Instructional Video2:09
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Solution: RMSE

Higher Ed
This is the solution to the practice exercise to estimate how well a regression works using the root mean square error method.
Instructional Video1:01
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Practice: RMSE

Higher Ed
This is a practice exercise to estimate how well a regression works using the root mean square error method.
Instructional Video6:25
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Root Mean Square Error

Higher Ed
In this lecture, you will learn another important metric to determine the quality of our regression using the root mean square error method.
Instructional Video12:18
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Coefficient of Determination

Higher Ed
Let's learn more about one significant measure to determine how well our regressions work using the coefficient of determination.
Instructional Video3:20
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Solution: MSE and MAE

Higher Ed
This is the solution to the practice exercise on the mean square error and mean absolute error to check the accuracy of our regression.
Instructional Video0:53
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Practice: MSE and MAE

Higher Ed
This is a practice exercise on the mean square error and mean absolute error to check the accuracy of our regression.
Instructional Video6:37
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Solution: Linear Regression

Higher Ed
This is a solution to the practice exercise on linear regression analysis.
Instructional Video0:32
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Practice: Linear Regression

Higher Ed
This is a practice exercise on linear regression analysis.
Instructional Video7:33
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Solution: Correlation

Higher Ed
This is the solution to the practice exercise on Pearson's coefficient regression analysis.
Instructional Video1:47
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Practice: Correlation

Higher Ed
This is a practice exercise on Pearson's coefficient regression analysis.
Instructional Video10:09
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Correlation Coefficient

Higher Ed
After learning about linear regression and how to calculate the formula for our regression lines, we will now look at the correlation coefficient or Pearson's coefficient.
Instructional Video10:04
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Proportion Testing

Higher Ed
In this lesson, we will work through all the steps of hypothesis testing with an example of proportion testing.
Instructional Video13:29
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - t-test and t-distribution

Higher Ed
In this video, you will learn more about the student's t-test and t-distribution in detail.
Instructional Video5:35
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Solution: Hypothesis Test

Higher Ed
This video provides the solution and explanation to the hypothesis testing practice exercise we worked on above.
Instructional Video19:38
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Performing the Hypothesis Test

Higher Ed
This video elaborates on performing actual hypothesis testing through a demonstration.
Instructional Video10:55
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Excursion: Calculating Sample Size and Power

Higher Ed
After exploring confidence intervals and margin of error, we will now understand how to determine a sample size to reduce the error size caused by the sample size.
Instructional Video14:46
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Confidence Intervals and Margin of Error

Higher Ed
This lesson will explore a confidence interval while estimating the significance level and determining an acceptable margin of error.
Instructional Video5:02
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Type I and Type II Errors

Higher Ed
This video will look at the errors we make while addressing the significance level or determining the probability value, which we classify as type I and II errors.
Instructional Video18:51
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - What Is a Hypothesis?

Higher Ed
In this video, you will learn more about influential statistics and what we do in hypothesis testing.
Instructional Video15:30
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Real-Life Problems

Higher Ed
This lecture will look at real-life examples to understand the probability distributions, mostly the binomial and Poisson distributions.
Instructional Video1:49
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Central Limit Theorem - Exercise

Higher Ed
This is a hands-on practice exercise to understand the central limit theorem concept better with a practical example.
Instructional Video10:56
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Central Limit Theorem - Challenge

Higher Ed
This is a hands-on challenge to understand better the central limit theorem concept with a practical example.
Instructional Video10:08
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Central Limit Theorem - Theory

Higher Ed
In this video, you will learn about a fundamental concept of probability, the central limit theorem. The author explains this comprehensively as the base for the following lectures.
Instructional Video10:50
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Expected Value

Higher Ed
In this lesson, you will learn about an important concept in probability, the expected value or outcome.