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