Jiya Singh

The Developer

Computer Science (AI & ML) undergraduate at Marwadi University with a CGPA of 9.1. Skilled in the MERN stack, Python, and applied Machine Learning, with a strong interest in building real-world AI-integrated applications. Passionate about AI safety and open-source. Currently contributing to GirlScript Summer of Code 2026, collaborating with developers, learning emerging technologies, and enhancing practical skills through real-world projects.

Progress Log

Building AI That Takes Action, Not Just Answers

From an AI risk-scoring pipeline, to open-source contributions — every project asks one question: can I make AI useful for a real problem that real people are paying money to solve?

Currently Working

WatchR.ai

Jiya Singh
Fig 1.1: Jiya Singh

Projects

RoomSync

  • Built a full-stack video conferencing app with P2P WebRTC streaming, JWT authentication, and a Socket.IO signaling server.
  • Added screen sharing, in-room chat, mic/camera toggle, and persistent meeting history.
  • End-to-end real-time architecture handling peer connection negotiation, ICE candidate exchange, and session management.
WebRTC Socket.IO MERN JWT
Fig 2.1

AI Risk Mitigation System

  • Three-tier React/Node/FastAPI system with a risk-scoring pipeline for hallucination, bias, toxicity, and PII detection using MedBERT via HuggingFace.
  • Presented at Intellify 3.0, a national-level hackathon, to industry judges.
  • Ongoing enhancement — building production-level AI safety tooling that bridges the gap between theoretical ML and real deployment.
FastAPI MedBERT React AI Safety
Fig 2.2

Graph Gladiators

  • Full-stack web app using React, TypeScript, Node.js, and Python (NetworkX) to analyze and compare graphs via BFS, DFS, and Dijkstra's algorithm.
  • Power Score system based on density, centrality, and connectivity, with an animated battle UI and offline fallback.
TypeScript NetworkX React
Fig 2.3

ExploreX

  • Full-stack travel planning application using Node.js, Express.js, MongoDB, and EJS with Cloudinary for image upload and storage.
  • Developed RESTful APIs for trip data management with a responsive UI and complete CRUD architecture.
Node.js MongoDB Cloudinary
Fig 2.4

Open Source

GSSoC
'26

Contributing to production-level open source codebases under GirlScript Summer of Code 2026 — working across real-time AI streaming, medical imaging data quality, and graph algorithm bug fixes with test coverage..

ArcMindAI

Open Source Contributor — Real-Time AI Streaming

GSSoC 2026
  • Implemented real-time AI response streaming using LangChain's stream() API, Server-Sent Events (SSE), and Next.js — replacing synchronous invoke() calls with incremental token streaming.
Next.js LangChain SSE

NeuroVision

Open Source Contributor — Brain Tumor Detection

GSSoC 2026
  • Performed dataset quality analysis on MRI scans — detecting corrupted images using OpenCV and ensuring data integrity for a brain tumor detection pipeline.
OpenCV EfficientNetB4 Medical Imaging

AegisGraph Sentinel 2.0

Open Source Contributor — Fraud Detection & Graph Algorithms

GSSoC 2026
  • Fixed a DFS bug in detect_circular_transfers() causing duplicate fraud ring cycles due to incorrect visited node tracking — added a regression test to prevent future regressions.
  • Extended _normalize_timestamp() with 8 new formats and wrote 26 unit tests, bringing test coverage from zero to full across all supported input types.
Python DFS Graph Algorithms Unit Testing

Technical Skills

Python JavaScript Java SQL React Node.js Next.js MongoDB Express FastAPI NumPy Pandas Scikit-learn OpenAI API HuggingFace LangChain WebRTC OpenCV Git & GitHub DSA
Python JavaScript Java SQL React Node.js Next.js MongoDB Express FastAPI NumPy Pandas Scikit-learn OpenAI API HuggingFace LangChain WebRTC OpenCV Git & GitHub DSA
Python JavaScript Java SQL React Node.js Next.js MongoDB Express FastAPI NumPy Pandas Scikit-learn OpenAI API HuggingFace LangChain WebRTC OpenCV Git & GitHub DSA

Achievements & Certifications

Intellify 3.0 — National Hackathon

Marwadi University · 2025

Presented the AI Risk Mitigation System to industry judges at this national-level hackathon — a three-tier AI safety platform analyzing generated content for hallucination, bias, toxicity, and PII risks.

IBM — Python for Data Science, AI & Dev

Coursera · Certified

Comprehensive certification covering Python fundamentals, data science toolkits, and applied AI development with IBM's professional curriculum on Coursera.

Microsoft Azure Fundamentals

Microsoft · AZ-900

Certified in core Azure cloud concepts, services, pricing models, and compliance. Also holds Oracle Academy SQL and GeeksforGeeks Generative AI certifications.

Education

Academic
Record

2024 – 2028

B.Tech Computer Science & Engineering

Artificial Intelligence & Machine Learning · Marwadi University, Rajkot

9.1
CGPA / 10.0
Maintaining a 9.1 CGPA across AI/ML-focused coursework while simultaneously shipping production-level projects, contributing to open source, and participating in national hackathons.
✧ ✧ ✧

Open
For
Opportunities

T

he desk is currently open to internships, research collaborations, open source contributions, and AI/ML projects.

Direct Correspondence

Digital Profiles

Draft Message