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Sri Harsha patallapalli - Founding Machine Learning Engineer in Boston, MA

Sri Harsha patallapalli

Mid-level Machine Learning & Data Infrastructure Engineer specializing in MLOps on AWS

Dextr.aiNortheastern UniversityBoston, MA5 Years ExperienceMid LevelWorks On-Site

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About

Built and deployed a fine-tuned Qwen 2.5 14B model into production at Dextr.ai as the backbone for hotel-operations agentic workflows, running on AWS EKS with Triton and TensorRT-LLM. Demonstrates strong cost-aware LLM engineering (QLoRA, FP8/BF16 on H100) plus rigorous benchmarking/observability (Prometheus, LangSmith) with reported sub-30ms TTNT. Previously handled long-running ETL orchestration with Airflow at GE Healthcare and Lowe's.

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Key Strengths

  • Production deployment of fine-tuned LLM to AWS EKS using Triton + TensorRT-LLM
  • Cost/performance optimization under tight budget using QLoRA and mixed precision (FP8/BF16) on H100
  • Performance benchmarking and observability with Prometheus; achieved sub-30ms TTNT
  • Model quality evaluation using BLEU and perplexity
  • Orchestrated long-running ETL pipelines with Airflow; improved reliability and parallelization
  • Agent workflow tracing and bottleneck analysis with LangSmith (CoT traces, token consumption, latency)
  • Cross-functional collaboration with non-technical cofounder via daily huddles and iterative course-correction

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Experience

Founding Machine Learning EngineerDextr.ai · Dec 2024 – Jun 2025
Data EngineerLowe's · Jun 2021 – Jun 2023
Data Engineering SpecialistGE Healthcare · Aug 2019 – Jun 2021

Education

Northeastern Universitymaster, Artificial Intelligence (2025)
Amrita Vishwa Vidyapeethambachelor, Computer Science and Engineering (2019)

Awards

  • Best in Enterprise Computer Vision - HP & NVIDIA Developer Challenge ($5,000)
  • 2nd Runners - K-GIS Hackathon, Bengaluru Tech Summit (₹100000)
  • Winner - Lema Makeathon 2.0 (₹6000)
  • Winner - GE Digital Industrial IIoT Hackathon (₹100000)

Skills

PythonJavaC++SQLJavaScriptBashRGitDockerKubernetesAmazon EKSTerraformHelmCI/CDGitHub Actions

Languages

English

Certifications

NVIDIA-Certified Associate: Generative AI LLMs

Publications

2 publications

Medical engineering and health informaticsIoT systems for supply chain/quality tracking (perishables)

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Sri Harsha patallapalliMid-level Machine Learning & Data Infrastructure Engineer specializing in MLOps on AWS