Coursera Specialization Data Science by Roger Peng Jeff Leek Brian Caffo

Coursera Specialization Data Science by Roger Peng Jeff Leek Brian Caffo

Name	[Coursera Specialization] Data Science by Roger D. Peng, Jeff Leek, Brian Caffo	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	4.4 GB
Total Files	1254
Hash	43DDA82271ADF54EB5B66184E66A869A9196CB88

/Course Project/
Captura de tela de 2015-03-02 15:24:34.png	109.3 KB
/Week 01/
01_01_seriesMotivation.pdf	2.0 MB
01_01a_toolBoxOverview.pdf	2.1 MB
01_02_gettingHelp.pdf	945.8 KB
01_03_findingAnswers.pdf	614.3 KB
01_04_RProgramming.pdf	555.0 KB
01_05_gettingData.pdf	473.5 KB
01_06_exploratoryAnalysis.pdf	391.2 KB
01_07_reproducibleResearch.pdf	271.9 KB
01_08_statisticalInference.pdf	446.4 KB
01_09_regressionModels.pdf	620.2 KB
01_10_practicalMachineLearning.pdf	645.3 KB
01_11_buildingDataProducts.pdf	1.0 MB
1 - 1 - Series Motivation (12_03).mp4	10.1 MB
1 - 1 - Series Motivation (12_03).srt	22.1 KB
1 - 10 - Regression Models Overview (1_46).mp4	1.6 MB
1 - 10 - Regression Models Overview (1_46).srt	3.2 KB
1 - 11 - Practical Machine Learning Overview (1_31).mp4	1.3 MB
1 - 11 - Practical Machine Learning Overview (1_31).srt	2.7 KB
1 - 12 - Building Data Products Overview (1_19).mp4	1.2 MB
1 - 12 - Building Data Products Overview (1_19).srt	2.5 KB
1 - 13 - Installing R on Windows (3_20) {Roger Peng}.mp4	5.4 MB
1 - 13 - Installing R on Windows (3_20) {Roger Peng}.srt	6.0 KB
1 - 14 - Install R on a Mac (2_02) {Roger Peng}.mp4	4.2 MB
1 - 14 - Install R on a Mac (2_02) {Roger Peng}.srt	3.5 KB
1 - 15 - Installing Rstudio (1_36) {Roger Peng}.mp4	2.7 MB
1 - 15 - Installing Rstudio (1_36) {Roger Peng}.srt	2.6 KB
1 - 2 - The Data Scientist_'s Toolbox (5_09).mp4	4.6 MB
1 - 2 - The Data Scientist_'s Toolbox (5_09).srt	9.1 KB
1 - 3 - Getting Help (8_52).mp4	7.0 MB
1 - 3 - Getting Help (8_52).srt	15.6 KB
1 - 4 - Finding Answers (4_35).mp4	4.0 MB
1 - 4 - Finding Answers (4_35).srt	8.3 KB
1 - 5 - R Programming Overview (2_12).mp4	1.8 MB
1 - 5 - R Programming Overview (2_12).srt	4.0 KB
1 - 6 - Getting Data Overview (1_34).mp4	1.3 MB
1 - 6 - Getting Data Overview (1_34).srt	2.8 KB
1 - 7 - Exploratory Data Analysis Overview (1_21).mp4	1.1 MB
1 - 7 - Exploratory Data Analysis Overview (1_21).srt	2.5 KB
1 - 8 - Reproducible Research Overview (1_27).mp4	1.1 MB
1 - 8 - Reproducible Research Overview (1_27).srt	2.5 KB
1 - 9 - Statistical Inference Overview (1_06).mp4	913.3 KB
1 - 9 - Statistical Inference Overview (1_06).srt	1.7 KB
Quiz.odt	36.2 KB
/Week 02/
02_03_commandLineInterface.pdf	2.7 MB
02_04_git.pdf	1.6 MB
02_05_github.pdf	842.7 KB
02_06_creatingRepos.pdf	1.1 MB
02_07_basicGitCommands.pdf	702.8 KB
02_08_basicMarkdown.pdf	263.5 KB
02_09_installingRPackages.pdf	1.7 MB
02_10_rtools.pdf	1.9 MB
2 - 2 - Command Line Interface (16_04).mp4	13.0 MB
2 - 2 - Command Line Interface (16_04).srt	24.0 KB
2 - 3 - Introduction to Git (4_49).mp4	6.5 MB
2 - 3 - Introduction to Git (4_49).srt	7.8 KB
2 - 4 - Introduction to Github (3_53).mp4	3.3 MB
2 - 4 - Introduction to Github (3_53).srt	6.6 KB
2 - 5 - Creating a Github Repository (5_51).mp4	5.1 MB
2 - 5 - Creating a Github Repository (5_51).srt	8.9 KB
2 - 6 - Basic Git Commands (5_52).mp4	4.6 MB
2 - 6 - Basic Git Commands (5_52).srt	10.5 KB
2 - 7 - Basic Markdown (2_22).mp4	1.8 MB
2 - 7 - Basic Markdown (2_22).srt	3.9 KB
2 - 8 - Installing R Packages (5_37).mp4	5.0 MB
2 - 8 - Installing R Packages (5_37).srt	8.9 KB
2 - 9 - Installing Rtools (2_29).mp4	2.3 MB
2 - 9 - Installing Rtools (2_29).srt	4.1 KB
Quiz.odt	46.9 KB
/Week 03/
03_01_typesOfQuestions.pdf	2.3 MB
03_02_whatIsData.pdf	1.8 MB
