Statistics for Data Science & Business Analytics in Python

سرفصل های دوره

Apply Statistics in Real World Business Problems Using Python. Build a Career in Data Science and Business Analytics.

1 - Getting started

1 - All-codes-and-datasets.zip

1 - Lets get started Download code and Datasets.html

2 - Quick note.html

2 - Python basics

1 - Quiz Python Basics.html

3 - Installing anaconda distribution and Jupyter

4 - Tour of Jupyter notebook

5 - Calculations in Python

6 - Variables in python

7 - Collection data types in python List

8 - Collection data types in python continued Tuples Sets and Dictionaries

3 - Core programming in Python

2 - Quiz Conditional and logical statements in python.html

3 - Quiz Loops and Functions.html

9 - Conditional and logical statements

10 - For and While loops

11 - Functions

4 - Arrays Matrices and data frames

4 - Quiz numpy.html

5 - Quiz pandas.html

12 - Numpy arrays

13 - ndarrays in numpy

14 - Access values from a matrix

15 - Pandas Series

16 - Pandas Data Frames

17 - Data frame manipulation

5 - Introduction to Statistical Data Analysis

6 - Quiz Introduction to statistical data analysis.html

18 - Introduction to Statistical Data Analysis

19 - Variables in Statistical Data Analysis

20 - Population Vs Samples

6 - Data visualization in python

7 - Quiz data visualization in python.html

21 - One way tables

22 - Line Charts and Bar charts

23 - Pie Charts

24 - Two way cross tables

25 - Heat maps

7 - Univariate data analysis

8 - Quiz on Univariate analysis.html

26 - Central tendency measures mean median mode

27 - Dispersion measures range and interquartile range

28 - Histogram

29 - Box plot

30 - Outliers

31 - Variance and Standard deviation

32 - Univariate handson exercise

8 - Bivariate data analysis

9 - Quiz on Bivariate Analysis.html

33 - Introduction to Bivariate analysis

34 - Covariance and Correlation

35 - Bivariate handson exercise

9 - Probability

10 - Quiz on probability.html

36 - Probability theory

37 - Estimating simple probabilities single independent event

38 - Estimating probability in case of two or more events

39 - Conditional Probability

40 - Review the Multiplication law of probability

41 - Bayes theorem

10 - Random Distributions

11 - Quiz on random distributions.html

12 - Quiz on sampling distributions.html

42 - Random Variables and Probability Distribution

43 - Using Probability Distribution to Estimate Probabilities

44 - Normal distribution

45 - Normal Distribution Handson

46 - Tdistribution

47 - Finding actual values from the probability

48 - Sampling Distribution

49 - Central limit theorem handson

11 - Hypothesis Testing Test of Means

13 - Quiz on hypothesis testing.html

14 - Quiz on hypothesis testing.html

50 - Introduction to Inferential statistics and hypothesis testing

51 - Introduction to test of means

52 - Steps for conducting test of means

53 - One sample right tail test

54 - One sample left tail test

55 - One sample two tail T test

56 - Two sample unpaired T test

57 - Two sample paired T test

58 - Errors in hypothesis testing

12 - Analysis of Variance ANOVA

15 - Quiz on OneWay ANOVA.html

16 - Quiz on TwoWay ANOVA.html

59 - ANOVA Introduction

60 - ANOVA Intuition

61 - One Way ANOVA manual computation

62 - One Way ANOVA using python

63 - Two Way ANOVA case 1 Diet Plan

64 - Two Way ANOVA case 2 Movies analysis

13 - Test of proportions

17 - Quiz on test of proportions.html

65 - Introduction to test of proportions and independence using Chisquare test

66 - Chi square test handson

14 - Simple Linear Regression

18 - Quiz on Simple Linear Regression.html

67 - Introduction to Linear Regression

68 - Goodness of fit

69 - Condition for linear regression

70 - Simple Linear Regression Manual method

71 - Simple Linear Regression Using OLS package

15 - Multiple Linear Regression

19 - Quiz on Multiple Linear Regression.html

72 - MLR case

73 - Creating our first MLR model

74 - Improving the MLR model

75 - Another way to build the MLR model

16 - Conclusion

76 - Conclusion.html

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تولید کننده: Udemy