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[FreeTutorials.Eu] [UDEMY] Probability and Statistics for Business and Data Science - [FTU]

[FreeTutorials.Eu] [UDEMY] Probability and Statistics for Business and Data Science - [FTU]

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Description




Learn how to apply probability and statistics to real data science and business applications!



Created by: Jose Portilla, Pierian Data Inc.

Last updated: 11/2018

Language: English

Subtitle: Included

Torrent Contains: 137 Files, 9 Folders

Course Source: https://www.udemy.com/probability-and-statistics-for-business-and-data-science/



What you'll learn



• Understand the basics of probability

• Be able to implement basic statistics

• Understand how to use various statistical distributions

• Apply statistical methods and hypothesis testing to business problems

• Understand how regression models work

• Implement one way and two way ANOVA

• Understand Chi Squared Tests

• Be able to understand different types of data



Requirements



• Paper and Pencil to take notes

• Optional: Excel or Python to run simulations



Description



Welcome to Probability and Statistics for Business and Data Science!



In this course we cover what you need to know about probability and statistics to succeed in business and the data science field!



This practical course will go over theory and implementation of statistics to real world problems. Each section has example problems, in course quizzes, and assessment tests.



We’ll start by talking about the basics of data, understanding how to examine it with measurements of central tendency, dispersion, and also building an understanding of how bivariate data sources can relate to each other.



Afterwards we’ll dive into probability , learning about combinations and permutations, as well as conditional probability and how to apply bayes theorem.



Then we’ll move on to discussing the most common distributions found in statistics, creating a solid foundation of understanding how to work with uniform, binomial, poisson, and normal distributions.



Up next we’ll talk about statistics, applying what we’ve learned so far to real world business cases, including hypothesis testing and the student's T distribution.



We’ll end the course with 3 sections on advanced topics, such as ANOVA (analysis of variance), understanding regression analysis, and finally performing chi squared analysis.



The sections are modular and organized by topic, so you can reference what you need and jump right in!



Our course includes HD Video with clear explanations and high quality animations, we also include extensive case studies to show you how to apply this knowledge to the real world.



We'll cover everything you need to know about statistics and probability to clearly tackle real world business and data science problems!



Including:



• Measurements of Data

• Mean, Median, and Mode

• Variance and Standard Deviation

• Co-variance and Correlation

• Permutations and Combinations

• Unions and Intersections

• Conditional Probability

• Bayes Theorem

• Binomial Distribution

• Poisson Distribution

• Normal Distribution

• Sampling

• Central Limit Theorem

• Hypothesis Testing

• T-Distribution Testing

• Regression Analysis

• ANOVA

• Chi Squared

• and much more!



Not only do you get great technical content, but you’ll also have access to our online QA forums as well as our student chat channel. Where the TAs and myself are happy to help out with any questions you encounter! Upon finishing this course you’ll receive a certificate of completion you can post on your linkedin profile to show off to your colleagues, or even potential employers!



All of this content comes with a 30 day money back guarantee, so you can try out the course risk free!





So what are you waiting for? Enroll today and we'll see you inside the course!



Who is the target audience?



• Someone interested in learning how to apply probability and statistics to business or data science



