CAREER LOG_
AI/Data Engineer
Scotiabank // ON, Canada
• Designed production ADF pipelines (SQL Server, Oracle, Teradata → Synapse) feeding ML feature stores for 3 active modelling initiatives — 10M+ daily records, zero-downtime SLA. • Exposed FastAPI REST endpoints integrating pipeline outputs into AI workflows; maintained 20+ DBT models under Azure DevOps CI/CD, cutting data-prep turnaround ~30%. • Contributed to Databricks Unity Catalog feature store serving 5+ data science teams; Power BI observability dashboards cut mean time-to-detect pipeline failures ~40%.
ML Analyst
Dayforce // ON, Canada
• Built Scikit-Learn classification, regression, and clustering pipelines for HR attrition forecasting; engineered 40+ PySpark features on Databricks, cutting feature pipeline runtime 60%. • Orchestrated ML DAGs via Apache Airflow processing 50M+ records/day at 99.4% reliability; ran A/B tests (95% CI, Cohen's d) validating AI feature uplift for 3 enterprise clients.
ETL Developer
IBM // TS, India
Built enterprise-grade ETL pipelines using Informatica PowerCenter, engineering complex mappings with Joiner, Aggregator, Lookup, and Router transformations across relational and flat-file sources. Designed Power BI dashboards supporting business analytics, performed rigorous ETL testing and SQL validation for data quality assurance, and leveraged Python (Pandas, NumPy) for preprocessing — operating within Agile/JIRA delivery frameworks.
Data Analyst Intern
ICICI Bank // TS, India
Analyzed 45,000+ customer transaction records using SQL and Python to surface trends driving marketing campaign optimization. Prototyped predictive models for customer churn and credit risk, and delivered interactive Power BI and Tableau dashboards for banking KPIs — collaborating cross-functionally to translate data into actionable intelligence on customer behavior and digital banking engagement.