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Mahalakshmi Konakanchi

Mid-level AI/ML Engineer specializing in Generative AI and MLOps

micro1University of Texas at AustinArlington, TX4 Years ExperienceMid LevelWorks On-Site

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About

Built and shipped a production RAG assistant using GPT-4, LangChain, and Pinecone/FAISS to search 50K+ institutional documents, with a strong focus on groundedness and hallucination reduction through retrieval optimization and re-ranking. Pairs this with a metrics-driven evaluation/monitoring approach (BLEU/ROUGE, manual sampling, logging) and workflow automation via Airflow, and has experience translating stakeholder needs into iterative AI prototypes.

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Key Strengths

  • Built and deployed a production RAG system over 50K institutional documents
  • Improved retrieval relevance and reduced hallucinations via chunking, embedding tuning, and re-ranking
  • Designed measurable evaluation approach using BLEU/ROUGE plus manual sampling for groundedness
  • End-to-end LLM workflow orchestration with LangChain (retrieval, prompt management, generation)
  • Automated and stabilized ML/data workflows with Apache Airflow (ingestion, feature processing, retraining)
  • Metrics-driven model/retrieval/prompt selection balancing accuracy, latency, and cost
  • Effective collaboration with non-technical stakeholders through iterative prototyping and feedback loops

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Experience

AI EngineerMicro1 · Jan 2025 – Present
Machine Learning EngineerADP Private Limited · May 2022 – May 2023
Full stack DeveloperCognizant · Feb 2020 – Mar 2022

Education

University of Texas at Austinmaster, Computer and Information Sciences (2025)
Geethanjali College of Engineering and Technologybachelor, Computer Science and Engineering (2022)

Skills

A/B TestingAmazon EC2Amazon S3Apache AirflowApache KafkaBashBatch ProcessingBigQueryCI/CDComplianceContainerizationData EngineeringData ValidationDatabricksDocker

Languages

English

Certifications

IBM AI Engineering Professional Certificate - CourseraMachine Learning Specialization - CourseraGenerative AI with Large Language Models - CourseraMLOps Specialization - CourseraDeep Learning with PyTorch - DataCampAdvanced SQL for Data Scientists - LinkedIn Learning

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Typically responds within 24 hours

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Mahalakshmi KonakanchiMid-level AI/ML Engineer specializing in Generative AI and MLOps