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Download R Programming LiveLessons (Video Training) Fundamentals to Advanced

Programming LiveLessons Video Training Fundamentals to Advanced

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R Programming LiveLessons (Video Training) Fundamentals to Advanced

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Total Size

1.7 GB

Total Files

107

Hash

C61E7202D9B52EEE644A86BFD64ED0BEF049F5FF

/01 Getting Started with R/

003 Work in The R environment.mp4

68.2 MB

001 Learning objectives.mp4

5.3 MB

002 Download and install R.mp4

21.4 MB

004 Install and load packages.mp4

27.2 MB

/

000 Introduction to R Programming LiveLessons.mp4

39.3 MB

105 Summary of R Programming LiveLessons.mp4

13.6 MB

Torrent downloaded from www.DNoid.me - Demonoid.txt

0.1 KB

/02 The Basic Building Blocks in R/

005 Learning objectives.mp4

5.1 MB

006 Use R as a calculator.mp4

9.0 MB

007 Work with variables.mp4

8.2 MB

008 Understand the different data types.mp4

17.6 MB

009 Store data in vectors.mp4

33.0 MB

010 Call functions.mp4

7.0 MB

/03 Advanced Data Structures in R/

011 Learning objectives.mp4

4.6 MB

012 Create and access information in data.frames.mp4

28.1 MB

013 Create and access information in lists.mp4

18.8 MB

014 Create and access information in matrices.mp4

14.0 MB

015 Create and access information in arrays.mp4

5.3 MB

/04 Reading Data into R/

016 Learning objectives.mp4

4.5 MB

017 Read a CSV into R.mp4

14.6 MB

018 Understand that Excel is not easily readable into R.mp4

5.4 MB

019 Read from databases.mp4

14.0 MB

020 Read data files from other statistical tools.mp4

2.9 MB

021 Load binary R files.mp4

15.7 MB

022 Load data included with R.mp4

9.4 MB

023 Scrape data from the web.mp4

8.3 MB

/05 Making Statistical Graphs/

024 Learning objectives.mp4

5.4 MB

025 Find the diamonds data.mp4

3.1 MB

026 Make histograms with base graphics.mp4

4.2 MB

027 Make scatterplots with base graphics.mp4

5.5 MB

028 Make boxplots with base graphics.mp4

2.7 MB

029 Get familiar with ggplot2.mp4

4.0 MB

030 Plot histograms and densities with ggplot2.mp4

9.9 MB

031 Make scatterplots with ggplot2.mp4

16.6 MB

032 Make boxplots and violin plots with ggplot2.mp4

15.2 MB

033 Make line plots.mp4

19.3 MB

034 Create small multiples.mp4

16.8 MB

035 Control colors and shapes.mp4

5.1 MB

036 Add themes to graphs.mp4

9.1 MB

/06 Basics of Programming/

037 Learning objectives.mp4

5.1 MB

038 Write the classic GÇ£Hello, World!GÇ¥ example.mp4

4.6 MB

039 Understand the basics of function arguments.mp4

17.9 MB

040 Return a value from a function.mp4

5.0 MB

041 Gain flexibility with do.call.mp4

7.3 MB

042 Use if statements to control program flow.mp4

3.9 MB

043 Stagger if statements with else.mp4

10.5 MB

044 Check multiple statements with switch.mp4

8.4 MB

045 Run checks on entire vectors.mp4

8.2 MB

046 Check compound statements.mp4

8.4 MB

047 Iterate with a for loop.mp4

10.1 MB

048 Iterate with a while loop.mp4

2.9 MB

049 Control loops with break and next.mp4

4.1 MB

/07 Data Munging/

050 Learning objectives.mp4

5.6 MB

051 Repeat an operation on a matrix using apply.mp4

8.6 MB

052 Repeat an operation on a list.mp4

5.3 MB

053 The mapply.mp4

8.9 MB

054 The aggregate function.mp4

14.0 MB

055 The plyr package.mp4

34.8 MB

056 Combine datasets.mp4

10.7 MB

057 Join datasets.mp4

13.4 MB

058 Switch storage paradigms.mp4

11.5 MB

/08 Manipulating Strings/

059 Learning objectives.mp4

3.9 MB

060 Combine strings together.mp4

14.8 MB

061 Extract text.mp4

66.8 MB

/09 Basic Statistics/

062 Learning objectives.mp4

3.9 MB

063 Draw numbers from probability distributions.mp4

46.9 MB

064 Calculate averages, standard deviations and correlations.mp4

38.7 MB

065 Compare samples with t-tests and analysis of variance.mp4

39.5 MB

/10 Linear Models/

066 Learning objectives.mp4

4.9 MB

067 Fit simple linear models.mp4

22.0 MB

068 Explore the data.mp4

47.1 MB

069 Fit multiple regression models.mp4

48.5 MB

070 Fit logistic regression.mp4

28.7 MB

071 Fit Poisson regression.mp4

21.9 MB

072 Analyze survival data.mp4

36.0 MB

073 Assess model quality with residuals.mp4

26.8 MB

074 Compare models.mp4

22.0 MB

075 Judge accuracy using cross-validation.mp4

17.6 MB

076 Estimate uncertainty with the bootstrap.mp4

14.4 MB

077 Choose variables using stepwise selection.mp4

9.4 MB

/11 Other Models/

078 Learning objectives.mp4

5.1 MB

079 Select variables and improve predictions with the elastic net.mp4

40.4 MB

080 Decrease uncertainty with weakly informative priors.mp4

31.4 MB

081 Fit nonlinear least squares.mp4

19.9 MB

082 Splines.mp4

22.7 MB

083 GAMs.mp4

18.8 MB

084 Fit decision trees to make a random forest.mp4

14.9 MB

/12 Time Series/

085 Learning objectives.mp4

4.0 MB

086 Understand ACF and PACF.mp4

23.6 MB

087 Fit and assess ARIMA models.mp4

12.8 MB

088 Use VAR for multivariate time series.mp4

32.3 MB

089 Use GARCH for better volatility modeling.mp4

37.4 MB

/13 Clustering/

090 Learning objectives.mp4

3.9 MB

091 Partition data with K-means.mp4

39.4 MB

092 Robustly cluster, even with categorical data, with PAM.mp4

7.3 MB

093 Perform hierarchical clustering.mp4

22.4 MB

/14 Reports and Slideshows with knitr/

094 Learning objectives.mp4

5.4 MB

095 Understand the basics of LaTeX.mp4

19.1 MB

096 Weave R code into LaTeX using knitr.mp4

21.2 MB

097 Understand the basics of Markdown.mp4

6.7 MB

098 Weave R code into Markdown using knitr.mp4

7.6 MB

099 Use pandoc to convert from Markdown to HTML5 slideshow.mp4

14.7 MB

/15 Package Building/

100 Learning objectives.mp4

4.2 MB

101 Understand the folder structure and files in a package.mp4

20.1 MB

102 Write and document functions.mp4

33.2 MB

103 Check and build a package.mp4

11.4 MB

104 Submit a package to CRAN.mp4

3.1 MB

 

Total files 107


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