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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

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

ai_project

Fanorona Game - 3 AI agent players using Minimax, AlphaBetaSearch and MonteCarloTreeSearch, 3 board size options and 3 difficulty levels.

classification

Experimenting wit k-NN, Logistic Regression, Naive Bayes

clustering-techniques

k-means, DBSCAN, dendograms and hierarquical clustering

computer-vision-detecting-mms-homework

Computer Vision - Detecting M&M's: Homework

constraint-programming

Some exercises using constraint programming (docplex)

crdsteixeira

Config files for my GitHub profile.

dnn-image-classifier

Experimenting with DNN for image classification with keras

dw_project

Data Warehouse creation using Pentaho. Data analysis and insights with Power BI.

fced_project

fdse_db

Python-SQL interface: Creating, populating, acessing/consulting/update database and visualize statistics.

ml_project

A regression problem where ambient air polution related deaths are predicted based on particulate matter air pollutants concentration values

or_project

Scheduling Aircraft Landing problem - Mixed Integer Programming (MIP) and Constraint Programming (CP)

regression

Experimenting with forward selection, k-folds, MLR, Ridge and Lasso

sp_project

Audio signal processing for gender recognition

vpda_project

Migration flux throughout the years in Potugal (2008 to 2021): a visualization project