03 — Projects

Selected Projects

Research, applied ML, and product strategy work.

Bachelor Thesis

Alzheimer Classification from Brain MRI

Pre-trained deep learning models (Vision Transformers, ResNet) with FSL preprocessing and fusion approaches combining classical ML (SVM) with deep features for accurate Alzheimer classification.

PythonPyTorchVision TransformersResNetSVMFSL
Information Retrieval

Web Crawler & Search Engine

HTML crawler that indexes university pages as documents, similarity-based query function, and ranked top-k search results.

PythonInformation RetrievalTF-IDFWeb Crawling
Machine Learning

MNIST — Naive Bayes & Forward Selection

Naive Bayes classifier with forward feature selection on the MNIST dataset, exploring feature relevance and classification accuracy.

PythonNaive BayesFeature Selectionscikit-learn
Pattern Recognition

Linear Discriminant Analysis on MNIST

Implementation of LDA for digit classification on MNIST, including dimensionality reduction and class separability analysis.

PythonLDANumPyscikit-learn
Pattern Recognition

Olivetti Faces — PCA

Face recognition pipeline on the Olivetti faces dataset using PCA for dimensionality reduction and classical learning for classification.

PythonPCAFace Recognitionscikit-learn
Deep Learning / Computer Vision

Mars Terrain Project

A deep learning course project focused on Mars terrain analysis and classification using machine learning and deep learning techniques applied to planetary imagery.

Deep LearningMachine LearningPythonComputer VisionData Analysis
Advanced User Interface / UX

MagicRoom Tangram

An Advanced User Interface course project focused on interactive user experience, interface design, and Tangram-based interaction.

User Interface DesignInteraction DesignHuman-Computer InteractionPrototypingFrontend Development
Startup Product Strategy

Bill-E — Digital Invoicing & Receipt Analytics

Designed a digital invoicing and smart receipt platform for SMB retailers — market analysis, SWOT, business model, retailer dashboard, mobile app, QR-based receipt collection, and loyalty tools.

Product StrategyMarket ResearchSWOTBusiness Modeling
Case Study · Product Strategy Project