Projects

Showcasing impactful projects and technical achievements.


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Convolutional neural network from scratch

Convolutional neural network implemented from scratch in Rust.

from_scratch
deep_learning
first_principle
cnn
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Sound-Based Anomaly Detector

CNN autoencoder detecting industrial machine anomalies from sound, reaching 0.98 AUC vs. a 0.99 AUC research baseline.

Machine Learning
MLOps
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Support Vector Machine from Scratch

Built an SVM in C# using Sequential Minimal Optimization, no external ML libraries, validated on Iris and MNIST.

machine_learning
optimization
first_principle
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NEAT from Scratch

Implemented the NEAT algorithm from scratch and used it to train Flappy Bird and Pong-playing agents.

Machine Learning
Reinforcement Learning
from_scratch
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Principal Component Analysis Deep Dive

Studied the mathematical foundations of PCA and produced a Manim-animated explainer video in my native language.

Machine Learning
Linear Algebra
Educational Content
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Equation Parser & AST in F#

Built an equation parser converting math expressions into an abstract syntax tree, as a hands-on transition from C# to F#.

functional_programming