03_03_whatAboutBigData.pdf	2.1 MB
03_04_experimentalDesign.pdf	3.9 MB
3 - 1 - Types of Questions (9_09).mp4	8.0 MB
3 - 1 - Types of Questions (9_09).srt	15.9 KB
3 - 2 - What is Data_ (5_15).mp4	4.9 MB
3 - 2 - What is Data_ (5_15).srt	9.3 KB
3 - 3 - What About Big Data_ (4_15).mp4	4.0 MB
3 - 3 - What About Big Data_ (4_15).srt	6.8 KB
3 - 4 - Experimental Design (15_59).mp4	13.9 MB
3 - 4 - Experimental Design (15_59).srt	27.7 KB
Quiz.odt	121.4 KB
/.../01 - Installing R on Windows/
1 - 1 - Installing R on Windows.mp4	5.4 MB
1 - 1 - Installing R on Windows.srt	5.9 KB
1 - 1 - Installing R on Windows.txt	3.6 KB
/.../02 - Installing R on a Mac/
1 - 2 - Installing R on a Mac.mp4	4.2 MB
1 - 2 - Installing R on a Mac.srt	3.2 KB
1 - 2 - Installing R on a Mac.txt	1.9 KB
/.../03 - Installing R Studio (Mac)/
1 - 3 - Installing R Studio (Mac).mp4	2.7 MB
1 - 3 - Installing R Studio (Mac).srt	2.5 KB
1 - 3 - Installing R Studio (Mac).txt	1.5 KB
/.../04 - Writing Code Setting Your Working Directory (Windows)/
1 - 4 - Writing Code Setting Your Working Directory (Windows).mp4	9.3 MB
1 - 4 - Writing Code Setting Your Working Directory (Windows).srt	11.5 KB
1 - 4 - Writing Code Setting Your Working Directory (Windows).txt	7.0 KB
/.../05 - Writing Code Setting Your Working Directory (Mac)/
1 - 5 - Writing Code Setting Your Working Directory (Mac).mp4	11.7 MB
1 - 5 - Writing Code Setting Your Working Directory (Mac).srt	11.9 KB
1 - 5 - Writing Code Setting Your Working Directory (Mac).txt	7.4 KB
/.../06 - Use R version 3.1.1/
1 - 6 - Use R version 3.1.1.mp4	2.6 MB
1 - 6 - Use R version 3.1.1.srt	1.4 KB
1 - 6 - Use R version 3.1.1.txt	0.9 KB
/2. R Programming/02 - Week 1/01 - Introduction/
2 - 1 - Introduction.mp4	4.3 MB
2 - 1 - Introduction.srt	2.5 KB
2 - 1 - Introduction.txt	1.6 KB
/.../02 - Overview and History of R [1607]/
2 - 2 - Overview and History of R [1607].mp4	12.1 MB
2 - 2 - Overview and History of R [1607].srt	27.9 KB
2 - 2 - Overview and History of R [1607].txt	17.1 KB
index.html	14.5 KB
OverviewHistoryR.pdf	103.7 KB
/.../03 - Getting Help [1353]/
2 - 3 - Getting Help [1353].mp4	9.6 MB
2 - 3 - Getting Help [1353].srt	25.0 KB
2 - 3 - Getting Help [1353].txt	15.5 KB
help.pdf	313.9 KB
/.../04 - R Console Input and Evaluation [446]/
2 - 4 - R Console Input and Evaluation [446].mp4	5.6 MB
2 - 4 - R Console Input and Evaluation [446].srt	7.7 KB
2 - 4 - R Console Input and Evaluation [446].txt	4.8 KB
input_eval.pdf	34.7 KB
/.../05 - Data Types - R Objects and Attributes [443]/
2 - 5 - Data Types - R Objects and Attributes [443].mp4	5.7 MB
2 - 5 - Data Types - R Objects and Attributes [443].srt	7.6 KB
2 - 5 - Data Types - R Objects and Attributes [443].txt	4.9 KB
objects_attributes.pdf	38.8 KB
/.../06 - Data Types - Vectors and Lists [627]/
2 - 6 - Data Types - Vectors and Lists [627].mp4	7.5 MB
2 - 6 - Data Types - Vectors and Lists [627].srt	9.8 KB
2 - 6 - Data Types - Vectors and Lists [627].txt	6.4 KB
vectors_listsx.pdf	59.9 KB
/.../07 - Data Types - Matrices [324]/
2 - 7 - Data Types - Matrices [324].mp4	3.9 MB
2 - 7 - Data Types - Matrices [324].srt	5.5 KB
2 - 7 - Data Types - Matrices [324].txt	3.5 KB
matrices.pdf	43.3 KB
/.../08 - Data Types - Factors [431]/
2 - 8 - Data Types - Factors [431].mp4	5.3 MB
2 - 8 - Data Types - Factors [431].srt	7.2 KB
2 - 8 - Data Types - Factors [431].txt	4.5 KB
factors.pdf	40.1 KB
/.../09 - Data Types - Missing Values [210]/
2 - 9 - Data Types - Missing Values [210].mp4	2.5 MB
2 - 9 - Data Types - Missing Values [210].srt	3.4 KB
2 - 9 - Data Types - Missing Values [210].txt	2.1 KB
missing_values.pdf	32.3 KB
/.../10 - Data Types - Data Frames [244]/
