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Statistics and Mathematics for Data Science and Data Analytics
Learn statistics & probability for data science and data analysis
Lectures -99
Resources -26
Duration -11 hours
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Course Description
Statistics and Mathematics play an important role if you are aiming for a career in Data Science or Data Analytics. Instead of pursuing a degree in maths, you can use this course as your primary resource to master these crucial concepts. This course by Tutorials Point is designed to equip you with practical knowledge essential to mastering statistics.
Statistics and probability theory often do come across to someone who wants to become a Data Scientist or Data Analyst. Although there is more to Data Science than statistics, knowing the fundamentals can go a long way.
Statistics and Mathematics For Data Science and Data Analytics Overview
This course provides you with the actual knowledge you need in statistics if you work with data. It is taught by an actual mathematician who is also a data scientist. Balancing both, theory and practical real-life examples, the course helps you master the fundamentals of statistics and probability needed in data science and analysis.
The curriculum walks you through the fundamentals of statistics and probability, descriptive statistics, hypothesis testing, regression analysis, and analysis of variance. The course also discusses some advanced regression/Machine Learning techniques such as logistic regressions, polynomial regressions, decision trees, etc.
You will quickly pick up the statistics skills required for a job as a data scientist or data analyst by studying real-world examples.
Who this course is for:
Anyone interested in learning statistics and probability for data science and analysis
Professionals and students who wish to comprehend the necessary statistics for data analysis
Who wants to pursue a career in data science?
Goals
What will you learn in this course:
Learn statistics principles for data science and analytics
Master probability theory and descriptive statistics
Learn Machine Learning techniques such as Decision Forests and Decision Trees
Learn Normal distribution, Poisson distribution, and other probability distributions
Understand type I and type II errors, p-values, and hypothesis testing
Understand correlation, R-Square, RMSE, MAE, coefficient of determination, and more.
Learn about logistic regressions, multiple linear regression, regression trees
Prerequisites
What are the prerequisites for this course?
The course starts from the basics and gradually paces up to advanced concepts. So, no prior experience is necessary.
Willingness and drive to learn
Curriculum
Check out the detailed breakdown of what’s inside the course
Let's get started
4 Lectures
- Welcome! 02:05 02:05
- What will you learn in this course? 05:50 05:50
- How can you get the most out of it? 05:49 05:49
- Download: Formula cheat sheet
Descriptive statistics
17 Lectures
Distributions
6 Lectures
Probability Theory
28 Lectures
Hypothesis testing
13 Lectures
Regressions
15 Lectures
Advanced Regression & Machine learning Algorithms
8 Lectures
ANOVA (Analysis of Variance)
6 Lectures
Wrap up
2 Lectures
Instructor Details
Nikolai Schuler
Enable people in Data Analysis and Data ScienceMy name is Nikolai Schuler and I am super excited about equipping you with the skillset to master Data Science and Data Analytics!
In my work as a data scientist and BI consultant I see that there a lot of new tools that bring a lot of benefits. Yet I also see that it is not always easy to learn working with these tool beside the daily other tasks we have to do.
Also I found it hard to find courses that are high quality as well as easy to understand and well structured.
For that reason I decided to create these courses that are high quality on the one hand and easy to learn with on the other hand. These courses now have reached people in more than 130 countries and I am really glad to help spreading these IT skills and enable people to pursue the career they are after.
As I am a data specialist on the one hand but also introducing ordinary users to Power BI and other tools on the other hand, I understand the common hurdels most people have.
Data and teaching are my passions and therefore I am really looking forward to level up your IT skills as well!
Course Certificate
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