Statistics - A Full University Course on Data Science Basics

Statistics - A Full University Course on Data Science Basics

freeCodeCamp.org

5 лет назад

2,951,486 Просмотров

Learn the essentials of statistics in this complete course. This course introduces the various methods used to collect, organize, summarize, interpret and reach conclusions about data. An emphasis is placed on demonstrating that statistics is more than mathematical calculations. By using examples gathered from real life, students learn to use statistical methods as analytical tools to develop generalizations and meaningful conclusions in their field of study.

🎥 Course by Monika Wahi.
🔗 These lectures are based on the textbook Understanding Basic Statistics, 6th Edition, by Brase & Brase, available here: https://www.amazon.com/Understanding-Basic-Statistics-Charles-Henry/dp/1111827028
🔗 Monika Wahi's LinkedIn Learning courses are here: https://www.linkedin.com/learning/instructors/monika-wahi?u=2125562
🔗 Visit Monika Wahi's web page here: http://www.dethwench.com/
🔗 Monika Wahi's peer-reviewed articles listed here: https://scholar.google.com/citations?user=v3BDf1oAAAAJ&hl=en

⭐️ Course Contents ⭐️
⌨️ (0:00:00) What is statistics
⌨️ (0:33:34) Sampling
⌨️ (1:21:20) Experimental design
⌨️ (2:00:32) Randomization
⌨️ (2:16:25) Frequency histogram and distribution
⌨️ (2:35:58) Time series, bar and pie graphs
⌨️ (3:10:10) Frequency table and stem-and-leaf
⌨️ (3:39:41) Measures of central tendency
⌨️ (4:11:56) Measure of variation
⌨️ (4:58:35) Percentile and box-and-whisker plots
⌨️ (5:24:58) Scatter diagrams and linear correlation
⌨️ (6:39:54) Normal distribution and empirical rule
⌨️ (7:05:39) Z-score and probabilities
⌨️ (7:45:11) Sampling distributions and the central limit theorem

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Тэги:

#statistics #statistics_full_course #statistics_tutorial #statistics_for_machine_learning #statistics_course #statistics_tutorial_for_data_science #statistics_mean_median_mode #statistics_for_beginners #data_science
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Комментарии:

NIYCENT Nick
NIYCENT Nick - 11.11.2023 20:09

thank you . I is clearly presented .

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Carlo
Carlo - 07.11.2023 18:41

This Statistics course will require a lot of concentration. maybe my study-with-me videos could help keep you on track . :) Good Luck!

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واحد من الناس
واحد من الناس - 04.11.2023 09:55

I think it's, Very bad, 8 hours presentation of text only, not good👎

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NewarTales
NewarTales - 28.10.2023 19:28

I want to be your Statistics homework.
Then i would be hard and you would be doing me on your desk

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Toasty Volvo
Toasty Volvo - 21.10.2023 05:20

She said ray shun al in the first two minutes. Is she sure it's not rash un al?

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Julian Benabides
Julian Benabides - 19.10.2023 00:56

Really appreciate the video. As a person who struggled in math class, learning this now feels so empowering.

Also, very small nitpick considering how grand and useful the video is - but around the 5 hour mark it felt kinda jarring to hear the word 'stupid' referring to students who didn't score high on tests in school. Some of us don't take tests well or had undiagnosed ADD. But our low test scores don't make us stupid.

Very small issue with a massively helpful piece of content. Thank you again for your great work.

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Ade Aderibigbe
Ade Aderibigbe - 08.10.2023 17:50

Are we able to download the slides as well?

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PrashitZ
PrashitZ - 28.09.2023 00:01

bro taught me more about medical things than statistics

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Jose Roberto
Jose Roberto - 21.09.2023 10:36

FreecodeCamp do a labor to this dying world :c

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Trieu Ngo Duc
Trieu Ngo Duc - 20.09.2023 16:31

Thanks!

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The CAFCL
The CAFCL - 18.09.2023 12:00

Thank you

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