2 - 10 - Data Types - Data Frames [244].mp4	3.3 MB
2 - 10 - Data Types - Data Frames [244].srt	4.3 KB
2 - 10 - Data Types - Data Frames [244].txt	2.8 KB
dataframes.pdf	35.2 KB
/.../11 - Data Types - Names Attribute [149]/
2 - 11 - Data Types - Names Attribute [149].mp4	2.1 MB
2 - 11 - Data Types - Names Attribute [149].srt	2.8 KB
2 - 11 - Data Types - Names Attribute [149].txt	1.8 KB
names_attribute.pdf	30.7 KB
/.../12 - Data Types - Summary [043]/
2 - 12 - Data Types - Summary [043].mp4	839.8 KB
2 - 12 - Data Types - Summary [043].srt	1.1 KB
2 - 12 - Data Types - Summary [043].txt	0.7 KB
datatype_summary.pdf	19.4 KB
/.../13 - Reading Tabular Data [551]/
2 - 13 - Reading Tabular Data [551].mp4	7.2 MB
2 - 13 - Reading Tabular Data [551].srt	9.6 KB
2 - 13 - Reading Tabular Data [551].txt	6.2 KB
reading_tables.pdf	43.0 KB
/.../14 - Reading Large Tables [708]/
2 - 14 - Reading Large Tables [708].mp4	8.7 MB
2 - 14 - Reading Large Tables [708].srt	12.4 KB
2 - 14 - Reading Large Tables [708].txt	7.6 KB
large_tables.pdf	70.2 KB
/.../15 - Textual Data Formats [458]/
2 - 15 - Textual Data Formats [458].mp4	6.1 MB
2 - 15 - Textual Data Formats [458].srt	7.8 KB
2 - 15 - Textual Data Formats [458].txt	5.1 KB
textual.pdf	45.7 KB
/.../16 - Connections Interfaces to the Outside World [435]/
2 - 16 - Connections Interfaces to the Outside World [435].mp4	5.5 MB
2 - 16 - Connections Interfaces to the Outside World [435].srt	7.4 KB
2 - 16 - Connections Interfaces to the Outside World [435].txt	4.7 KB
connections.pdf	55.6 KB
/.../17 - Subsetting - Basics/
2 - 17 - Subsetting - Basics.mp4	5.0 MB
2 - 17 - Subsetting - Basics.srt	7.1 KB
2 - 17 - Subsetting - Basics.txt	4.4 KB
Subsetting_basics.pdf	31.9 KB
/.../18 - Subsetting - Lists/
2 - 18 - Subsetting - Lists.mp4	5.5 MB
2 - 18 - Subsetting - Lists.srt	7.7 KB
2 - 18 - Subsetting - Lists.txt	4.9 KB
Subsetting_lists.pdf	41.3 KB
/.../19 - Subsetting - Matrices/
2 - 19 - Subsetting - Matrices.mp4	3.3 MB
2 - 19 - Subsetting - Matrices.srt	4.3 KB
2 - 19 - Subsetting - Matrices.txt	2.9 KB
Subsetting_matrix.pdf	39.8 KB
/.../20 - Subsetting - Partial Matching/
2 - 20 - Subsetting - Partial Matching.mp4	2.0 MB
2 - 20 - Subsetting - Partial Matching.srt	2.8 KB
2 - 20 - Subsetting - Partial Matching.txt	1.7 KB
Subsetting_partial.pdf	26.6 KB
/.../21 - Subsetting - Removing Missing Values/
2 - 21 - Subsetting - Removing Missing Values.mp4	4.6 MB
2 - 21 - Subsetting - Removing Missing Values.srt	6.4 KB
2 - 21 - Subsetting - Removing Missing Values.txt	4.1 KB
Subsetting_NAs.pdf	38.8 KB
/.../22 - Vectorized Operations [346]/
2 - 22 - Vectorized Operations [346].mp4	2.6 MB
2 - 22 - Vectorized Operations [346].srt	6.5 KB
2 - 22 - Vectorized Operations [346].txt	4.0 KB
index.html	4.5 KB
Vectorized.pdf	59.1 KB
/.../23 - Introduction to swirl/
2 - 23 - Introduction to swirl.mp4	3.3 MB
2 - 23 - Introduction to swirl.srt	2.1 KB
2 - 23 - Introduction to swirl.txt	1.3 KB
/2. R Programming/02 - Week 1/Quiz/
Feedback — Week 1.pdf	143.9 KB
hw1_data.csv	2.9 KB
/.../01 - Control Structures - Introduction [054]/
3 - 1 - Control Structures - Introduction [054].mp4	1.1 MB
3 - 1 - Control Structures - Introduction [054].srt	1.4 KB
3 - 1 - Control Structures - Introduction [054].txt	0.9 KB
control_intro.pdf	53.7 KB
/.../02 - Control Structures - If-else [158]/
3 - 2 - Control Structures - If-else [158].mp4	2.2 MB
3 - 2 - Control Structures - If-else [158].srt	3.1 KB
3 - 2 - Control Structures - If-else [158].txt	2.0 KB
control_if.pdf	28.9 KB
/.../03 - Control Structures - For loops [425]/
3 - 3 - Control Structures - For loops [425].mp4	5.1 MB
3 - 3 - Control Structures - For loops [425].srt	6.8 KB
