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snehvora/README.md

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🧠 About Me

class SnehVora:
    role       = "AI/ML Engineer @ Molina Healthcare USA"
    education  = "M.S. Computer Science, NJIT (GPA: 3.9)"
    location   = "Iselin, NJ 🌍"
    experience = "4+ years"
    focus      = ["GenAI", "RAG Pipelines", "Fraud Detection", "LLM Evaluation"]
    looking_for = "ML Engineer · AI Engineer · Backend Engineer"

💼 Experience

🏥 AI/ML Engineer – Gen AI  ·  Molina Healthcare USA  ·  Jan 2025 – Present

  • Built a RAG-based GenAI assistant using LangChain + Azure OpenAI + Azure AI Search → reduced manual lookup time 30%
  • Ingested and chunked 8,000+ healthcare policy pages via PyMuPDF pipelines into Azure Blob Storage
  • FAISS embedding retrieval + metadata filters improved document retrieval accuracy 22%
  • Applied PHI masking, RBAC controls, and guardrails for HIPAA-aligned GenAI usage

🏦 Machine Learning Engineer  ·  Accenture India  ·  Jun 2021 – Nov 2023

  • Fraud detection system analyzing 1M+ BFSI transactions — XGBoost achieving ~0.86 ROC-AUC
  • Engineered 40+ fraud-risk features; Isolation Forest anomaly detection; SMOTE improved recall ~20%
  • Batch scoring automation reduced manual analysis effort ~30%

🛠️ Tech Stack

GenAI & LLM

Azure OpenAI LangChain LangGraph FAISS Hugging Face RAG Prompt Engineering

ML / DL

PyTorch TensorFlow Scikit-learn XGBoost MLflow Pandas NumPy

Backend & Cloud

Python FastAPI Flask Azure AWS Docker PostgreSQL MongoDB Redis


🚀 Featured Projects

Project Stack Highlight
Legal AI Assistant LangChain · FastAPI · Pinecone · RAG 90% faster research · 50K+ daily requests
Smart Inventory Bot LangGraph · SQLite · Redis · Streamlit Natural language → SQL · 100% query complexity reduction
Multi-Agent RL PyTorch · OpenAI Gym Continuous control with pixel inputs
WPInsight Automator Python · Selenium · ETL · DigitalOcean End-to-end content pipeline automation
Waste ML Classifier PyTorch · VGG19 · InceptionV3 CNN transfer learning for waste classification

🎓 Education & Certifications

🎓 M.S. Computer Science — New Jersey Institute of Technology (NJIT) · GPA: 3.9 · Dec 2025

🎓 B.Tech Computer Science — Charotar University of Science and Technology · GPA: 3.36

📜 IBM Certified Data Architect – Big Data  |  ML Course – Wissenaire, IIT Bhubaneswar


📝 Publication

Twitter Sentiment Analysis with TextBlob — IJISRT, Vol. 7, Issue 11, Nov 2022
Designed a pipeline for Twitter data extraction, cleaning, and sentiment classification using Python's TextBlob.


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