Lead ML Migration Engineer
Tata Consultancy Services is looking for a Lead ML Migration Engineer to oversee the transition of legacy ML models to the modern Databricks platform. The role involves assessing legacy models, redefining feature engineering in PySpark, and implementing MLOps workflows using MLflow. Candidates must demonstrate deep expertise in both legacy statistical tools and modern cloud-based ML infrastructure. This position requires strong technical leadership to ensure successful model migration, performance benchmarking, and audit-ready delivery.
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Experience
Experience not specified
Function
Engineering
Work mode
Onsite, Singapore
Company
Tier 2
What you will work on
Tata Consultancy Services is looking for a Lead ML Migration Engineer to oversee the transition of legacy ML models to the modern Databricks platform. The role involves assessing legacy models, redefining feature engineering in PySpark, and implementing MLOps workflows using MLflow. Candidates must demonstrate deep expertise in both legacy statistical tools and modern cloud-based ML infrastructure. This position requires strong technical leadership to ensure successful model migration, performance benchmarking, and audit-ready delivery.
TAL's take
The role offers clear technical ownership of an ML migration project at a major global IT services firm.
Highly specific technical migration project with well-defined legacy and modern stack requirements.
Salaries at Tata Consultancy Services
9.2 LPA average
Based on 27 Grapevine salary entries for Tata Consultancy Services.
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4 - 6 years | C1
6 LPA average
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Other roles
6 - 8 years
11 LPA average
Range: 11 - 11 LPA
Must haves
- Proficiency in Python, PySpark, SQL, and R
- Experience with legacy ML platforms like H2O, SAS, or SPSS
- Expertise in Databricks and MLOps workflows
- Ability to perform model validation and statistical comparison
- Experience with model migration and feature engineering translation
Tools and skills
About the company
Established global IT services firm, large scale but considered an IT services company rather than a product-led tech company.
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