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AP
Ayushi Patel
Mid-level Software Engineer specializing in cloud data platforms and serverless ETL
Redmond, WASoftware Engineer II6 years experienceMid-LevelTechnologyCloud ComputingData Engineering
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About
Data/ML engineer from HCLTech who modernized enterprise data by linking fragmented financial and supply-chain data across SAP/SQL Server/Snowflake using NLP entity linking and embeddings (FAISS). Delivered measurable impact including ~40% reduction in manual error-log triage and entity-linking accuracy improvements from ~86% to ~93%, with results surfaced in Power BI for real-time analytics.
Experience
Software Engineer IIHCL America, Inc.
Data Engineer 1Titan Technologies
Jr. Software EngineerKevadiya Inc.
Education
Illinois Institute of Technologymaster, Computer Science (2019)
Nirma Universitybachelor, Information Technology (2017)
Key Strengths
- Built NLP/ML pipeline to connect unstructured business data across SAP, SQL Server, and Snowflake
- Custom entity linking with human-in-the-loop feedback; improved accuracy ~86% to ~93%
- Reduced manual triage time ~40% by classifying error logs with XGBoost and routing automatically
- Entity resolution pipeline (blocking + similarity thresholds) reduced duplicate records by 40%+
- Used embeddings + FAISS vector DB to improve entity linking/search relevance; ~10% precision lift
- Production-grade Python workflows with orchestration (Airflow/ADF), CI/CD, testing, and monitoring
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