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Maja Namyslowska's Projects

applied-deep-learning icon applied-deep-learning

The implementation of several deep learning models and techniques using PyTorch. Concepts include: Polynomial Regression via Gradient Descent, Vision Transformers with Custom Data Augmentation and Ablation Study on Model Modifications.

applied-machine-learning icon applied-machine-learning

The implementation of multiple machine learning concepts, including: decision trees and ensemble methods such as bagging and boosting, implementation of the CART algorithm, the application of linear and kernel-based Support Vector Machines using PyTorch.

full-stack-web-application-for-ucl-ixn-project-management icon full-stack-web-application-for-ucl-ixn-project-management

Due to confidentiality agreements and privacy considerations associated with this project, the details and files related to the implementation are not publicly accessible. This measure ensures the integrity and security of proprietary information and client data as the project progresses towards deployment.

humanitarian-management-system icon humanitarian-management-system

This repository contains the Humanitarian Management System, a Python-based application developed using object-oriented programming principles to enhance resource distribution and information management across refugee camps.

image-segmentation-through-self-supervised-learning icon image-segmentation-through-self-supervised-learning

Investigating the potential of self-supervised learning for semantic segmentation by comparing MaskContrast with supervised SegNet, using PyTorch. Explored impacts of test/validation ratio and masking methods on performance.

online-auction-system icon online-auction-system

This repository contains the SQL and PHP-based online auction system, designed for the trading of clothing items. The system focuses on security, efficiency, and scalability in database design and application functionality.

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