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Krishna K

Junior Machine Learning Engineer specializing in multimodal systems and LLMs

Jersey City, NJML Engineer2 years experienceJuniorTechnologyArtificial IntelligenceHealthcare
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About

Built and productionized a domain-specific LLM-powered RAG knowledge assistant at JerseyStem for answering questions over large internal document corpora, owning the full stack from FAISS retrieval and LoRA/QLoRA fine-tuning to AWS autoscaling GPU deployment. Drove measurable gains (28% accuracy lift, 25% latency reduction) and improved reliability through hybrid retrieval, grounded decoding, preference-model reranking, and Airflow-orchestrated pipelines (35% faster runtime), while partnering closely with non-technical stakeholders to define success metrics and ensure adoption.

Experience

ML EngineerJerseyStem
Research AssistantSRM University

Education

University at Buffalo, The State University of New Yorkmaster, Data Science (2024)
SRM University APbachelor, Electronics and Communication Engineering (2022)

Key Strengths

  • Built and deployed production domain-specific LLM RAG system for enterprise document QA
  • End-to-end ownership (ingestion, retrieval, fine-tuning, reranking, AWS GPU autoscaling deployment)
  • Reduced hallucinations via hybrid retrieval, strict document versioning, and grounded decoding with preference-model reranking
  • Improved contextual accuracy by 28% and reduced inference latency by 25%
  • Automated RAG data curation/evaluation with Airflow DAGs, cutting pipeline runtime by 35% and preventing stale embeddings
  • Strong reliability engineering for AI workflows (modular design, layered testing, SLAs, drift/regression monitoring, canary/A-B releases)
  • Effective collaboration with non-technical stakeholders to define metrics, prioritize features, and drive adoption

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Languages

English

Skills

A/B TestingAirflowAmazon BedrockAmazon EKSAmazon LambdaAmazon RedshiftApache BeamApache HiveApache SparkApplied ScienceAutomated Evaluation SystemsAugmented RealityAudio ModelingAWSAzure Machine Learning