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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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    مدت زمان: 638 دقیقه
    تاریخ انتشار: ۲۸ آذر ۱۴۰۲
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