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AmanSinghNp/README.md
3D Contribution Graph
Snake Animation

Final Year CS Student @ UTS | Building GradStack @ Graduated.io

πŸ† Featured Projects


🧠 Engineering & Research Focus

Leveraging deep learning and algorithmic first-principles to solve complex problems.

πŸ“‰ Seismic Intelligence (ML)

South Asia & Nepal Earthquake Severity Designed a deep learning pipeline to predict earthquake damage severity using spatiotemporal analysis.

  • Tech: PyTorch Geospatial Analysis Pandas
  • Focus: Modeling complex tectonic patterns and regional risk factors.

πŸ‘οΈ Computer Vision Systems

ASL Interpreter AI Built a real-time American Sign Language recognition system using landmark detection.

  • Tech: OpenCV MediaPipe Python
  • Focus: High-performance gesture tracking and interactive systems.

βš›οΈ The Engineering Sandbox

View Repository: Mini-JavaScript-Projects

"What I cannot create, I do not understand." β€” Richard Feynman

This repository contains engine-level implementations built from scratch to demonstrate core computer science concepts. No external physics or game libraries used.

πŸ•ΉοΈ Physics & Engines

  • Ray Casting Engine: Implemented pseudo-3D rendering logic and wall-slice scaling (Wolfenstein 3D style) from scratch.
  • Rigid Body Collision: Custom physics loop handling momentum conservation, elastic collisions, and spatial partitioning.
  • Game Loop Architecture: High-performance requestAnimationFrame loops handling delta-time, state updates, and rendering.

πŸ“Š Applied Math & Visuals

  • Black-Scholes Calculator: Interactive visualization of Option Greeks (Delta, Gamma, Vega) and real-time heatmaps.
  • Audio Intelligence: Real-time frequency analysis (FFT) and audio-reactive particle systems.
  • Geometry Engines: Vector mathematics and coordinate system transformations for generative art.

πŸ› οΈ Languages & Tools


πŸ“Ÿ Workflow & Environment

# I prioritize velocity and system architecture.
Role: "Final Year Student @ UTS"
Work: "Building GradStack @ Graduated.io"
Research: "Seismic Spatiotemporal Analysis"
Environment: "Antigravity + Claude Code (Agentic Workflow)"
Philosophy: "Ship fast, understand the primitives."

Pinned Loading

  1. South-Asia-Earthquake-Severity South-Asia-Earthquake-Severity Public

    ML pipeline for predicting South Asian earthquake damage severity from seismic and regional data.

    Jupyter Notebook 1

  2. Mini-JavaScript-Projects Mini-JavaScript-Projects Public

    Short series of JS projects gradually getting more difficult as I add more projects

    JavaScript 1

  3. ASL-Interpreter-AI ASL-Interpreter-AI Public

    ASL-Interpreter-AI is a real-time American Sign Language (ASL) recognition system built using Python, OpenCV, and MediaPipe. It leverages computer vision and deep learning to detect hand landmarks …

    Python 1

  4. nepal-earthquake-severity-prediction nepal-earthquake-severity-prediction Public

    Safety-critical ML pipeline predicting earthquake severity in Nepal (1990-2026). Achieves 100% recall on 2024+ test data using a hybrid USGS/NSC catalog.

    Jupyter Notebook 1

  5. seismic-linter seismic-linter Public

    Automated temporal causality linter for seismic ML pipelines. Catch data leakage before it ruins your earthquake forecasting model.

    Python 1

  6. torch-friction torch-friction Public

    Differentiable Rate-and-State Friction layers for Physics-Informed Neural Networks (PINNs).

    Python 1