3 - 3 - Control Structures - For loops [425].txt	4.4 KB
control_forloop.pdf	34.5 KB
/.../04 - Control Structures - While loops [322]/
3 - 4 - Control Structures - While loops [322].mp4	3.9 MB
3 - 4 - Control Structures - While loops [322].srt	5.3 KB
3 - 4 - Control Structures - While loops [322].txt	3.4 KB
control_while.pdf	31.2 KB
/.../05 - Control Structures - Repeat, Next, Break [457]/
3 - 5 - Control Structures - Repeat, Next, Break [457].mp4	5.7 MB
3 - 5 - Control Structures - Repeat, Next, Break [457].srt	8.4 KB
3 - 5 - Control Structures - Repeat, Next, Break [457].txt	5.5 KB
control_repeat.pdf	39.6 KB
/.../06 - Your First R Function [1029]/
3 - 6 - Your First R Function [1029].mp4	17.3 MB
3 - 6 - Your First R Function [1029].srt	18.5 KB
3 - 6 - Your First R Function [1029].txt	11.4 KB
/.../07 - Functions (part 1) [917]/
3 - 7 - Functions (part 1) [917].mp4	6.8 MB
3 - 7 - Functions (part 1) [917].srt	16.1 KB
3 - 7 - Functions (part 1) [917].txt	9.9 KB
functions.pdf	94.6 KB
index.html	11.3 KB
/.../08 - Functions (part 2) [713]/
3 - 8 - Functions (part 2) [713].mp4	5.1 MB
3 - 8 - Functions (part 2) [713].srt	12.8 KB
3 - 8 - Functions (part 2) [713].txt	7.6 KB
/.../09 - Scoping Rules - Symbol Binding [1032]/
3 - 9 - Scoping Rules - Symbol Binding [1032].mp4	8.0 MB
3 - 9 - Scoping Rules - Symbol Binding [1032].srt	17.9 KB
3 - 9 - Scoping Rules - Symbol Binding [1032].txt	10.9 KB
index.html	18.2 KB
scoping_binding.pdf	81.3 KB
/.../10 - Scoping Rules - R Scoping Rules [834]/
3 - 10 - Scoping Rules - R Scoping Rules [834].mp4	6.0 MB
3 - 10 - Scoping Rules - R Scoping Rules [834].srt	14.2 KB
3 - 10 - Scoping Rules - R Scoping Rules [834].txt	8.5 KB
scoping_rules.pdf	60.1 KB
/.../11 - Scoping Rules - Optimization Example (OPTIONAL) [921]/
3 - 11 - Scoping Rules - Optimization Example (OPTIONAL) [921].mp4	6.7 MB
3 - 11 - Scoping Rules - Optimization Example (OPTIONAL) [921].srt	15.7 KB
3 - 11 - Scoping Rules - Optimization Example (OPTIONAL) [921].txt	9.7 KB
scoping_optimization.pdf	126.9 KB
/.../12 - Coding Standards [859]/
3 - 12 - Coding Standards [859].mp4	15.5 MB
3 - 12 - Coding Standards [859].srt	16.4 KB
3 - 12 - Coding Standards [859].txt	10.0 KB
CodingStandard.pdf	48.8 KB
index.html	5.4 KB
/.../13 - Dates and Times [1029]/
3 - 13 - Dates and Times [1029].mp4	12.4 MB
3 - 13 - Dates and Times [1029].srt	16.3 KB
3 - 13 - Dates and Times [1029].txt	9.9 KB
Dates.pdf	86.2 KB
index.html	9.4 KB
/.../01 - Loop Functions - lapply [923]/
4 - 1 - Loop Functions - lapply [923].mp4	6.4 MB
4 - 1 - Loop Functions - lapply [923].srt	16.2 KB
4 - 1 - Loop Functions - lapply [923].txt	9.9 KB
index.html	9.3 KB
lapply.pdf	85.6 KB
/.../02 - Loop Functions - apply [721]/
4 - 2 - Loop Functions - apply [721].mp4	5.2 MB
4 - 2 - Loop Functions - apply [721].srt	12.5 KB
4 - 2 - Loop Functions - apply [721].txt	7.7 KB
apply.pdf	75.2 KB
index.html	7.3 KB
/.../03 - Loop Functions - mapply [446]/
4 - 3 - Loop Functions - mapply [446].mp4	3.4 MB
4 - 3 - Loop Functions - mapply [446].srt	7.7 KB
4 - 3 - Loop Functions - mapply [446].txt	4.8 KB
index.html	5.7 KB
mapply.pdf	65.0 KB
/.../04 - Loop Functions - tapply [317]/
4 - 4 - Loop Functions - tapply [317].mp4	2.3 MB
4 - 4 - Loop Functions - tapply [317].srt	5.3 KB
4 - 4 - Loop Functions - tapply [317].txt	3.2 KB
index.html	10.6 KB
tapply.pdf	63.5 KB
/.../05 - Loop Functions - split [909]/
4 - 5 - Loop Functions - split [909].mp4	6.5 MB
4 - 5 - Loop Functions - split [909].srt	15.7 KB
4 - 5 - Loop Functions - split [909].txt	9.6 KB
index.html	10.6 KB
split.pdf	58.1 KB
/.../06 - Debugging Tools - Diagnosing the Problem [1233]/
