Data Analysis with Python

Data Analysis with python required step by step understanding of concepts that begins with idea of python language . In python idea of fundamental tools like loop, if else,array data types like list, array and disctionary will be discussed with problem solving . 

concept of packages to be used like numpy, pandas, matplotlib, seaborn , sklearn which are to be used in data analisys will be discussed first.

1. statistical functions like anova, Ttest , zscore etc.

2. Concept of Outlier and how to handle it . 

3. Data Visualization

4. EDA with python with csv files and excel files .

5. Descriptive Data Analysis with python functions and packages .

6. data mining concept

7. supervised and unsupervised Algorithms explanation with examples .

8. implementation of predictictive Analysis algorithms 

9. concept of Time Series with real life examples .

10. Example of Prescritive Analysis .. 

11. Deep learning . extensive neural network concept discussion along with projects .

12. audio file analysis with example 

Every concept is discussed with extensive examples. 
students are advised to install Anaconda .