Ravikumar Nalawade
Available for roles

Ravikumar Nalawade

Data Scientist & ML Engineer

I turn raw data into decisions. Building ML pipelines, predictive models, and AI-powered analytics — AWS ML Engineer & Azure Data Scientist certified.

4 Cloud Certs
3+ Yrs Experience
2 Live ML Projects

Live Projects

Deployed, end-to-end ML apps you can open and run — not just slides.

Live Demo

Financial Market Anomaly Detector

Real-time risk monitoring on live market data using an Isolation Forest model, with 7 engineered features (Bollinger Bands, return Z-scores, volume-spike ratios). Interactive Streamlit dashboard with Plotly overlays and a NORMAL / ANOMALY / EXTREME risk table for any ticker.

Isolation Forest · 7 features · live data
Python Isolation Forest Streamlit Plotly
Live Demo

Customer Churn Prediction System

End-to-end churn prediction on a 7K+ Telco dataset with XGBoost, containerized in Docker and served via a FastAPI REST API. Scikit-learn preprocessing pipeline and a live Gradio interface scoring customers into High / Medium / Low risk.

ROC-AUC 0.83 · XGBoost · Dockerized
XGBoost FastAPI Docker Gradio

Experience

Banking, healthcare, and independent ML practice across India and the US.

Independent Data Science Practitioner Remote
PythonDockerFastAPIHugging FaceML Deployment
UI Health Chicago, IL

Business Intelligence Analyst

PythonSQLTableauEDAHealthcare
IDFC First Bank Solapur, India

Data Analyst

TableauMarket Basket AnalysisForecasting
ABC Paradigms Pvt. Ltd. Mumbai, India

Associate — Data Science

K-meansRFM AnalysisA/B TestingScikit-learn

Projects

Selected work across GenAI, data engineering, and healthcare ML.

GenAI

AI Marketing Analytics Tool

Claude-API powered campaign analytics that automates performance diagnosis, budget-reallocation recommendations, and ad-copy generation across multi-channel campaigns.

Claude API · multi-channel
Claude API LLMs Python
Data Engineering

SaaS Analytics Platform

End-to-end analytics-engineering stack — dbt transformations on Snowflake, orchestrated with Airflow, with Python data pipelines modeling a production-style modern data platform.

dbt · Snowflake · Airflow
dbt Snowflake Airflow Python
Healthcare ML

Health Informatics — Risk Classifier

Clinical predictive modeling on patient records using a Random Forest classifier to flag at-risk patients across conditions including lung cancer, breast cancer, and opioid overdose.

78% recall · Random Forest
Scikit-learn Random Forest Healthcare

Skills

The stack I use to build, ship, and monitor models end to end.

Machine Learning

Scikit-learn XGBoost Random Forest Classification Clustering Anomaly Detection Time-Series Forecasting Feature Engineering Hyperparameter Tuning A/B Testing Model Monitoring

GenAI & Deep Learning

LLMs RAG AI Agents Vector Search NLP Hugging Face PyTorch TensorFlow

Languages

Python SQL R

MLOps & Deployment

Docker FastAPI Gradio Streamlit MLflow CI/CD Git/GitHub

Cloud & Data

AWS Azure GCP BigQuery ML Snowflake Spark Hadoop Hive dbt Airflow

Analytics & BI

Tableau Power BI Looker Pandas NumPy Matplotlib

Certifications

AWS- and Azure-verified across ML, architecture, and cloud foundations.

Education

Analytics, financial data science, and engineering foundations.

University of Illinois at Chicago

MS in Business Analytics

National Institute of Securities Markets

PGCM Data Science in Financial Markets

University of Mumbai

BE in Biotechnology Engineering

Let's build something.

Open to Data Scientist, ML Engineer, and AI Engineer roles. Available for full-time and contract work.