4 - 6 - Debugging Tools - Diagnosing the Problem [1233].mp4	8.8 MB
4 - 6 - Debugging Tools - Diagnosing the Problem [1233].srt	22.4 KB
4 - 6 - Debugging Tools - Diagnosing the Problem [1233].txt	13.5 KB
Debugging_problem.pdf	68.6 KB
index.html	12.0 KB
/.../07 - Debugging Tools - Basic Tools [625]/
4 - 7 - Debugging Tools - Basic Tools [625].mp4	5.2 MB
4 - 7 - Debugging Tools - Basic Tools [625].srt	11.8 KB
4 - 7 - Debugging Tools - Basic Tools [625].txt	7.3 KB
Debugging_tools.pdf	29.2 KB
/.../08 - Debugging Tools - Using the Tools [821]/
4 - 8 - Debugging Tools - Using the Tools [821].mp4	5.6 MB
4 - 8 - Debugging Tools - Using the Tools [821].srt	15.2 KB
4 - 8 - Debugging Tools - Using the Tools [821].txt	9.2 KB
Debugging_using.pdf	48.4 KB
/.../01 - The str Function [608]/
5 - 1 - The str Function [608].mp4	6.1 MB
5 - 1 - The str Function [608].srt	10.8 KB
5 - 1 - The str Function [608].txt	6.5 KB
/.../02 - Simulation - Generating Random Numbers [747]/
5 - 2 - Simulation - Generating Random Numbers [747].mp4	5.6 MB
5 - 2 - Simulation - Generating Random Numbers [747].srt	13.8 KB
5 - 2 - Simulation - Generating Random Numbers [747].txt	8.4 KB
index.html	11.4 KB
simulation.pdf	232.6 KB
/.../03 - Simulation - Simulating a Linear Model [431]/
5 - 3 - Simulation - Simulating a Linear Model [431].mp4	5.4 MB
5 - 3 - Simulation - Simulating a Linear Model [431].srt	7.5 KB
5 - 3 - Simulation - Simulating a Linear Model [431].txt	4.7 KB
/.../04 - Simulation - Random Sampling [237]/
5 - 4 - Simulation - Random Sampling [237].mp4	3.1 MB
5 - 4 - Simulation - Random Sampling [237].srt	4.2 KB
5 - 4 - Simulation - Random Sampling [237].txt	2.7 KB
/.../05 - R Profiler (part 1) [1039]/
5 - 5 - R Profiler (part 1) [1039].mp4	9.6 MB
5 - 5 - R Profiler (part 1) [1039].srt	18.3 KB
5 - 5 - R Profiler (part 1) [1039].txt	11.4 KB
index.html	15.2 KB
profiler.pdf	114.7 KB
/.../06 - R Profiler (part 2) [1026]/
5 - 6 - R Profiler (part 2) [1026].mp4	11.8 MB
5 - 6 - R Profiler (part 2) [1026].srt	18.1 KB
5 - 6 - R Profiler (part 2) [1026].txt	11.2 KB
/2. R Programming/
index.html	29.5 KB
lectures.html	129.4 KB
materials.html	27.1 KB
/.../01 - Obtaining Data Motivation (5-38)/
01_01_obtainingDataMotivation.html	7.4 KB
01_01_obtainingDataMotivation.pdf	1.3 MB
1 - 1 - Obtaining Data Motivation (538).mp4	5.2 MB
1 - 1 - Obtaining Data Motivation (538).srt	10.2 KB
1 - 1 - Obtaining Data Motivation (538).txt	6.5 KB
/.../02 - Raw and Processed Data (7-07)/
01_02_rawAndProcessedData.html	7.5 KB
01_02_rawAndProcessedData.pdf	729.2 KB
1 - 2 - Raw and Processed Data (707).mp4	6.2 MB
1 - 2 - Raw and Processed Data (707).srt	12.1 KB
1 - 2 - Raw and Processed Data (707).txt	7.6 KB
/.../03 - Components of Tidy Data (9-25)/
01_03_componentsOfTidyData.html	8.3 KB
01_03_componentsOfTidyData.pdf	933.0 KB
1 - 3 - Components of Tidy Data (925).mp4	7.9 MB
1 - 3 - Components of Tidy Data (925).srt	16.7 KB
1 - 3 - Components of Tidy Data (925).txt	10.4 KB
/.../04 - Downloading Files (7-09)/
01_04_downLoadingFiles.html	7.7 KB
01_04_downLoadingFiles.pdf	1.6 MB
1 - 4 - Downloading Files (709).mp4	6.2 MB
1 - 4 - Downloading Files (709).srt	11.7 KB
1 - 4 - Downloading Files (709).txt	7.4 KB
/.../05 - Reading Local Files (4-55)/
01_05_readingLocalFiles.html	9.2 KB
01_05_readingLocalFiles.pdf	2.0 MB
1 - 5 - Reading Local Files (455).mp4	4.6 MB
1 - 5 - Reading Local Files (455).srt	7.7 KB
1 - 5 - Reading Local Files (455).txt	5.0 KB
/.../06 - Reading Excel Files (3-55)/
01_06_readingExcelFiles.html	7.9 KB
01_06_readingExcelFiles.pdf	1.9 MB
1 - 6 - Reading Excel Files (355).mp4	3.6 MB
1 - 6 - Reading Excel Files (355).srt	6.8 KB
