TU-Data-Science

This repository is about labs and assignments of two cources at taibah university

Data Mining:

 lab1:     Writing mathimatics formula using markedown cell in jupyter notebook
 lab2:     python basics
 lab3:     python OOP
 lab4:     Numpy arrays
 lab5:     EDA - working on dataset - data visualization
 lab6:     PCA
 lab7:     K-Means clustering algorithm
 lab8:     Exercise: calculate the confidence
 lab9:     Bernoulli banive bayes - gaussian naive bayes
 lab10:    Linear regression - logistic regression
 project:  Complete clustering analysis on "facebook live sellers in thailand dataset"

Information Retrival:

 lab1:     Exercises: tokenization - frequency count 
 lab2:     tokenization methods - Dealing with stop words
 lab3:     Regular expressions
 lab4:     Stemming
 lab5:     Similarity measures
 lab6:     Unigram inverted index
 lab7:     Positional index
 lab8:     Compute TF-IDF score in python