2023 · Personal project
Environmental Monitoring System
C++ system pairing SVD-based analysis with machine learning on sensor data
C++SVD / linear algebraMachine learning
An environmental monitoring system written in C++, using singular value decomposition and machine learning to extract signal from noisy environmental sensor data.
Highlights
- SVD for structure: decomposing sensor matrices to separate dominant environmental patterns from noise.
- ML on top: models trained on the reduced representations for detection and prediction.
- C++ throughout: memory-conscious numerical code, not a Python wrapper.
This is the project behind the “C++” on my resume: numerical linear algebra implemented close to the metal.