1 - 6 - Reading Excel Files (355).txt	4.2 KB
/.../07 - Reading XML (12-39)/
01_07_readingXML.html	13.9 KB
01_07_readingXML.pdf	3.5 MB
1 - 7 - Reading XML (1239).mp4	12.1 MB
1 - 7 - Reading XML (1239).srt	21.2 KB
1 - 7 - Reading XML (1239).txt	12.9 KB
/.../08 - Reading JSON (5-03)/
01_08_readingJSON.html	44.6 KB
01_08_readingJSON.pdf	1.7 MB
1 - 8 - Reading JSON (503).mp4	4.8 MB
1 - 8 - Reading JSON (503).srt	8.7 KB
1 - 8 - Reading JSON (503).txt	5.4 KB
/.../09 - The data.table Package (11-18)/
01_09_dataTable.html	15.7 KB
01_09_dataTable.pdf	2.3 MB
1 - 9 - The data.table Package (1118).mp4	9.3 MB
1 - 9 - The data.table Package (1118).srt	17.5 KB
1 - 9 - The data.table Package (1118).txt	10.8 KB
Getting-started.html	26.7 KB
/.../01 - Reading from MySQL (14-44)/
02_01_readingMySQL.html	18.3 KB
02_01_readingMySQL.pdf	3.0 MB
2 - 1 - Reading from MySQL (1444).mp4	12.8 MB
2 - 1 - Reading from MySQL (1444).srt	25.1 KB
2 - 1 - Reading from MySQL (1444).txt	15.7 KB
/.../02 - Reading from HDF5 (6-45)/
02_02_readingHDF5.html	9.3 KB
02_02_readingHDF5.pdf	1.2 MB
2 - 2 - Reading from HDF5 (645).mp4	5.7 MB
2 - 2 - Reading from HDF5 (645).srt	10.6 KB
2 - 2 - Reading from HDF5 (645).txt	6.6 KB
/.../03 - Reading from The Web (6-47)/
02_03_readingFromTheWeb.html	101.0 KB
02_03_readingFromTheWeb.pdf	1.4 MB
2 - 3 - Reading from The Web (647).mp4	5.9 MB
2 - 3 - Reading from The Web (647).srt	11.2 KB
2 - 3 - Reading from The Web (647).txt	7.0 KB
/.../04 - Reading From APIs (7-57)/
02_04_readingFromAPIs.html	7.7 KB
02_04_readingFromAPIs.pdf	1.2 MB
2 - 4 - Reading From APIs (757).mp4	6.7 MB
2 - 4 - Reading From APIs (757).srt	12.9 KB
2 - 4 - Reading From APIs (757).txt	8.1 KB
/.../05 - Reading From Other Sources (4-44)/
02_05_readingFromOtherSources.html	8.5 KB
02_05_readingFromOtherSources.pdf	765.3 KB
2 - 5 - Reading From Other Sources (444).mp4	4.1 MB
2 - 5 - Reading From Other Sources (444).srt	7.6 KB
2 - 5 - Reading From Other Sources (444).txt	4.7 KB
/.../01 - Subsetting and Sorting (6-51)/
03_01_subsettingAndSorting.html	8.5 KB
03_01_subsettingAndSorting.pdf	802.8 KB
3 - 1 - Subsetting and Sorting (651).mp4	5.2 MB
3 - 1 - Subsetting and Sorting (651).srt	10.6 KB
3 - 1 - Subsetting and Sorting (651).txt	6.6 KB
/.../02 - Summarizing Data (11-37)/
03_02_summarizingData.html	26.9 KB
03_02_summarizingData.pdf	3.6 MB
3 - 2 - Summarizing Data (1137).mp4	10.0 MB
3 - 2 - Summarizing Data (1137).srt	18.5 KB
3 - 2 - Summarizing Data (1137).txt	11.4 KB
/.../03 - Creating New Variables (10-32)/
03_03_creatingNewVariables.html	12.6 KB
03_03_creatingNewVariables.pdf	2.2 MB
3 - 3 - Creating New Variables (1032).mp4	8.9 MB
3 - 3 - Creating New Variables (1032).srt	17.0 KB
3 - 3 - Creating New Variables (1032).txt	10.7 KB
/.../04 - Reshaping Data (9-13)/
03_04_reshapingData.html	10.5 KB
03_04_reshapingData.pdf	1.5 MB
3 - 4 - Reshaping Data (913).mp4	7.6 MB
3 - 4 - Reshaping Data (913).srt	14.1 KB
3 - 4 - Reshaping Data (913).txt	8.9 KB
/.../05 - Managing Data Frames with dplyr - Introduction/
3 - 5 - Managing Data Frames with dplyr - Introduction.mp4	4.9 MB
3 - 5 - Managing Data Frames with dplyr - Introduction.srt	5.0 KB
3 - 5 - Managing Data Frames with dplyr - Introduction.txt	3.2 KB
dplyr_intro.pdf	167.9 KB
/.../06 - Managing Data Frames with dplyr - Basic Tools/
3 - 6 - Managing Data Frames with dplyr - Basic Tools.mp4	18.4 MB
3 - 6 - Managing Data Frames with dplyr - Basic Tools.srt	19.7 KB
3 - 6 - Managing Data Frames with dplyr - Basic Tools.txt	12.4 KB
dplyr_demo.pdf	199.9 KB
/.../07 - Merging Data (6-19)/
03_05_mergingData.html	10.9 KB
03_05_mergingData.pdf	1.9 MB
