Applied Statistics in Python and ChatGPT

سرفصل های دوره

Statistics and Hypothesis Testing to Find Insights. Develop Regression Models and Turn Data into Strategic Actions.

1 - Setting up Python Jupyter Notebook and ChatGPT

1 - Install Python and Jupyter Notebook.html

1 - Mac.pdf

1 - Windows.pdf

2 - Instructions-of-setting-up-ChatGPT.pdf

2 - Setting Up ChatGPT for SMART Analysis.html

3 - Download dataset for practice quizzes.html

3 - Extra-Data.xlsx

3 - Extra-Variables.xlsx

3 - sales.xlsx

4 - Instructions for Quizzes IMPORTANT.html

2 - What is Statistical Data Analysis

5 - Understanding the concept of statistical data analysis

6 - Confidence level Significance level and Pvalue

7 - Understanding complete workflow in statistical analysis

3 - Cleaning Data for Statistical Data Analysis

2 - Data Cleaning in Python.html

8 - Importing data file into Jupyter Notebook

9 - Dealing with missing or nan values

10 - Dealing with inconsistent or mistaken data

11 - Managing and assigning correct data types

12 - Identifying and removing duplicate values

4 - Manipulating Data for Statistical Data Analysis

3 - Data Manipulation in Python.html

13 - Arranging and sorting dataset by variables

14 - Conditional filtering eg and or not etc

15 - Merging datasets and adding new variables

16 - Concatenating datasets and adding extra data

5 - Transforming Data into Normal Distribution

4 - Data Transformation.html

17 - Test the normal distribution for numeric data

18 - Square root transformation for normality

19 - Logarithmic transformation for normality

20 - Boxcox transformation for normality

21 - Yeojhonson transformation for normality

6 - Statistical Analysis and Hypothesis Testing

5 - Statistical Data Analysis in Python.html

22 - Frequency and Percentage analysis

23 - Descriptive analysis Mean deviation median etc

24 - One Sample TTest Measure difference as a whole

25 - Independent Sample TTest Measure difference in two groups

26 - Oneway ANOVA Measure difference in two or more groups

27 - Chisquare Test for Independence Association between nominal data

28 - Pearson Correlation Relationship between numeric data

29 - Regression Analysis Measure the influence

7 - Tips Tricks and Resources

30 - Complete.pdf

30 - Confidence.pdf

30 - Other Resources.html

30 - Steps.pdf

30 - Various.pdf

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تولید کننده: Udemy