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Alec Filios's Projects

academic-data-mining-projects-on-issues-related-to-covid icon academic-data-mining-projects-on-issues-related-to-covid

This repository consists of four Data Mining Academic projects around the topic of Covid19 and its connection to specific metrics such as gpa per capita. Also the projects consist of the relationship between the pandemic and the elections of the US in 2020.

binary-classification-breast-cancer-prediction icon binary-classification-breast-cancer-prediction

Breast cancer is the most common cancer amongst women in the world. It accounts for 25% of all cancer cases, and affected over 2.1 Million people in 2015 alone. It starts when cells in the breast begin to grow out of control. These cells usually form tumors that can be seen via X-ray or felt as lumps in the breast area.

enhancing-npc-behavior-in-video-games-with-ai icon enhancing-npc-behavior-in-video-games-with-ai

This report explores the potential benefits of using artificial intelligence (AI) to enhance non-playable character (NPC) behavior in video games. By leveraging machine learning and data on human behavior, emotions, and social dynamics, game developers can create more realistic NPCs that improve player immersion, storytelling, and replayability..

pokemontcg-deckbuilder-unity3d icon pokemontcg-deckbuilder-unity3d

For this mini project, I created a mobile card deck builder. The app is fully runnable on Android and Windows. The card builder is based on the popular Pokemon franchise and data is retrieved from the publicly available API https://pokemontcg.io/.

proper-angular-application icon proper-angular-application

Internship at Niki Digital Engineering Developed a human resources management application, considering the working time of the company's employees. The purpose of the app was to achieve better scheduling and task assignment. The implementation was developed on Angular 8 with MongoDB as a Database.

training-intelligent-game-agents-through-competitive-reinforcement-learning icon training-intelligent-game-agents-through-competitive-reinforcement-learning

This diploma thesis deals with the implementation of a simulation in three dimensions, in which there exist some agents. These agents are trained to perform specific tasks. Using the Unity3d platform in conjunction with the ml-agents library provided, we construct a simulation environment suitable to carry through the needs of our training requirements. The technique of artificial intelligence used is reinforcement learning, one of the branches of the broader concept called machine learning.

vue3-tetrashapes-a-tetris-like-game icon vue3-tetrashapes-a-tetris-like-game

Welcome to Vue3 TetraShapes! Enjoy a fun and straightforward Tetris-inspired game built with Vue 3. Arrange vibrant shapes, clear lines, and challenge yourself. Easy drag-and-drop controls make it accessible for everyone.

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