This is the fourth of seven courses in the Google Advanced Data Analytics Certificate. In this course, you鈥檒l 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.
The Power of Statistics
The Power of Statistics
This course is part of Google Advanced Data Analytics Professional Certificate
Instructor: Google Career Certificates
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67,242 already enrolled
Gain insight into a topic and learn the fundamentals.
4.8
(772 reviews)
Advanced level
Designed for those already in the industry
Flexible schedule
Approx. 31 hours
Learn at your own pace
99%
Most learners liked this course
What you'll learn
Explore and summarize a dataset
Use probability distributions to model data
Conduct a hypothesis test to identify insights about data
Perform statistical analyses using Python聽
Details to know
Shareable certificate
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Assessments
27 assignments
Taught in English
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Build your Probability and Statistics expertise
This course is part of the Google Advanced Data Analytics Professional Certificate
When you enroll in this course, you'll also be enrolled in this Professional Certificate.
- Learn new concepts from industry experts
- Gain a foundational understanding of a subject or tool
- Develop job-relevant skills with hands-on projects
- Earn a shareable career certificate from Google
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There are 6 modules in this course
You鈥檒l explore the role of statistics in data science and identify the difference between descriptive and inferential statistics. You鈥檒l learn how descriptive statistics can help you quickly summarize a dataset and measure the center, spread, and relative position of data.
What's included
12 videos6 readings4 assignments3 ungraded labs2 plugins
You鈥檒l learn the basic rules for calculating probability for single events. Next, you鈥檒l discover how data professionals use methods such as Bayes鈥� theorem to describe more complex events. Finally, you鈥檒l learn how probability distributions such as the binomial, Poisson, and normal distribution can help you better understand the structure of data.
What's included
14 videos7 readings6 assignments3 ungraded labs4 plugins
Data professionals use smaller samples of data to draw conclusions about large datasets. You鈥檒l learn about the different methods they use to collect and analyze sample data and how they avoid sampling bias. You鈥檒l also learn how sampling distributions can help you make accurate estimates.
What's included
11 videos7 readings4 assignments3 ungraded labs2 plugins
You鈥檒l explore how data professionals use confidence intervals to describe the uncertainty of their estimates. You'll learn how to construct and interpret confidence intervals, and how to avoid some common misinterpretations.
What's included
7 videos3 readings4 assignments3 ungraded labs
Hypothesis testing helps data professionals determine if the results of a test or experiment are statistically significant or due to chance. You鈥檒l learn about the basic steps for any hypothesis test and how hypothesis testing can help you draw meaningful conclusions about data.
What's included
8 videos8 readings5 assignments3 ungraded labs
In this end-of-course project, you鈥檒l use statistical methods such as hypothesis testing to analyze a workplace scenario dataset.
What's included
5 videos10 readings4 assignments6 ungraded labs
Instructor
Instructor ratings
4.8 (209 ratings)Offered by
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Showing 3 of 772
FN
4
Reviewed on Oct 21, 2023
This is but a good introduction to statistics. Not what I expected in an advanced course, but still good for beginners or as a refresh.
SZ
5
Reviewed on Dec 17, 2023
Even tough I am from the statistics' background but still I love the course as they define each and every detail explicitly.
TP
5
Reviewed on Sep 20, 2023
Exceptional! I've learned so much about statistics with such a clarity, and how they are being practiced in real life. Thank you, instructor!
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