3 - 7 - Merging Data (619).mp4	6.0 MB
3 - 7 - Merging Data (619).srt	9.7 KB
3 - 7 - Merging Data (619).txt	6.1 KB
/.../01 - Editing Text Variables (10-46)/
04_01_editingTextVariables.html	14.0 KB
04_01_editingTextVariables.pdf	2.6 MB
4 - 1 - Editing Text Variables (1046).mp4	9.4 MB
4 - 1 - Editing Text Variables (1046).srt	17.7 KB
4 - 1 - Editing Text Variables (1046).txt	11.0 KB
/.../02 - Regular Expressions I (5-16)/
04_02_regularExpressions.html	9.9 KB
04_02_regularExpressions.pdf	1.7 MB
4 - 2 - Regular Expressions I (516).mp4	4.4 MB
4 - 2 - Regular Expressions I (516).srt	8.3 KB
4 - 2 - Regular Expressions I (516).txt	5.1 KB
/.../03 - Regular Expressions II (8-00)/
04_03_regularExpressionsII.html	13.0 KB
04_03_regularExpressionsII.pdf	2.4 MB
4 - 3 - Regular Expressions II (800).mp4	6.8 MB
4 - 3 - Regular Expressions II (800).srt	12.0 KB
4 - 3 - Regular Expressions II (800).txt	7.5 KB
/.../04 - Working with Dates (6-02)/
04_04_workingWithDates.html	9.1 KB
04_04_workingWithDates.pdf	850.9 KB
4 - 4 - Working with Dates (602).mp4	4.9 MB
4 - 4 - Working with Dates (602).srt	10.2 KB
4 - 4 - Working with Dates (602).txt	6.2 KB
/.../05 - Data Resources (3-33)/
04_05_dataResources.html	8.9 KB
04_05_dataResources.pdf	883.1 KB
4 - 5 - Data Resources (333).mp4	3.2 MB
4 - 5 - Data Resources (333).srt	5.9 KB
4 - 5 - Data Resources (333).txt	3.7 KB
/3. Getting and Cleaning Data/
index.html	33.7 KB
lectures.html	80.1 KB
materials.html	14.4 KB
/.../01 - Installing R on Windows/
1 - 1 - Installing R on Windows.mp4	2.0 MB
1 - 1 - Installing R on Windows.srt	1.9 KB
1 - 1 - Installing R on Windows.txt	1.2 KB
/.../02 - Installing R on a Mac/
1 - 2 - Installing R on a Mac.mp4	2.6 MB
1 - 2 - Installing R on a Mac.srt	3.3 KB
1 - 2 - Installing R on a Mac.txt	2.0 KB
/.../03 - Installing R Studio (Mac)/
1 - 3 - Installing R Studio (Mac).mp4	3.7 MB
1 - 3 - Installing R Studio (Mac).srt	5.2 KB
1 - 3 - Installing R Studio (Mac).txt	3.1 KB
/.../04 - Setting Your Working Directory (Windows)/
1 - 4 - Setting Your Working Directory (Windows).mp4	5.8 MB
1 - 4 - Setting Your Working Directory (Windows).srt	11.5 KB
1 - 4 - Setting Your Working Directory (Windows).txt	7.0 KB
/.../05 - Setting Your Working Directory (Mac)/
1 - 5 - Setting Your Working Directory (Mac).mp4	7.6 MB
1 - 5 - Setting Your Working Directory (Mac).srt	11.8 KB
1 - 5 - Setting Your Working Directory (Mac).txt	7.4 KB
/.../06 - Use R version 3.1.1/
1 - 6 - Use R version 3.1.1.mp4	2.5 MB
1 - 6 - Use R version 3.1.1.srt	1.3 KB
1 - 6 - Use R version 3.1.1.txt	0.8 KB
/02 - Week 1/01 - Introduction/
2 - 1 - Introduction.mp4	4.2 MB
2 - 1 - Introduction.srt	2.6 KB
2 - 1 - Introduction.txt	1.6 KB
/.../02 - Principles of Analytic Graphics [1211]/
2 - 2 - Principles of Analytic Graphics [1211].mp4	11.3 MB
2 - 2 - Principles of Analytic Graphics [1211].srt	22.1 KB
2 - 2 - Principles of Analytic Graphics [1211].txt	13.6 KB
index.html	10.4 KB
Principles.pdf	419.2 KB
/.../03 - Exploratory Graphs (part 1) [928]/
2 - 3 - Exploratory Graphs (part 1) [928].mp4	7.2 MB
2 - 3 - Exploratory Graphs (part 1) [928].srt	17.6 KB
2 - 3 - Exploratory Graphs (part 1) [928].txt	10.7 KB
exploratoryGraphs.pdf	362.0 KB
index.html	13.6 KB
PM25data.zip	12.9 KB
/.../04 - Exploratory Graphs (part 2) [513]/
2 - 4 - Exploratory Graphs (part 2) [513].mp4	4.0 MB
2 - 4 - Exploratory Graphs (part 2) [513].srt	9.3 KB
2 - 4 - Exploratory Graphs (part 2) [513].txt	5.8 KB
/.../05 - Plotting Systems in R [934]/
2 - 5 - Plotting Systems in R [934].mp4	8.7 MB
2 - 5 - Plotting Systems in R [934].srt	17.0 KB
2 - 5 - Plotting Systems in R [934].txt	10.4 KB
index.html	8.3 KB
PlottingSystems.pdf	136.3 KB
