AI, Data & Analytics
Ishita Mehta
Machine Learning Engineer
Reproducible model training and monitored serving workflows.
Professional profile
Machine Learning Engineer with an illustrative 11-year career focused on reproducible model training and monitored serving workflows. Brings together python, pytorch and feature pipelines with practical delivery experience. Selected work below shows the problem, my contribution and the handover material rather than unsupported performance claims.
Professional experience
Machine Learning Engineer
Asterline Applied Intelligence Lab
Responsible for scoped reproducible model training and monitored serving workflows work, coordinating the relevant reviewers and delivery partners.
- Versioned shared transformations and introduced a reproducible training-to-serving package.
- Created a held-out evaluation harness and documented rollback triggers with the product owner.
- Maintained evaluation protocol and made unresolved questions visible before handover.
Machine Learning Engineer
Northmere Applied Intelligence Lab
Supported progressively more complex work in reproducible model training and monitored serving workflows, with a defined review process.
- Used python and mlflow on assigned work; recorded decisions so colleagues could understand the approach.
- Prepared experiment registry and release checklist and incorporated specialist feedback before closing the workstream.
Junior Data Specialist
Cedarfield Applied Intelligence Lab
Built foundations through supported assignments, observation and practical feedback.
- Assisted with pytorch and containerisation, checking work with an experienced reviewer.
- Kept organised work records and developed clear handover habits through supervised practice.