated feature. Identified Low Margin customer using Decision Tree based customer segmentation algorithm basis profitability metrics (CC-PPOP ratio). Performing PL strengthening experiment for NonPA cases by back-testing the sets of strategy.

Management Trainee (Scoring & Risk Analytics)

ICICI Bank

Full Time•Aug 2021 - Jul 2022•Hyderabad, India

Build Liability and Bureau based Scoring model to enhance the offer generation process. Performed Credit Test Experiment for PL PA offer generation and generated a lift of 3% in PA offer base. Build PayU based Scoring Model using PayU scrubbed data to score NTB customer.

Quantitative Research Intern (Asset Management)

Ranial Systems

Full Time•Feb 2021 - Aug 2021•Remote, India

Performed Multi Objective Dynamic Portfolio Optimization to maximize the Return on-Demand. Performed Hypothesis Testing to check whether combination of stock performance and macroeconomic features can be leveraged to achieve better Sharpe Ratio. Build 5-Factor Fama French on rolling basis for a given portfolio.

Education

Indian Statistical Institute

MTech

QROR

May 2021•Grade: 75.15 / 100

Courses: Statistical Method | Operations Research | Business Analyst | Linear Algebra |ML | Probability | Simulation

Jadavpur University

Bachelor

Production Engineering

May 2019•Grade: 7.0 / 10

Licenses & Certifications

CS-229 Course

Andrew Ng

The Data Science Course

Udemy

Complete Python Bootcamp

Udemy

Neural Networks and DeepLearning

deeplearning.ai

Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

deeplearning.ai

NLP with Transformers

Udemy

The complete SQL Bootcamp

Udemy

Skills

Python
TensorFlow
Keras
Pytorch
Pandas
Scikit-learn
Numpy
Matplotlib
C
R
SQL
Machine Learning
Deep Learning
Applied Statistics
Optimizations
Excel
Data Bricks
Fine Tuning LLM