AI

This repository contains some basic problems of Artificial Intelligence.

• Problem 1 directory contains the solution to some simple problems simple problems described here.

• Problem 2 directory contains the solution to the problem of searching for communities in a graph with the Greedy method (more details about the problem are here).

• Problem 3 directory contains the solution to the searching for communities in a graph problem but it's solved with a genetic algorithm (GA). More about the problem here.

• Problem 4 direcotry contains the solution to the TSP problem in a graph solved with an evolutionary algorithm. The problem detailes.

• Problem 5 directory contains the solution to the TSP problem in a graph solves with an ACO (ant colony optimisation) algoritm. The problem detailes.

• Problem 6 directory contains the solution for a regression problem where I used the least squares method for predicting what makes people happy. More detailes here.

• Problem 7 directory contains the solution for evaluating the Problem 6 results. More detailes here.

• Problem 8 directory contains the solution for a logistic regression problem where I had to predict the type of Iris flower based on petal and sepal sizes. More detailes here.

• Problem 9 directory contains the same problem solution as the last one but with diferent loss functions. More detailes here.

• Problem 10 directory contains the solution for the flower problem, what digit is in the photo solved with an Neural Network algirithm. More detailes here.

• Problem 11 directory contains the solution for a spam/ham mail classification solved with a kMeans algorithm. More detailes here.

• Problem 12 directory contains the solution for an emotion classification with an CNN algorithm and help from the EmoPy model. More detailes here.

• Problem 13 directory contains the solution for an emotion classfication based on text. More detailes here.