Instructional Video5:32
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - ANOVA - Basics and Assumptions

Higher Ed
This video illustrates the analysis of variance, where we will look at the use of this variance in our dependent variables.
Instructional Video7:33
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Residual, MSE, and MAE

Higher Ed
This lesson will teach us an intuitively understandable matrix for how our regression works.
Instructional Video1:19
Curated Video

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

Higher Ed
This is a practice exercise to implement a hypothesis testing that we have explored comprehensively so far.
Instructional Video6:13
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Significance Level and P-Value

Higher Ed
After learning about hypothesis testing, we will now understand the significance level of a hypothesis.
Instructional Video1:13
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Introduction-Synopsis of hypothesis testing

Higher Ed
This is a brief synopsis of hypothesis testing and what you will learn about in this section.
Instructional Video16:39
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Poisson Distribution

Higher Ed
We will look at another important distribution named after the French mathematician, Simeon Denis Poisson.
Instructional Video15:50
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Binomial Distribution

Higher Ed
This video will look at the most important probability distribution applicable in real life, the binomial distribution and the binomial coefficient.
Instructional Video7:32
Curated Video

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

Higher Ed
In this video, we will understand the central limit theorem intuitively. We will explore this concept online using the onlinestatbook.com webpage.
Instructional Video7:54
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Law of Large Numbers

Higher Ed
This lesson will explore the famous mathematical law, the law of large numbers, and its misconceptions.
Instructional Video2:45
Curated Video

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

Higher Ed
This video provides an elaborate solution to the expected value concept practice exercise.
Instructional Video1:08
Curated Video

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

Higher Ed
This is a practice exercise to better understand the expected value concept with a practical exercise.
Instructional Video6:43
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Bayes Theorem - Practical Example

Higher Ed
This is a practice exercise to understand better the Bayes theorem concept with a more advanced practical exercise.
Instructional Video3:20
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Solution: Rule of Multiplication

Higher Ed
This video provides an elaborate and detailed solution to the practice exercise of the rule of multiplication concept.
Instructional Video0:40
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Practice: Rule of Multiplication

Higher Ed
This is a practice exercise to understand better the rule of multiplication concepts with a practical exercise.
Instructional Video10:51
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Rule of Multiplication

Higher Ed
In this lesson, we will look at the multiplication rule, which also enables us to calculate the combination of events and the combination of both events.
Instructional Video0:56
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Quick Solution: Rule of Addition

Higher Ed
This video provides a quick solution to the practice exercise of the rule of addition concept.
Instructional Video12:46
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Rule of Addition

Higher Ed
In this video, you will learn about calculating a combination of the probability of two events.
Instructional Video9:50
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Probability Basics

Higher Ed
This lesson will shift our focus from descriptive statistics to a more mathematical probability theory.
Instructional Video8:56
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Normal Distribution

Higher Ed
After understanding the data distribution concept, we will look at the first type, the normal distribution.
Instructional Video9:55
Curated Video

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

Higher Ed
This brief introduction to distribution elaborates on what constitutes data distribution and the kinds of distribution you will learn about.
Instructional Video18:36
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Impact of Scaling and Shifting

Higher Ed
In this video, we will look at the impact of the data changes we make with underlying data in the measures of central tendency or dispersion.
Instructional Video5:04
Curated Video

Statistics & Mathematics for Data Science and Data Analytics - Sample Versus Population

Higher Ed
This lecture will explain the fundamental difference between a sample and a population in statistical data.
Instructional Video3:28
Curated Video

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

Higher Ed
This video is an explanation of the practice lesson/exercise of skewness.
Instructional Video1:22
Curated Video

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

Higher Ed
This is a practice lesson/exercise to better understand the concept of skewness.