Tom J Muthirenthi Email & Phone Number

Bengaluru, Karnataka, India

• Worked on productionizing the Price Elasticity model pipeline by implementing Linear Programming and linear optimization techniques.• Lead the MLOps team and has worked on AWS Batch, AWS Sagemaker, Lambda, S3 to run batch jobs in Amazon Web Services (AWS).• Developed data pipelines with pandas, numpy, and pyspark transformations using Google Cloud Dataproc, BigQuery, and BigTable to perform batch data computations.• Migrated existing pipeline from Airflow to VertexAI. Created Datasets, Feature Store, Model Registry, Online Predictions and Model Endpoints.• Designed and implemented a CI/CD pipeline for a Kubernetes-based microservices architecture, reducing deployment time and increasing overall system reliability.• Deployed MLFlow server for experiment tracking and data collection for Store Traffic Forecast Model.

Thiruvananthapuram Area, India

• Improved and designed NLP models for Classification, Topic Modelling & Text Summarisation.• Developed a Model Serving Pipeline that can integrate multiple models to serve multiple prediction requests using REST APIs.• Collect, clean, validate data, prepare it for training.• Good knowledge of Neural Networks: RNN and LSTM, Attention, Coverage and Pointer Mechanisms• Experienced in working with CI/CD pipelines and using them to put ML Models into production.

Coimbatore Area, India

Applied rules on Data Lake over seven staging layers for identifying Risky Claims in the Insurance industry.Created a Classification Model that can handle imbalanced Data sets.Applied Pyspark and Hive-QL for rule validations, and Sqoop for ingestion.Validated the derivations of Commission Schedules for Upfront and Trials in the Data Store.Ensured Data completeness, Data transformations, and Data Quality in the warehouse after each load.

Chennai Area, India

Validated and Analysed transaction Data for Merchant Reporting Portal (A revenue analysis application).Implemented SQL queries to cover the entire data pre-processing cycle to implement the reporting.Cleaned and transformed data for downstream analytics pipeline.

Bachelor Of Technology (B.Tech.), Computer Science And Engineering

Sslc, Computer Science