For More Udemy Free Courses >>> http://www.freetutorials.eu

For more Lynda and other Courses >>> https://www.freecoursesonline.me/

Our Forum for discussion >>> https://discuss.freetutorials.eu/








File list
  • [FreeTutorials.Eu] [UDEMY] Probability and Statistics for Business and Data Science - [FTU]
  • 01 Introduction/001 Course Overview Lecture - PLEASE DO NOT SKIP THIS-en.srt 9.6 KB
  • 01 Introduction/001 Course Overview Lecture - PLEASE DO NOT SKIP THIS.mp4 25.4 MB
  • 01 Introduction/002 FAQ - Frequently Asked Questions.html 1.9 KB
  • 01 Introduction/002 Probability-and-Statistics-Part-1-Data.pdf 1.1 MB
  • 01 Introduction/002 Probability-and-Statistics-Part-2-Probability.pdf 751.1 KB
  • 01 Introduction/002 Probability-and-Statistics-Part-3-Distributions.pdf 765.2 KB
  • 01 Introduction/002 Probability-and-Statistics-Part-4-Statistics.pdf 1.6 MB
  • 01 Introduction/002 Probability-and-Statistics-Part-5-ANOVA.pdf 1.2 MB
  • 01 Introduction/002 Probability-and-Statistics-Part-6-Regression.pdf 894 KB
  • 01 Introduction/002 Probability-and-Statistics-Part-7-ChiSquare.pdf 584.7 KB
  • 02 Data/003 What is Data-en.srt 13.1 KB
  • 02 Data/003 What is Data.mp4 47.3 MB
  • 02 Data/004 Measuring Data-en.srt 19.7 KB
  • 02 Data/004 Measuring Data.mp4 60.4 MB
  • 02 Data/005 Measurements of Central Tendency-en.srt 7.8 KB
  • 02 Data/005 Measurements of Central Tendency.mp4 23.3 MB
  • 02 Data/006 Measurements of Dispersion-en.srt 13.4 KB
  • 02 Data/006 Measurements of Dispersion.mp4 35.4 MB
  • 02 Data/007 Measurements - Quartiles-en.srt 8.1 KB
  • 02 Data/007 Measurements - Quartiles.mp4 29.3 MB
  • 02 Data/008 Bi-variate Data and Covariance-en.srt 15.7 KB
  • 02 Data/008 Bi-variate Data and Covariance.mp4 50.1 MB
  • 02 Data/009 Pearson Correlation Coefficient-en.srt 11.6 KB
  • 02 Data/009 Pearson Correlation Coefficient.mp4 36.8 MB
  • 02 Data/010 Exercise01-Data-ANSWERS.pdf 173.4 KB
  • 02 Data/010 Exercise01-Data.pdf 128.6 KB
  • 02 Data/010 Section Assessment - Data.html 1.1 KB
  • 03 Probability/011 What is Probability-en.srt 7 KB
  • 03 Probability/011 What is Probability.mp4 28.3 MB
  • 03 Probability/012 Permutations-en.srt 11.2 KB
  • 03 Probability/012 Permutations.mp4 40.8 MB
  • 03 Probability/013 Combinations-en.srt 10 KB
  • 03 Probability/013 Combinations.mp4 36.1 MB
  • 03 Probability/014 Intersections Unions and Complements-en.srt 8.5 KB
  • 03 Probability/014 Intersections Unions and Complements.mp4 34.5 MB
  • 03 Probability/015 Independent and Dependent Events-en.srt 8 KB
  • 03 Probability/015 Independent and Dependent Events.mp4 26.8 MB
  • 03 Probability/016 Conditional Probability-en.srt 5.7 KB
  • 03 Probability/016 Conditional Probability.mp4 24.3 MB
  • 03 Probability/017 Addition and Multiplication Rules-en.srt 7.6 KB
  • 03 Probability/017 Addition and Multiplication Rules.mp4 30.3 MB
  • 03 Probability/018 Bayes Theorem-en.srt 16.4 KB
  • 03 Probability/018 Bayes Theorem.mp4 63.9 MB
  • 03 Probability/019 Exercise02-Probability-ANSWERS.pdf 169.7 KB
  • 03 Probability/019 Exercise02-Probability.pdf 116.2 KB
  • 03 Probability/019 Section Assessment - Probability.html 1.1 KB
  • 04 Distributions/020 Introduction to Distributions-en.srt 1.8 KB
  • 04 Distributions/020 Introduction to Distributions.mp4 7.5 MB
