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Data-driven mind in a world of chaos
:dependabot:
Data-driven mind in a world of chaos

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@homiehub

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samhita-kolluri/README.md
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> whoami

name: Samhita Kolluri
role: GenAI Engineer & Researcher
education: MS Data Analytics Engineering @ Northeastern University
location: Open to relocation • Boston | SF Bay Area | Remote

what_i_do:
  I bridge the gap between Data Engineering and Generative AI.
  Specializing in building autonomous multi-agent systems, optimizing
  RAG pipelines for stance-aware retrieval, and implementing MLOps
  practices for production-ready AI solutions.

domains:
  - Multi-Agent Systems (LangChain, AutoGen)
  - RAG Optimization (ChromaDB, Pinecone)
  - MLOps & Data Engineering (MLflow, Airflow, Docker)
  - LLM Fine-tuning (LLaMA-3, GPT-4, BERT)
  - Computer Vision (OpenCV, MediaPipe)

>_ what i build

HOMIEHUB

AI-Powered Housing Platform
Democratizing student housing with bias detection
Processing house listings via MLOps pipeline
Airflow GCP MLflow

► EXECUTE

PHYSIOPRO

GenAI Motion Correction System
Real-time physiotherapy analysis
Snowflake Cortex LLM + DTW algorithm
Snowflake MediaPipe OpenCV
► EXECUTE

SYSTUNE

LLM-Based HPC Autotuning
GPT-4 feedback loops for optimization
30% tuning accuracy improvement
OpenAI API Python HPC Ray
► EXECUTE

AI Research Engineer @ Stellis Labs

Multi-Agent Orchestration & RAG Systems
Contrastive search with stance-aware retrieval
LLaMA-3 fine-tuning + memory layers
LangChain ChromaDB AutoGen
► DETAILS


> history | grep experience

     │────────────────────────────────────────────────────────────────────────► NOW
     │
2025 ├─► MS Data Analytics Engineering @ Northeastern University (Graduated Dec)
     │   GTA: Applied GenAI • Data Storytelling • Curriculum Design
     │   Courses: MLOps • NLP • GenAI w/ LLMs • LLM-based Agents
     │
     ├─► AI Research Engineer Co-op @ Humanitarians AI
     │   Multi-Agent Systems • Memory Layers • LLaMA-3 Fine-tuning
     │
2022 ├─► Senior Data Engineer @ Cognizant
     │   ETL Optimization • Cloud Migration • Pipeline Architecture
     │
2021 ├─► Data Engineer @ Cognizant
     │   PySpark • SQL • Databricks
     │   
     ├─► BTech Computer Science Engineering @ VNRVJIET
     │   Data Structures • Algorithms • Machine Learning • Research Publications
     │
2020 ├─► Research Intern @ Bennett University
     │   CNN Architectures • Computer Vision • Research Papers
     │
◄────┴───────────────────────────────────────────────────────────────────────

>_ tech stack

┌─────────────────────────────────────────────────────────────────────────────┐
│  GENERATIVE AI & LLM ENGINEERING                                            │
│  ────────────────────────────────────────────────────────────────────────── │
│  Multi-Agent Systems (LangChain, AutoGen) • LLaMA-3 Fine-tuning             │
│  RAG Architecture (ChromaDB, Pinecone) • Prompt Engineering • OpenCV        │
├─────────────────────────────────────────────────────────────────────────────┤
│  MLOPS & DATA ENGINEERING                                                   │
│  ────────────────────────────────────────────────────────────────────────── │
│  Apache Airflow • MLflow • Docker • Kubernetes • Model Monitoring           │
│  Snowflake • PySpark • DBT • CI/CD  • GitHub Actions  • Jenkins             │
├─────────────────────────────────────────────────────────────────────────────┤
│  CLOUD & DEPLOYMENT                                                         │
│  ────────────────────────────────────────────────────────────────────────── │
│  GCP (Vertex AI, BigQuery) • AWS (S3, Lambda) • Snowflake Cortex            │
│  Azure (ML Studio, Databricks) • PostgreSQL • MongoDB • Redis • Neo4j       │
├─────────────────────────────────────────────────────────────────────────────┤
│  FRAMEWORKS & LANGUAGES                                                     │
│  ────────────────────────────────────────────────────────────────────────── │
│  Python • SQL • JavaScript/TypeScript • R • FastAPI • Streamlit • React     │
│  PyTorch • TensorFlow • HuggingFace Transformers                            │
└─────────────────────────────────────────────────────────────────────────────┘

> git log --stats

GitHub Stats

sam-git sam-git


📚 Latest Research & Writing

Published Papers

Medium Articles

Guest Lectures & Workshops

  • 🎯 GenAI in Action: From Idea to Prototype - Workshop on LLM workflows & deployment (Nov 2025)
  • 🏆 Hackathon Mentor - Supported 1,300+ participants, 9 workshops, $10K+ prizes (Jul & Nov 2025)
  • 📊 Academic Projects to Research - ISTE seminar for 120+ students at VNRVJIET (Dec 2023)

🎭 Behind The Terminal
  • 🏆 Hackathon Circuit: Building AI solutions under pressure - BrandAI, Voice-operated systems
  • 📚 Learning: Advanced RAG patterns, Multi-agent orchestration, Production LLM deployment
  • Outside Tech: Football (debugging needs cardio), Films, F1 Racing
  • Fuel: Coffee-driven development
  • 🔍 Open to Opportunities: Seeking AI/ML roles where I can build systems that matter

> echo $MESSAGE

╔═══════════════════════════════════════════════════════════════════════╗
║                                                                       ║
║     "Translating complex research into production-ready endpoints"    ║
║                                                                       ║
║      Open for: GenAI Engineering | MLOps | Multi-Agent Systems        ║
║                                                                       ║
╚═══════════════════════════════════════════════════════════════════════╝

Profile Views

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  1. homiehub homiehub Public

    Forked from homiehub/homiehub

    Python 1

  2. PhysioPro PhysioPro Public

    Enhancing Mobility with Generative AI-Driven Motion Correction

    Python 2

  3. contrastive-module contrastive-module Public

    Semantic Retrieval Engine for Contrasting Ideas and Opposing Viewpoints.

    Python 1

  4. nexus-voice nexus-voice Public

    Python

  5. SysTune SysTune Public

    LLM-Based Hardware-Software Parameter Optimization

    Python 1