- Conceptualized, designed and maintained automated MLOps architecture for streamlined model lifecycles.- Managed ML model lifecycle from mlflow experimentation to GCP deployment.- developed custom software to handle model classes from conception to deployment- Custom layer and loss classes- Implemented automated API and Slack integrations for prediction model serving.- Developed CI/CD pipelines for continuous model development and deployment.- Automated ETL workflows to… Show more - Conceptualized, designed and maintained automated MLOps architecture for streamlined model lifecycles.- Managed ML model lifecycle from mlflow experimentation to GCP deployment.- developed custom software to handle model classes from conception to deployment- Custom layer and loss classes- Implemented automated API and Slack integrations for prediction model serving.- Developed CI/CD pipelines for continuous model development and deployment.- Automated ETL workflows to optimize data processing and ingestion- Conducted cloud engineering with Terraform for scalable ML infrastructure.Key Contributions:- Deployed a self-hosted LLaMA2 for automated documentation and counseling support.- Created a multivariate time series transformer for enhanced capacity planning.- Developed a dual-encoder sentence-transformer for accurate suicide risk monitoring.- Implemented a heterogeneous Graph Neural Network for complex suicide risk analysis.- Utilized a Pegasus-based seq2seq architecture for session summarization (later replaced by LLaMA for efficiency). Show less

- applied philosophy as code and politics