Ravikumar C.
Data Scientist & ML Engineer | Google & Microsoft Certified | AI/ML • Python • SQL • PySpark • AWS • Azure • Snowflake | Finance & Healthcare | NLP • MLOps • Model Deployment • Data Storytelling
- Role
- Data Scientist at Morgan Stanley
- Location
- Austin, TX, US
- LinkedIn followers
- 500 followers
About Ravikumar C.
I’m a Senior AI/ML Engineer with 5+ years of experience building production AI systems…
Experience
Data Scientist
Jul 2024 — Present · NY, US
Designed and deployed Monte Carlo simulation models in Python to optimize derivative risk pricing, improving valuation accuracy by 18% and speed by 30%.Developed supervised ML models (XGBoost, Logistic Regression) for equity risk forecasting, increasing prediction accuracy by 17%.Automated model retraining pipelines using PySpark, Azure Databricks, and MLflow, reducing latency by 30% and enabling real-time decision support.Built interactive dashboards with Tableau and Seaborn to visualize market exposure, enhancing trading response times by 20%.Streamlined MLOps workflows using Airflow, Docker, and Git, cutting deployment cycles by 25% in collaboration with quant teams.Integrated anomaly detection using AWS Glue and Athena to strengthen trade surveillance and improve regulatory compliance.Built a Streamlit-Flask app for real-time model monitoring and drift detection, improving audit transparency and governance readiness.Engineered risk reporting pipelines using Snowflake and Redshift, reducing Basel compliance reporting times by 30%.
Education
Texas Tech University
Master's degree
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