Data Analysis in Python for Lean Six Sigma Professionals

سرفصل های دوره

Perform Six Sigma Data Analysis using Python like Data Scientists - No Programming Exp Needed - Download Source Files

1 - Welcome

1 - Introduction

2 - Six Sigma Data Analysis covered in Python in this Course

3 - Introduction to Python

2 - Getting started with Python

4 - Installing Python

5 - Getting Started with Jupyter I

6 - Getting Started with Jupyter II

7 - Data Types in Python

8 - Python Packages

9 - Numpy Basics

9 - numpy-practice.html

9 - numpy-practice.zip

10 - GB-Pandas-Data-Frame.xls

10 - Pandas Basics

10 - pandas-practice.html

10 - pandas-practice.zip

11 - Data Clean up using Pandas

11 - pandas-practice.html

11 - pandas-practice.zip

3 - Business Statistics

12 - Descriptive Statistics in Python

12 - Descriptive-Stats.html

12 - Descriptive-Stats.zip

12 - Descstats.xlsx

13 - Descriptive-Stats.html

13 - Descriptive-Stats.zip

13 - Plotting Histogram in Python

14 - Computing Confidence Interval in Python

14 - Confidence-Interval.html

14 - Confidence-Interval.zip

15 - Normality.xlsx

15 - Normality Tests in Python

15 - Normality-practice.html

15 - Normality-practice.zip

4 - Graphical Analysis Methods

16 - Boxplot-practice.html

16 - Boxplot-practice.zip

16 - Creating Box Plots in Python

17 - Stem Leaf Plots in Python

17 - stemleafplot.html

17 - stemleafplot.zip

5 - Assessing Process Capability

18 - Performing Process Capability in Python

18 - ProcessCapa.xlsx

18 - Process-Capa.html

18 - Process-Capa.zip

6 - Performing Hypothesis Tests

19 - Hypo-Practice.html

19 - Hypo-Practice.zip

19 - Perform 1 t Test in Python

19 - SLA1t.xlsx

20 - 2tandpairedt.xlsx

20 - Hypo-Practice.html

20 - Hypo-Practice.zip

20 - Perform 2 t Test in Python

21 - Hypo-Practice.html

21 - Perform Paired t Test in Python

22 - ANOVA.xlsx

22 - Hypo-Practice.html

22 - Perform ANOVA in Python

23 - ChiS.xlsx

23 - Chisquare.html

23 - Chisquare.zip

23 - Perform Chisquare test in Python

24 - Perform 1P Test in Python

24 - proportion-test.html

24 - proportion-test.zip

25 - Perform 2P Test in Python

25 - proportion-test.html

26 - Creating Scatter Diagram in Python

26 - Regression.xlsx

26 - Scatter-Plots.html

26 - Scatter-Plots.zip

27 - Computing Correlation Coefficient in Python

27 - Correlation.html

27 - Correlation.zip

28 - Regression.html

28 - Regression.zip

28 - Regression in Python

7 - Statistical Process Control

29 - Plotting Control Charts in Python

29 - SPC.html

29 - SPC.zip

29 - pyspc-NP.csv

29 - pyspc-P.csv

29 - pyspc-U.csv

29 - pyspc-X.csv

29 - pyspc-XbarR.xlsx

29 - pysp-C.csv

8 - Clear Calls Case Study

30 - Case-Study-Data-XY-for-python-GB.xls

30 - ClearCalls Case Study Overview Python Data Analysis Source Files with solution.html

30 - ClearCalls-Case-Study-2018.pdf

30 - GB-Case-in-Python.html

30 - GB-Case-in-Python.zip

31 - Bonus Lecture Details of our other courses.html

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تولید کننده: Udemy-Training