Ayush Tiwari

untitled

missing-value-imputation-through-scikit-learn-simple-imputer

dashboard-application

missing-value-imputation-using-scikit-library-simple-imputer

# Automated EDA & Bollywood  Movies Data Analysis 

In this notebook. I have use pandas-profiling module for automated EDA of Dataset it gives complete information of dataset.

bollywood-data-analysis-automated-eda

# Data Cleansing Process 2(Measure of central tendency & Measure of central tendency for each class)

# Missing Value Imputation

data-cleaning-2

# Working With Pandas full Tutorials
In this notebook i have described the complete tutorial of python pandas and how to work with it.

python-pandas

# Data Cleansing Process
In this notebook I have described that how can we clean the dataset if it is having lots of NAN values in its columns.

There are five approaches to clean the dataset
1- Ignore nan values (Delete Columns or rows having NAN values)
2- Use Global Constant values in place of nan
3- Measure of central tendency
4- Measure of central tendency for each class 
5- Most Probable values (Machine Learning Algorithms)

