Tata Consultancy Services · 14 hours ago
Data Science Architect
Tata Consultancy Services is a leading global IT services, consulting, and business solutions organization. They are seeking a Data Science Architect to collaborate with customer teams, validate machine learning models, and design unit tests for model readiness.
Business Information SystemsConsultingInformation TechnologyIT Management
Responsibilities
Collaborate with the customer team to understand the logic, structure and parameters of the Java-based XGBoost models
Interpret data transformation logic and validate feature pipelines from existing Java implementations
Run Python-converted models on historical datasets and validate output metrics against Java model benchmarks
Collaborate with model validation teams to review performance, consistency and explain metric deviations if any
Design unit tests and validation scenarios to support each migrated model’s readiness for signoff
Ingest model input data from parquet files using PySpark and pandas to reproduce training and scoring workflows
Conduct EDA and spot-check row-level predictions where needed
Qualification
Required
7-10 years hands-on with Python for machine learning – especially XGBoost, scikit-learn and NumPy/pandas
Proficiency in PySpark for reading, transforming and analyzing large datasets stored in parquet
Experience in validating or reverse engineering ML models from business logic or legacy implementation
Exposure to Java-based ML libraries or understanding of how internals map across languages
Hands-on with Python frameworks for meta-modelling libraries
BACHELOR OF COMPUTER SCIENCE
Company
Tata Consultancy Services
Tata Consultancy Services is a business solutions company that specializes on information technology services and consulting.
H1B Sponsorship
Tata Consultancy Services has a track record of offering H1B sponsorships. Please note that this does not
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2025 (7880)
2024 (9690)
2023 (8537)
2022 (11159)
2021 (9813)
2020 (11984)
Funding
Current Stage
Public CompanyTotal Funding
unknown2004-08-25IPO
Leadership Team
Recent News
2026-01-25
Business Standard India
2026-01-25
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