In this repo I collect the most relevant AI related projects I worked on during my Master's Degree in Computational Engineering.
There are 4 main sub-repositories regarding:
- Artificial Intelligence
- Assignment 1: Iterated Local Search for Travelling Salesman Problem
- Assignment 2: Genetics Algorithm (GA) for DeJong Function Optimization (FO)
- Assignment 3: Ant Colony System search
- Assignment 4: The Orienteering Problem with Time Windows
- Machine Learning
- Assignment 1: Ridge Regression, Feature Engineering, Kernel functions, SVM
- Assignment 2: Neural Networks
- Assignment 3: Handwritten Digit Recognition
- Assignment 4: Probabilistic Modeling
- Assignment 5: Reinforcement Learning
- Deep Learning Laboratory
- Assignment 1: Polynomial regression
- Assignment 2: Image classification using CNNs
- Assignment 3: Language models with LSTM: Generation of news titles
- Assignment 4: Conversational model with Transformers
- Advanced Programming Techinques (CNN implemented with C++)
- Handwriting Recognition (MNIST) in C++