Data Science

for PPGIa students

This course is taught to masters and doctorate students at PPGIa. During this course, we discuss the following aspects in Data Science:

  • Basic pandas
  • Descriptive statistics
  • Correlation analysis
  • Univariate data analysis
  • Multivariate data analysis
  • Enhanced data visualization
  • Missing data and imputation
  • Dimensionality reduction: PCA and t-SNE
Asset   Link
UCI Datasets   Link
Kaggle   Link
Book References (.zip)   Link
PCA - Explanation (External)   Link
PCA - Youtube (pt-br)   Link