Projects

Four flagship builds up top, each with a live demo or source. Below, smaller builds, then everything on GitHub.

4 of 4 projects

On-device MLHealth Hacks @ USF 2025 · 2025

MoodScope

Real-time facial-emotion recognition, quantized for the edge

~33 FPSon-device on a Raspberry Pi 4

Reads emotion from a face in real time on a Raspberry Pi 4, using INT8 quantization to run entirely on the edge so nothing ever leaves the device.

TensorFlow Lite (INT8)Llama 3.2OpenCVRaspberry Pi 4Python
AI · MusicSolo build · 2025

AutoMix

Automatic beat-matched mixing, driven by a learned model

17blend / transition strategies

Blends tracks into one continuous mix, using a dual-stage model to pick the technique and generate the automation curve for each transition.

PyTorchLSTMscikit-learnLibrosaDemucsNumPyPandas
Real-time graphicsSolo build · 2026

Visualizzer

Real-time audio-reactive graphics from live sound

12+audio-reactive styles

Turns live audio into reactive graphics: a 44.1 kHz ingestion pipeline drives 12+ styles on a 2-D canvas, held at a steady 60 FPS.

Web Audio APIGLSLThree.jsWebGL2TypeScript
Systems at scaleFounder & Lead Developer · 2021

COVID-HELP

10,000+ people to live ICU beds and oxygen

10,000+people served · ~99.9% uptime

A platform I founded during India's second COVID wave that connected 10,000+ people to live ICU-bed and oxygen availability.

Node.jsFirebaseREST APIsReal-time

Selected work

Smaller builds across the stack: a compiler, combinatorics research, graphics, an RL agent, and everyday math tooling.

Mathon

  • Compilers
  • LLVM
  • Autodiff
  • Python

A scientific-computing language with a real compiler: parser to AST, LLVM IR via llvmlite, JIT to native code, plus symbolic and automatic differentiation.

isomercount

  • Combinatorics
  • Research
  • Transfer Matrix
  • Python

USF Math & Statistics research: a Python pipeline that computes exact combinatorial counts up to a ~602,000-digit result in under 3 seconds, replacing brute-force enumeration (11 s) with an optimized Transfer Matrix Method (0.24 µs), with WebGL2 shaders and matplotlib validating the structures.

Grassland

  • Unity
  • C#
  • Graphics

Real-time grassland rendering experiments in Unity and C#.

introvertensemble

  • RL / PPO
  • Stable-Baselines3
  • Gymnasium
  • Python

A PPO agent trained in a custom Gymnasium simulator to pick the best seat in a room of introverts, with domain randomization across 128 layouts and an evaluation suite measuring 85% confidence intervals on unseen layouts.

codeformaths

  • Math
  • Python

A growing set of Python scripts for the calculations I reach for most.

Live from GitHub

Pulled live from github.com/saksham-45.
repository
pulling repositories from github.com/saksham-45 …