Sravan Kumar Reddy

Data Scientist | Machine Learning | Analytics & Risk Systems

About Me

I’m a Data Scientist with 3+ years of experience building predictive models, ML workflows, and analytics systems on large-scale behavioral and financial data. I focus on taking work end-to-end: feature engineering, model training, evaluation, deployment, and monitoring.

Recently, I’ve been working on customer behavior modeling, operational risk insights, KPI design, and experimentation support using Python, SQL, Airflow, Redshift, and Tableau. Previously, I built AML and KYC analytics systems across millions of transactions, including segmentation, anomaly detection, and fast search pipelines for investigations.

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Projects

Customer Behavior & Risk Modeling

Built ML workflows in Python to predict customer behavior, operational risk, and product performance. Engineered behavioral feature sets from millions of events and evaluated models using cross-validation, calibration, and distribution checks.

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AML & KYC Screening Platform

Developed clustering, anomaly detection, and segmentation models in Python/R to improve AML and KYC signal quality across high-volume transaction data. Designed reproducible pipelines with validation layers and audit-friendly outputs.

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Real-time Model Serving + Search

Built Django REST APIs to serve risk scores, feature signals, and model outputs to downstream tools. Optimized PostgreSQL + Elasticsearch for low-latency investigations and added observability for logs, feature distributions, and pipeline health.

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Skills

Python

R

SQL

Supervised Learning

NLP + Feature Engineering

Model Evaluation

Airflow + ETL

Spark

AWS (Redshift, S3, Lambda)

GCP (BigQuery)

Docker + Kubernetes

CI/CD

PostgreSQL

Elasticsearch

Tableau

Matplotlib

Certifications

Contact

Email: sravankr1@outlook.com

LinkedIn: linkedin.com/in/sravankreddy1

GitHub: github.com/iosravan

HackerRank: hackerrank.com/profile/sravankreddych