  • 04 Distributions/021 Uniform Distribution-en.srt 2.7 KB
  • 04 Distributions/021 Uniform Distribution.mp4 8.5 MB
  • 04 Distributions/022 Binomial Distribution-en.srt 18.6 KB
  • 04 Distributions/022 Binomial Distribution.mp4 60.1 MB
  • 04 Distributions/023 Poisson Distribution-en.srt 26.2 KB
  • 04 Distributions/023 Poisson Distribution.mp4 97.1 MB
  • 04 Distributions/024 Normal Distribution-en.srt 10.7 KB
  • 04 Distributions/024 Normal Distribution.mp4 38.4 MB
  • 04 Distributions/025 Normal Distribution - Formulas and Z Scores-en.srt 21.2 KB
  • 04 Distributions/025 Normal Distribution - Formulas and Z Scores.mp4 80.6 MB
  • 04 Distributions/026 Exercise03-Distributions-ANSWERS.pdf 149 KB
  • 04 Distributions/026 Exercise03-Distributions.pdf 115.1 KB
  • 04 Distributions/026 Section Assessment - Distributions.html 1.2 KB
  • 04 Distributions/027 DashScripts.zip 4.7 KB
  • 04 Distributions/027 Optional Resource - Dash Scripts.html 1.6 KB
  • 05 Statistics/028 What is Statistics-en.srt 3.1 KB
  • 05 Statistics/028 What is Statistics.mp4 13.5 MB
  • 05 Statistics/029 Sampling-en.srt 15.7 KB
  • 05 Statistics/029 Sampling.mp4 74.4 MB
  • 05 Statistics/030 Central Limit Theorem-en.srt 5.6 KB
  • 05 Statistics/030 Central Limit Theorem.mp4 23.1 MB
  • 05 Statistics/031 Standard Error-en.srt 10.3 KB
  • 05 Statistics/031 Standard Error.mp4 46.1 MB
  • 05 Statistics/032 Hypothesis Testing-en.srt 16.6 KB
  • 05 Statistics/032 Hypothesis Testing.mp4 66.3 MB
  • 05 Statistics/033 Hypothesis Testing Example Exercise 1-en.srt 7.4 KB
  • 05 Statistics/033 Hypothesis Testing Example Exercise 1.mp4 34.2 MB
  • 05 Statistics/034 Hypothesis Testing Example Exercise 2-en.srt 6.3 KB
  • 05 Statistics/034 Hypothesis Testing Example Exercise 2.mp4 24.6 MB
  • 05 Statistics/035 Type 1 and Type 2 Errors-en.srt 5.9 KB
  • 05 Statistics/035 Type 1 and Type 2 Errors.mp4 29.7 MB
  • 05 Statistics/036 Students T Distribution-en.srt 16.1 KB
  • 05 Statistics/036 Students T Distribution.mp4 56.4 MB
  • 05 Statistics/036 Table-t-distribution.pdf 594.9 KB
  • 05 Statistics/036 TTEST.xlsx 141.8 KB
  • 05 Statistics/037 Students T Distribution Example Exercise-en.srt 13.5 KB
  • 05 Statistics/037 Students T Distribution Example Exercise.mp4 69.7 MB
  • 05 Statistics/038 Exercise04-Statistics-ANSWERS.pdf 154.1 KB
  • 05 Statistics/038 Exercise04-Statistics.pdf 113.5 KB
  • 05 Statistics/038 Section Assessment - Statistics.html 1.1 KB
  • 06 Analysis of Variance (ANOVA)/039 Introduction to ANOVA-en.srt 2.1 KB
  • 06 Analysis of Variance (ANOVA)/039 Introduction to ANOVA.mp4 9.2 MB
  • 06 Analysis of Variance (ANOVA)/040 ANOVA - Analysis of Variance-en.srt 11.3 KB
  • 06 Analysis of Variance (ANOVA)/040 ANOVA - Analysis of Variance.mp4 42.8 MB
  • 06 Analysis of Variance (ANOVA)/040 ANOVA1.xlsx 149.7 KB
  • 06 Analysis of Variance (ANOVA)/040 ANOVA2.xlsx 38.4 KB
  • 06 Analysis of Variance (ANOVA)/041 ANOVAEXERCISE.xlsx 18.6 KB
  • 06 Analysis of Variance (ANOVA)/041 F Distribution-en.srt 7.6 KB
  • 06 Analysis of Variance (ANOVA)/041 F Distribution.mp4 31.6 MB
  • 06 Analysis of Variance (ANOVA)/041 Table-F-distribution.pdf 410.9 KB
  • 06 Analysis of Variance (ANOVA)/042 ANOVA2WAY1.xlsx 37.3 KB

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