The Vital Role of Statistics | Google Advanced Data Analytics Certificate

This is the fourth of seven courses in the Google Advanced Data Analytics Certificate. In this course, you’ll discover how data professionals use statistics to analyze data and gain important insights. You'll explore key concepts such as descriptive and inferential statistics, probability, sampling, confidence intervals, and hypothesis testing. You'll also learn how to use Python for statistical analysis and practice communicating your findings like a data professional.

Get started with the course - 00:00
Descriptive statistics - 21:11
Calculate statistics with Python - 39:15
Review: Introduction to statistics - 49:16
Basic concepts of probability - 50:22
Conditional probability - 01:08:29
Discrete probability distributions - 01:25:51
Continuous probability distributions - 01:44:35
Probability distributions with Python - 01:58:32
Review: Probability - 02:08:47
Introduction to sampling - 02:11:14
Sampling distributions - 02:36:05
Work with sampling distributions in Python - 02:56:07
Review: Sampling - 03:06:45
Introduction to confidence intervals - 03:09:10
Construct confidence intervals - 03:26:38
Work with confidence intervals in Python - 03:40:39
Review: Confidence intervals - 03:48:10
Hypothesis testing - 03:50:40
One-sample tests - 04:04:15
Two-sample tests - 04:13:40
Hypothesis testing with Python - 04:30:39
Review: Introduction to hypothesis testing - 04:40:45
Apply your skills to a workplace scenario - 04:42:44
Portfolio project wrap-up - 04:46:52
Course review: The Power of Statistics - 04:49:30

#GoogleCareerCertificates #DataAnalytics #Statistics

Why earn a Google Career Certificate?
► No experience necessary: Learn job-ready skills, with no college degree required.
► Learn at your own pace: Complete the 100% online courses on your own terms.
► Stand out to employers: Make your resume competitive with a credential from Google.
► A path to in-demand jobs: Connect with top employers who are currently hiring.

Google Career Certificates

The Power of Statistics | Google Advanced Data Analytics Certificate

[Xizoc-tl]

There is an error on the formula shown on 29:54, the denominator in the square root should be n - 1 and not n - 10

[Xizoc-tl]

There is also an error in 1:23:26: It should read P(B|A)=0.95 (not P(A|B)). The equation is right a few seconds later

[Ali-bkhr]

Superb instructor. You should have used him for the linear regression course as well.

[Xizoc-tl]

Bayes' Theorem is also wrong on 1:24:44

[dna]

Is this course available in coursera too?

[jaggis]

Where can I find the datasets used in the exercises?

[rakeshjha]

The formula of standard deviation is wrong and also the wrong explanation. It seems he takes the learners granted.