Seize the opportunity to gain new skills and reshape your career!

Choose a free learning path and get valuable insights from first-rate courses
watching now
4 Students
41 Lessons
Beginner

What Will You Learn?

  • Understand the fundamentals of statistics
  • Understand the probability in data analysis
  • Learn how to work with different types of data
  • Different types of distributions
  • Apply statistical methods and hypothesis testing to business problems

Curriculum

5h 6m
Section 1: Welcome to the Course !
02:17
Section 2: Statistic Basics
36:53
Levels of Measurement
04:13
Measures of Central Tendency
05:11
Population and Sample
11:09
Measures of Dispersion
08:17
Quartiles and IQR
04:52
Section 3: Probability
34:35
Introduction to Probability
04:20
Permutations
04:25
Combinations
03:39
Intersection, Union and Complement
05:00
Independent and Dependent Events
04:30
Conditional Probability
03:02
Addition and Multiplication Rules
05:16
Bayes’ Theorem
04:23
Section 4: Distributions
51:40
Introduction to Distribution
01:24
Uniform Distribution
02:31
Binomial Distribution
08:58
Poisson Distribution
16:58
Normal Distribution
09:50
Skewness
02:57
Standardization and Z Score
09:02
Section 5: Central Limit Theorem
08:56
Central Limit Theorem
08:56
Section 6: Hypothesis Testing
1:30:57
Hypothesis Testing and Hypothesis Formulation
12:06
Null and Alternative Hypothesis
11:40
Important Concepts in Hypothesis Testing
17:11
Exercise 1
05:53
Exercise 2
04:09
Type I and Type II Error
16:02
Students T-Distribution
10:31
Exercises on Students T-Distribution
13:25
Section 7: ANOVA - Analysis of Variance
52:13
ANOVA - Analysis of Variance
13:43
F Distribution
02:18
One-Way ANOVA
10:36
Two-Way ANOVA
09:17
Two-Way ANOVA Exercise
06:50
Two-Way ANOVA with Replication
09:29
Section 8: Regression Analysis
21:55
Linear Regression
07:21
Exercise on Linear Regression
06:14
Multiple Regression
08:20
Section 9: Chi-Square Analysis
07:31
Chi-Square Test
07:31

Description

Requirements

  • Basic knowledge of high school mathematics

About the Instructor

Reviews 1
Students 16
Courses 2

Vijay Gadhave – a professional in Data Science and Software Development with over 5 years’ experience. With an appealing voice and energy for teaching, he’s offering students to follow his lead in the fields where he feels most comfortable.

Data Science is one of the areas where new professionals are constantly in demand. Vijay offers detailed courses where you may learn theory combined with lots of valuable examples from his experience working both as a freelance software engineer, and as an instructor.

On BitDegree, Vijay Gadhave is inviting you to join his courses and learn Python for Data Science, and Statistics for Data Science. In an optimal amount of time, you’ll get a solid introduction to Python programming language, learn the best tools for data analysis and representation. Vijay Gadhave is eager to teach you the fundamentals of statistics so that you get the right foundation before you get deeper into the subject.

Join the relaxed atmosphere of Vijay’s courses and learn some of the newest and most in-demand skills for the modern world.

BitDegree platform reviews

Our students say Excellent
9.5 out of 10
trustpilot logo 1 trustpilot logo