Cátia Teixeira's repositories
crdsteixeira
Config files for my GitHub profile.
Advanced-Topics-of-Machine-Learning_GANs_for_Fraud_Detection
Using GANs for Data Augmentation (VGAN, CTGAN, WGAN) for Classification, GANs for Anomaly Detection (WGAN) and Multi-Critic Classifier
Computer-Vision-Detecting-MMs-Homework
Computer Vision - Detecting M&M's: Homework
Advanced-Topics-Intelligent-Systems_Space-Invaders-AI-Agent-DDRQN-and-DDTQN
Using Dueling Deep Recurrent Q-Networks and Dueling Deep Transformer Networks to teach an AI Agent to play Space Invaders by Reinforcement Learning
DW_project
Data Warehouse creation using Pentaho. Data analysis and insights with Power BI.
AI_project
Fanorona Game - 3 AI agent players using Minimax, AlphaBetaSearch and MonteCarloTreeSearch, 3 board size options and 3 difficulty levels.
DNN-image-classifier
Experimenting with DNN for image classification with keras
Constraint-Programming
Some exercises using constraint programming (docplex)
SP_project
Audio signal processing for gender recognition
OR_project
Scheduling Aircraft Landing problem - Mixed Integer Programming (MIP) and Constraint Programming (CP)
Classification
Experimenting wit k-NN, Logistic Regression, Naive Bayes
ML_project
A regression problem where ambient air polution related deaths are predicted based on particulate matter air pollutants concentration values
Regression
Experimenting with forward selection, k-folds, MLR, Ridge and Lasso
Clustering-techniques
k-means, DBSCAN, dendograms and hierarquical clustering
VPDA_project
Migration flux throughout the years in Potugal (2008 to 2021): a visualization project
FDSE_DB
Python-SQL interface: Creating, populating, acessing/consulting/update database and visualize statistics.