This repository is about a lecture which is named "Data Science and Analytics" at Mugla Sitki Kocman University. There are 3 sections:
- Homework
- Midterm
- Final
The homework is about super heroes and their powers, also has 7 questions and the statistical report has to created via RMarkdown.
- Dataset Importation
- Finding a Specific Group
- Removal Specific Values
- Summary Table
- Finding Some Heroes based on Features
- Creation of Tibble and Comparison
- Combination of Two Dataframes and Visualization
The midterm is about intention of online shoppers, also has 3 tasks and the statistical report has to created via RMarkdown.
- Hidden Patterns and Visualization
- Reducing Dimensions using PCA
- Evaluation of Unsupervised Learning Techniques
The final is about creation a pipeline that has 6 sections. Also, the statistical report has to created using dataset which is used in midterm, via RMarkdown. Sections are:
- Data Importation
- Data Exploration
- Preprocessing
- Training Models
- Testing and Comparison
- Prediction