LiveLessons Programming Fundamentals to Advanced | A79F3B527285F7719D2D49CB99AEA8659B7FA508

LiveLessons Programming Fundamentals to Advanced

Name	LiveLessons - R Programming: Fundamentals to Advanced	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	1.7 GB
Total Files	106
Hash	A79F3B527285F7719D2D49CB99AEA8659B7FA508

/05 Making Statistical Graphs/
034 Create small multiples.mp4	16.8 MB
026 Make histograms with base graphics.mp4	4.2 MB
036 Add themes to graphs.mp4	9.1 MB
035 Control colors and shapes.mp4	5.1 MB
028 Make boxplots with base graphics.mp4	2.7 MB
029 Get familiar with ggplot2.mp4	4.0 MB
032 Make boxplots and violin plots with ggplot2.mp4	15.2 MB
025 Find the diamonds data.mp4	3.1 MB
033 Make line plots.mp4	19.3 MB
031 Make scatterplots with ggplot2.mp4	16.6 MB
024 Learning objectives.mp4	5.4 MB
030 Plot histograms and densities with ggplot2.mp4	9.9 MB
027 Make scatterplots with base graphics.mp4	5.5 MB
/02 The Basic Building Blocks in R/
010 Call functions.mp4	7.0 MB
008 Understand the different data types.mp4	17.6 MB
009 Store data in vectors.mp4	33.0 MB
007 Work with variables.mp4	8.2 MB
006 Use R as a calculator.mp4	9.0 MB
005 Learning objectives.mp4	5.1 MB
/13 Clustering/
090 Learning objectives.mp4	3.9 MB
091 Partition data with K-means.mp4	39.4 MB
093 Perform hierarchical clustering.mp4	22.4 MB
092 Robustly cluster, even with categorical data, with PAM.mp4	7.3 MB
/04 Reading Data into R/
020 Read data files from other statistical tools.mp4	2.9 MB
022 Load data included with R.mp4	9.4 MB
021 Load binary R files.mp4	15.7 MB
019 Read from databases.mp4	14.0 MB
018 Understand that Excel is not easily readable into R.mp4	5.4 MB
017 Read a CSV into R.mp4	14.6 MB
016 Learning objectives.mp4	4.5 MB
023 Scrape data from the web.mp4	8.3 MB
/03 Advanced Data Structures in R/
014 Create and access information in matrices.mp4	14.0 MB
012 Create and access information in data.frames.mp4	28.1 MB
013 Create and access information in lists.mp4	18.8 MB
011 Learning objectives.mp4	4.6 MB
015 Create and access information in arrays.mp4	5.3 MB
/10 Linear Models/
077 Choose variables using stepwise selection.mp4	9.4 MB
067 Fit simple linear models.mp4	22.0 MB
070 Fit logistic regression.mp4	28.7 MB
074 Compare models.mp4	22.0 MB
073 Assess model quality with residuals.mp4	26.8 MB
076 Estimate uncertainty with the bootstrap.mp4	14.4 MB
068 Explore the data.mp4	47.1 MB
072 Analyze survival data.mp4	36.0 MB
075 Judge accuracy using cross-validation.mp4	17.6 MB
066 Learning objectives.mp4	4.9 MB
069 Fit multiple regression models.mp4	48.5 MB
071 Fit Poisson regression.mp4	21.9 MB
/06 Basics of Programming/
037 Learning objectives.mp4	5.1 MB
043 Stagger if statements with else.mp4	10.5 MB
040 Return a value from a function.mp4	5.0 MB
048 Iterate with a while loop.mp4	2.9 MB
045 Run checks on entire vectors.mp4	8.2 MB
049 Control loops with break and next.mp4	4.1 MB
042 Use if statements to control program flow.mp4	3.9 MB
044 Check multiple statements with switch.mp4	8.4 MB
046 Check compound statements.mp4	8.4 MB
039 Understand the basics of function arguments.mp4	17.9 MB
041 Gain flexibility with do.call.mp4	7.3 MB
038 Write the classic GÇ£Hello, World!GÇ¥ example.mp4	4.6 MB
047 Iterate with a for loop.mp4	10.1 MB
/
000 Introduction to R Programming LiveLessons.mp4	39.3 MB
105 Summary of R Programming LiveLessons.mp4	13.6 MB
/14 Reports and Slideshows with knitr/
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
094 Learning objectives.mp4	5.4 MB
099 Use pandoc to convert from Markdown to HTML5 slideshow.mp4	14.7 MB
095 Understand the basics of LaTeX.mp4	19.1 MB
/01 Getting Started with R/
002 Download and install R.mp4	21.4 MB
003 Work in The R environment.mp4	68.2 MB
001 Learning objectives.mp4	5.3 MB
004 Install and load packages.mp4	27.2 MB
/15 Package Building/
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
100 Learning objectives.mp4	4.2 MB
104 Submit a package to CRAN.mp4	3.1 MB
/11 Other Models/
081 Fit nonlinear least squares.mp4	19.9 MB
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
084 Fit decision trees to make a random forest.mp4	14.9 MB
083 GAMs.mp4	18.8 MB
082 Splines.mp4	22.7 MB
/12 Time Series/
086 Understand ACF and PACF.mp4	23.6 MB
089 Use GARCH for better volatility modeling.mp4	37.4 MB
087 Fit and assess ARIMA models.mp4	12.8 MB
085 Learning objectives.mp4	4.0 MB
088 Use VAR for multivariate time series.mp4	32.3 MB
/09 Basic Statistics/
064 Calculate averages, standard deviations and correlations.mp4	38.7 MB
063 Draw numbers from probability distributions.mp4	46.9 MB
065 Compare samples with t-tests and analysis of variance.mp4	39.5 MB
062 Learning objectives.mp4	3.9 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
/07 Data Munging/
058 Switch storage paradigms.mp4	11.5 MB
055 The plyr package.mp4	34.8 MB
052 Repeat an operation on a list.mp4	5.3 MB
056 Combine datasets.mp4	10.7 MB
050 Learning objectives.mp4	5.6 MB
054 The aggregate function.mp4	14.0 MB
053 The mapply.mp4	8.9 MB
057 Join datasets.mp4	13.4 MB
051 Repeat an operation on a matrix using apply.mp4	8.6 MB
Total files 106