darshan-analytics / Data-mining-assignment-2

Data Cleaning, K-means algorithm , PCA, Elbow method, auto encoder for the given set of data

Data Mining Assignment 2

DARSHAN RAMCHANDRA DESAI [B00816526]: CS 535 Introduction to Data Mining (Section 2)

##Important Things There are two text files and two python files included. assignment2.py contains the question number one to five . autoencoder.py contains question number six to run this file tensorflow environment is needed to install. Cluster starts from 0 - 4. Clusters are not renamed with the index. Solution is in assignment2(sol).pdf file.

Installation

Use the package manager pip to install the following packages.

python -m pip install numpy
python -m pip install matplotlib
python -m pip install pandas
python -m pip install statsmodels
python -m pip install sklearn
python -m pip install --upgrade tensorflow
python -m pip install keras

for python3 use the following commands

python3 -m pip install numpy
python3 -m pip install matplotlib
python3 -m pip install pandas
python3 -m pip install statsmodels
python3 -m pip install sklearn
python3 -m pip install scipy
python3 -m pip install --upgrade tensorflow
python3 -m pip install keras

Usage

Compile the code by using the following command

python3 assignment2.py
python3 autoencoder.py