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icecold009/README.md

Shaurya Saria

Student software developer in Bengaluru building web applications, full-stack products, and data-driven AI and machine-learning projects.

I like making boundaries visible: what is local, what is simulated, what has been evaluated, and what still needs proof.

Focus: Applied AI · Full-stack products · ML evaluation · Audio systems · Open source

Email      LinkedIn      Kaggle      Portfolio website

Current work

Project Description Stack
Touchscreen Launchpad Local-first browser instrument with reusable kits, sample storage, recording, slicing, scenes, MIDI export, backups, and an offline PWA shell. JavaScript, Web Audio, IndexedDB, PWA
Shaurya Portfolio Editorial portfolio with project case studies, writing, certificates, artwork, and contact flows, hosted on shauryasaria.me. React, Vite, MDX, Vercel
Proofline Local release-readiness tool connecting claims to evidence, with a CLI, browser interface, and JSON, Markdown, or offline HTML reports. Python, evidence manifests, HTML
PatchRipple (in progress) In-progress pull-request impact analysis; main contains a verification baseline, with implementation on a feature branch pending review. GitHub Actions, Git
Daymark Planner (private) Deadline-first planner for tasks, college applications, scholarships, and client work, with backups and calendar exports. Next.js, TypeScript, Cloudflare Workers, D1
Multiclass Imbalance Benchmark Reproducible resampling benchmark for multiclass imbalanced classification, with a completed V1 workflow and local paper candidate; not yet submitted. Python, pandas, scikit-learn, pytest
AIIJC 2026 Preparation (private) Reproducible contest preparation with structured tasks, solvers, submissions, and archived main-stage packages. Python, pandas, scikit-learn
Boundary (private) Local-first cricket scorer with voice input, touch fallback, offline recovery, corrections, and optional hosted sync awaiting verification. React, TypeScript, IndexedDB, Supabase
INFINITEA Booking (private) Reservation pilot with guest confirmation links, cancellations, and protected staff controls for availability and bookings. Next.js, TypeScript, Firebase Admin, Firestore
School Lost and Found (private) School-only lost-property workflow with match review, claims, returns, and privacy-aware evaluation; production integrations remain pending. React, FastAPI, PostgreSQL, pgvector

Hackathons

Project Description Stack
RiskCourt Paper-only options agent with evidence-bound forecasts, calibrated probabilities, and deterministic gates for defined-risk spreads. Python, FastAPI, React, Alpaca API
PolicyLens AI/ML MVP answering questions about labelled synthetic school-policy documents, with evidence or an explicit needs-review state. React, Vite, Node.js
IceCold Sprint Local-first study planner using confidence, importance, and available time, with a five-question quiz to recommend next steps. React, Vite, localStorage
StadiumPulse AI GenAI command center for simulated stadium operations, turning telemetry into grounded alerts while people control every action. Next.js, TypeScript, Supabase, Realtime

Selected projects

Project Description Stack
Audio Recognition Microphone/file recognition with a bounded audio pipeline, Shazam, AcoustID, AudD, and a local constellation-hash backend. Python, Flask, FFmpeg, audio fingerprinting
E-commerce Customer Analytics Reproducible Olist analytics with documented cleaning, revenue and delivery analysis, RFM segments, and customer cohorts. Python, SQLite, pandas, pytest
Token Smart Router · Hackathon submission Visible local/Fireworks model routing for simple and complex prompts; benchmark scoring and execution-based accuracy checks remain future work. React, Vite, Express, Fireworks AI
F1 Championship Forecasting Leakage-safe walk-forward evaluation of pre-season championship forecasts against a previous-season baseline. Python, pandas, scikit-learn
CAIE Past Paper AI PDF parsing and Gemini-assisted analysis to find recurring exam patterns and support targeted revision. Python, pdfplumber, Gemini, Streamlit
Movie & TV Tracker TMDB watchlist and recommender with protected mutations, PostgreSQL/Supabase storage, and transparent recommendation logic. Flask, PostgreSQL, Supabase, TMDB
NextSound Music discovery interface with demo mode and optional Spotify API search. React, TypeScript, Vite, Spotify API
Car Price Predictor Regression pipeline comparing models and supporting batch and single predictions. Python, pandas, scikit-learn, Flask
Face Attendance System Local webcam face recognition and attendance with enrollment, deduplication, and CSV reporting. Python, OpenCV, Flask

See the portfolio for the wider archive of projects, writing, certificates, and experiments.

Open source and learning

Project Description Stack
AI Language Partner Open PR making the FastAPI API portable on Windows, with platform-safe dependencies and functional contract checks. Python, FastAPI, pytest
PaperLocale Merged contribution adding an ecology terminology and evaluation pack for academic PDF translation. Python, terminology packs, evaluation
Hono Open PR adding typed detailed response errors to the client. TypeScript, HTTP clients
Axios Open PR adding a benchmark for nested FormData-to-JSON conversion. JavaScript, Node.js, benchmarks
Node.js Draft PR preserving the underlying filesystem errno in fs.rmSync errors instead of degrading failures to UV_UNKNOWN. C++, Node.js internals
Code Racer (archived fork of webdevcody/code-racer) Archived fork of webdevcody/code-racer, a multiplayer coding game for real-time programming challenges. Next.js, TypeScript, Tailwind, Prisma
Codeforces Grind Ongoing algorithm and competitive-programming practice. Algorithms, data structures
TIL: Today I Learned Running log of CS concepts, algorithms, system design, and lessons from building. Markdown, CS theory
30 Days of AI Learning case study covering prompting, data workflows, automation, agents, and rapid prototyping. AI tools, workflow automation, Markdown
Open Source Practice Interactive practice with GitHub contributions, pull requests, and repository workflows. Git, GitHub, pull requests

Contribution activity

GitHub contribution activity for icecold009

Skills

Languages
Programming languages

Frameworks and libraries
Frameworks and libraries

Data and cloud
Databases and cloud

Tools
Software and tools

Profile refreshed in September 2026.

Pinned Loading

  1. Audio-Recognition Audio-Recognition Public

    A Python DIY Shazam clone that records audio via mic or file, runs FFT analysis to visualise frequency spectrum, and identifies songs using RapidAPI. Returning the title, artist, and album art as o…

    Python 1

  2. f1-championship-prediction f1-championship-prediction Public

    A data science project applying ML and modelling to predict F1 Championship outcomes. Utilises historical race data, driver standings, and constructor performance metrics to generate evidence-based…

    Python 1

  3. face-attendance-opencv-python face-attendance-opencv-python Public

    A fully offline, real-time face recognition attendance system built with Python, OpenCV, and Flask. Detects and identifies registered faces via live webcam feed, automatically marks attendance, and…

    Python 1

  4. movie-tracker movie-tracker Public

    A full-stack movie and series tracking web application powered by the TMDB API. Browse, search, and manage your personal watchlist with rich metadata including ratings, genres, and release info, al…

    Python