Knowledge Discovery in Dataset

A set of tasks as an introduction to data mining.

• Task 1: Exploratory Data Analysis
• Task 2: Rank the numerical features using ANOVA; PCA and KPCA
• Task 3: Linear Discriminant Functions and KNN
• Task 4: Model Evaluation
• Paper analysis: Replicate the steps followed on a published paper and added improvements on it

Note: Initial folder contains the first project just to initial exploration

Requirements

• ubuntu 20.04
• python 3

Installation

1. Clone of the repository and cd kdd

2. Create a virtual environment:

   1.1 python -m venv venv 1.2 source venv/bin/activate

3. Install the requirementspip install -r requirements.txt

Use jupyter

1. Run: jupyter notebook

2. Open the following address on browser: http://localhost:8888/tree

3. Run: jupyter notebook list

4. Copy the token and paste on http://localhost:8888/tree box to password or token

Authors

• Catarina Silva - catarinaacsilva

License

This project is licensed under the MIT License - see the LICENSE file for details