Course Access
6 months
Last Updated
October 26, 2024
Students Enrolled
42
Total Curriculum
45
Certification
Â
- Introduction to Statistics: Learn the basic principles of statistics, types of data, and the distinction between populations and samples. Understand key sampling techniques and the difference between descriptive and inferential statistics.
- Descriptive Statistics: Dive deep into descriptive statistics, exploring measures of central tendency (mean, median, mode) and measures of dispersion (variance, standard deviation). Learn how to detect and handle outliers, and understand the Central Limit Theorem's importance.
- Hypothesis Testing & Computational Methods: Understand hypothesis testing, p-values, and computational methods to test hypotheses in Python.
Course Curriculum
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- Introduction to statistics 00:19:00
- Introduction to statistics Quiz 00:10:00
- Types of data 00:19:00
- Types of data Quiz 00:10:00
- Population and sampling 00:29:00
- Population and sampling Quiz 00:10:00
- Sampling Methods/Techniques 00:17:00
- Sampling Methods Quiz 00:10:00
- Types of Statistics 00:45:00
- Types of Statistics Quiz 00:10:00
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- Descriptive statistics 00:36:00
- Descriptive statistics Quiz 00:10:00
- Measure of Central Tendency 00:27:00
- Measure of Central Tendency Quiz 00:10:00
- Measure of Dispersion 00:33:00
- Measure of Dispersion Quiz 00:10:00
- Distributional Forensics 00:01:00
- Distributional Forensics Quiz 00:10:00
- Outliers 00:50:00
- Outliers Quiz 00:10:00
- Central Limit Theorem 00:19:00
- Central Limit Theorem Quiz 00:10:00
- Project 4 Descriptive Statistics 01:00:00
- Probability and Distribution 00:34:00
- Probability and Distribution Quiz 00:10:00
- Independent and dependent events, multiplicative and additive rule 00:35:00
- Independent and dependent events, multiplicative and additive rule Quiz 00:10:00
- Introduction to hypothesis testing 00:32:00
- Introduction to hypothesis testing Quiz 00:10:00
- P-value , Significance value and confidence interval 00:43:00
- P-value , Significance value and confidence interval Quiz 00:10:00
- One tailed and two tailed test 00:25:00
- One tailed and two tailed test Quiz 00:10:00
- Z-test and T – test 00:38:00
- T – test and Z- test Quiz 00:10:00
- Chi- Square test and ANOVA test 00:30:00
- Chi- Square test ANOVA (F- test) Quiz 00:10:00
- Project 5 Hypothesis and computational methods 03:00:00
- Introduction on EDA 01:00:00
- Introduction on EDA Quiz 00:10:00
- Project 7 Exploratory Data Analysis 03:00:00
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