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Core of Data Science: Basic of Statistics

Introduction to statistics and probability

4.3 (4 ratings) Last Updated:04/2022 English (UK) Instructor: Mohammad Rafiqul Islam

Lectures: 29
|
Videos: 7.02 hours
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Level: All
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Language: English
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Last Updated: 04/2022

Skills: Data Science Data Analysis Statistics

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29 lectures 7.02 hours English

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About this Course

After completing this part

Students will gain knowledge about the basics of statistics
Students will be able to analyze, explain and interpret the data
They will understand the relationship and dependency between the data and how to make the prediction
Students will understand the different methods of data analyses such as the measure of central tendency (mean, median, mode), the measure of dispersion (variance, standard deviation, coefficient of variation), quartiles, skewness and box plot; and correlation and regression analysis
Students will have a basic understanding of probability and Bayes theorem
Students will have a basic understanding of Binomial, Poisson and normal distribution
They will come to know about rates, ratio, odd ratio and screening test (confusion matrix)
Specially, those who are interested to advance their carriers in data science and machine learning should complete the course

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Course Content

Prerequisites

About the Instructor

Mohammad Rafiqul Islam

Courses...

Dr. Mohammad Rafiqul Islam is currently working as a Professor at BRAC University, Dhaka, Bangladesh. He is also working as an Instructor at Udemy, Eduonix. Expert in R, SPSS, Rapidminer and familiar with SQL, Python, STATA, and other programs. He has 26 publications in national and international referred Journals including one book and two book chapters

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