λ RESUME / DOSSIER
Resume
Last updated: 2026-09-24
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This is the one-page machine learning engineer version, current as of the date above. MSc Computer Science at Lakehead University from September 2026; open to part-time and contract ML work, roughly 20 to 24 hours a week during term, remote or in the Barrie to Toronto corridor. To start a conversation, use the contact form or email tirtheshjani@gmail.com.
What you will see
Production work at metricHEALTH Solutions Inc. (April 2024 to June 2026): FHIR R4B data systems and MLOps on GCP. Two completed sole-author manuscripts (May 2026, Zenodo deposits, arXiv submission pending) on stellar-classifier interpretability and structured-FHIR versus LLM-narrative retrieval. The Tech Titans youth STEM program at Barrie Public Library. Education and named references on request.
Capabilities
Languages
PythonSQLTypeScriptC++R
ML & interpretability
PyTorchscikit-learnLightGBMHugging Face TransformersTreeSHAPpermutation importanceinterventional masked-feature ablationpaired-bootstrap confidence intervals
Generative AI & retrieval
Vertex AI (Gemini 2.5 Flash / Pro)Retrieval-Augmented Generation (RAG)FLAN-T5 fine-tuningstructured-output promptingschema-constrained JSON
MLOps & cloud
GCPGKE AutopilotDockerFastAPIGitHub ActionsWorkload Identity FederationMLflowDVC
Data & healthcare
FHIR R4Bfhir.resourcesPostgreSQLBigQueryApache SparkHDF5 / ParquetAstropy
Education
MSc Computer Science (AI specialization, thesis route)
September 2026 onward
Lakehead University · Barrie, ON
Ontario College Graduate Certificate, AI Design and Implementation
2021 to 2022
Georgian College · Barrie, ON
Georgian ScholarDean's List
Ontario College Graduate Certificate, Big Data Analytics
2022 to 2023
Georgian College · Barrie, ON
Georgian ScholarDean's List
Bachelor of Science, Physics (Major) & Mathematics (Minor)
2017 to 2020
Mithibai College, University of Mumbai · Mumbai, India
Certifications
July 2025
Google Advanced Data Analytics Professional Certificate
Google / Coursera
June 2024
Google Data Analytics Professional Certificate
Google / Coursera
Prefer to skim?
The About section has the long-form bio, flight plan, awards, and testimonials. Projects has the case studies, and Now has what I am working on this week.