• Search...

categories: Technology & Innovation

Productivity
SDG 8: Decent Work and Economic Growth
SDG 9: Industry, Innovation and Infrastructure

Data Science Mathematical Dive

Duration: 1 h 48 m / 17 lessons

Level: General

Course Language: Arabic

By the end of this course, you will be able to

  • Understand the basics of probability including joint probability, conditional probability, and Bayes' rule.

  • Determine the use of random variables, distribution, and first-order statistics, and get a simple idea of ​​the values ​​of p, t, and z.

  • Explain the advantages of Linear algebra tools including vectors, matrices, and their operations.

Course details

  • 1 h 48 m/17 lessons
  • Last updated: 27/10/2022
  • Course completion certificate

Course Content

Free lessons

1.

Definition of Probability

5 Minutes
2.

Joint Probability

4 Minutes
1.

Definition of Probability

5 Minutes
2.

Joint Probability

4 Minutes
3.

Independent Events

5 Minutes
4.

Conditional Probability

5 Minutes
5.

Bayes Rule 1

14 Minutes
6.

Bayes Rule 2

4 Minutes
7.

Random Variable

6 Minutes
8.

Normal Distribution

6 Minutes
9.

Mean

7 Minutes
10.

Variance

6 Minutes
11.

Covariance

5 Minutes
12.

P-Value

6 Minutes
13.

How to Calculate the P-value

3 Minutes
14.

Exercises

6 Minutes
1.

Linear Algebra

9 Minutes
2.

Vectors

8 Minutes
3.

Questions

4 Minutes

About this course

This level introduces the mathematical foundations behind data science techniques. It also focuses on probability theory and its applications and covers the basics of linear algebra.

Course requirements and prerequisites

- Graduate of any university (Engineering is not mandatory)

- Previous programming experience of any language is a big plus

- Knowledge of Linear algebra is a big plus

Mentor

Looking for help?