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jiyajain23/README.md

Jiya Jain

CSE undergrad @ MSIT · Machine Learning Engineer · RAG, Agentic AI & Deep Learning

Portfolio Email LinkedIn


About

from dataclasses import dataclass, field

@dataclass
class Jiya:
    role: str = "ML Engineer in the making"
    focus: list = field(default_factory=lambda: [
        "natural language processing","retrieval-augmented generation",
        "AI safety & red teaming", "applied deep learning", "DSA"
    ])
    building: str = "hybrid-retrieval RAG systems that actually cite the right page"
    learning: str = "agentic workflows, eval harnesses, inference optimization"
    motto: str = "turn the theory into something that ships"
  • ML Summer Intern at the Airports Authority of India — neural nets from scratch, plus retrieval and latency work on an enterprise RAG system.
  • AI/ML Intern at DomaiynLabs — adversarial red teaming research and a prompt-injection firewall served over FastAPI.
  • LinkedIn CoachIn mentee — selected among the top 100 from 21,000+ applicants, and won the internal hackathon.
  • 9.19 / 10 CGPA, B.Tech CSE @ Maharaja Surajmal Institute of Technology, graduating 2028.

Toolbox

Languages

Python C++ JavaScript

AI / ML

PyTorch TensorFlow Keras scikit-learn LangChain Sentence--Transformers NLTK NumPy Pandas

Data & Vector Stores

ChromaDB FAISS MongoDB SQLite Prisma

Backend & Tools

FastAPI Node.js Streamlit Git Jupyter


Selected work

Project What it is Stack Highlight
Aviation Safety RAG Assistant Hybrid-retrieval assistant over AAI's ATS manual and ATMC circulars Python · LangChain · Llama 3.1 · ChromaDB · Cross-Encoder · Streamlit BM25 + vector + cross-encoder reranking across 670+ pages, with PyMuPDF/RapidOCR ingestion for scanned legacy PDFs and a Pytest regression suite guarding retrieval accuracy
SpeakEZ Real-time AI coaching platform simulating workplace conversations FastAPI · Node.js · Gemini Live API · PyTorch · sentence-transformers · MediaPipe · Prisma Low-latency voice loop plus a multi-modal scoring pipeline — embeddings, speech fluency, acoustic confidence and live MediaPipe nudges — feeding personalized insights
Marketplace Product Image Classifier Large-scale product image categorization Python · TensorFlow · MobileNetV2 110,000+ images across 42 classes (10GB), transfer learning to 72.4% accuracy with imbalance handling that added 5% validation accuracy

Experience

Machine Learning Intern — Airports Authority of India · Jun 2026 – Aug 2026 Benchmarked a custom CNN against transfer learning for image classification, cutting convergence time 5×, and improved an enterprise RAG system with BM25 retrieval, reranking, digital-text detection to skip needless OCR, and lazy-loaded model caching.

AI/ML Intern — DomaiynLabs LLP · Apr 2026 – Jul 2026 Researched adversarial testing for Bayora, an automated red-teaming platform, and shipped a firewall layer: a binary classifier for adversarial prompt detection served through a FastAPI inference backend for real-time LLM protection.


GitHub

GitHub Activity Graph


If you've scrolled this far, you might as well say hi.


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  1. saylo saylo Public

    Python

  2. product_classifier product_classifier Public

    Jupyter Notebook 1

  3. helpful_review_prediction helpful_review_prediction Public

    Jupyter Notebook 1

  4. py-notebooks py-notebooks Public

    Jupyter Notebook

  5. rag-agent-atmc rag-agent-atmc Public

    Jupyter Notebook 3

  6. dsa dsa Public

    C++