/.../06 - Base Plotting System (part 1) [1120]/
2 - 6 - Base Plotting System (part 1) [1120].mp4	9.7 MB
2 - 6 - Base Plotting System (part 1) [1120].srt	20.2 KB
2 - 6 - Base Plotting System (part 1) [1120].txt	12.2 KB
index.html	16.8 KB
PlottingBase.pdf	277.2 KB
/.../07 - Base Plotting System (part 2) [656]/
2 - 7 - Base Plotting System (part 2) [656].mp4	5.7 MB
2 - 7 - Base Plotting System (part 2) [656].srt	11.6 KB
2 - 7 - Base Plotting System (part 2) [656].txt	7.1 KB
/.../08 - Base Plotting Demonstration [1656]/
2 - 8 - Base Plotting Demonstration [1656].mp4	16.8 MB
2 - 8 - Base Plotting Demonstration [1656].srt	25.3 KB
2 - 8 - Base Plotting Demonstration [1656].txt	15.0 KB
/.../09 - Graphics Devices in R (part 1) [534]/
2 - 9 - Graphics Devices in R (part 1) [534].mp4	5.1 MB
2 - 9 - Graphics Devices in R (part 1) [534].srt	10.1 KB
2 - 9 - Graphics Devices in R (part 1) [534].txt	6.3 KB
GraphicsDevices.pdf	139.5 KB
index.html	12.0 KB
/.../10 - Graphics Devices in R (part 2) [731]/
2 - 10 - Graphics Devices in R (part 2) [731].mp4	6.4 MB
2 - 10 - Graphics Devices in R (part 2) [731].srt	12.1 KB
2 - 10 - Graphics Devices in R (part 2) [731].txt	7.5 KB
/.../01 - Lattice Plotting System (part 1) [622]/
3 - 1 - Lattice Plotting System (part 1) [622].mp4	5.2 MB
3 - 1 - Lattice Plotting System (part 1) [622].srt	11.2 KB
3 - 1 - Lattice Plotting System (part 1) [622].txt	7.0 KB
index.html	12.7 KB
PlottingLattice.pdf	303.8 KB
/.../02 - Lattice Plotting System (part 2) [612]/
3 - 2 - Lattice Plotting System (part 2) [612].mp4	5.2 MB
3 - 2 - Lattice Plotting System (part 2) [612].srt	11.2 KB
3 - 2 - Lattice Plotting System (part 2) [612].txt	6.9 KB
/.../03 - ggplot2 (part 1) [626]/
3 - 3 - ggplot2 (part 1) [626].mp4	6.2 MB
3 - 3 - ggplot2 (part 1) [626].srt	11.4 KB
3 - 3 - ggplot2 (part 1) [626].txt	6.9 KB
ggplot2.pdf	1.7 MB
/.../04 - ggplot2 (part 2) [1353]/
3 - 4 - ggplot2 (part 2) [1353].mp4	19.3 MB
3 - 4 - ggplot2 (part 2) [1353].srt	24.8 KB
3 - 4 - ggplot2 (part 2) [1353].txt	15.1 KB
/.../05 - ggplot2 (part 3) [947]/
3 - 5 - ggplot2 (part 3) [947].mp4	9.1 MB
3 - 5 - ggplot2 (part 3) [947].srt	17.3 KB
3 - 5 - ggplot2 (part 3) [947].txt	10.6 KB
/.../06 - ggplot2 (part 4) [1038]/
3 - 6 - ggplot2 (part 4) [1038].mp4	10.3 MB
3 - 6 - ggplot2 (part 4) [1038].srt	18.9 KB
3 - 6 - ggplot2 (part 4) [1038].txt	11.5 KB
/.../07 - ggplot2 (part 5) [811]/
3 - 7 - ggplot2 (part 5) [811].mp4	7.6 MB
3 - 7 - ggplot2 (part 5) [811].srt	14.7 KB
3 - 7 - ggplot2 (part 5) [811].txt	9.2 KB
/.../01 - Hierarchical Clustering (part 1) [721]/
4 - 1 - Hierarchical Clustering (part 1) [721].mp4	5.3 MB
4 - 1 - Hierarchical Clustering (part 1) [721].srt	13.6 KB
4 - 1 - Hierarchical Clustering (part 1) [721].txt	8.5 KB
hierachicalClustering.pdf	622.0 KB
index.html	14.3 KB
/.../02 - Hierarchical Clustering (part 2) [524]/
4 - 2 - Hierarchical Clustering (part 2) [524].mp4	4.2 MB
4 - 2 - Hierarchical Clustering (part 2) [524].srt	9.7 KB
4 - 2 - Hierarchical Clustering (part 2) [524].txt	5.9 KB
/.../03 - Hierarchical Clustering (part 3) [734]/
4 - 3 - Hierarchical Clustering (part 3) [734].mp4	5.6 MB
4 - 3 - Hierarchical Clustering (part 3) [734].srt	13.6 KB
4 - 3 - Hierarchical Clustering (part 3) [734].txt	8.3 KB
/.../04 - K-Means Clustering (part 1) [546]/
4 - 4 - K-Means Clustering (part 1) [546].mp4	3.9 MB
4 - 4 - K-Means Clustering (part 1) [546].srt	10.7 KB
4 - 4 - K-Means Clustering (part 1) [546].txt	6.5 KB
index.html	9.9 KB
kmeansClustering.pdf	195.5 KB
/.../05 - K-Means Clustering (part 2) [426]/
4 - 5 - K-Means Clustering (part 2) [426].mp4	3.1 MB
4 - 5 - K-Means Clustering (part 2) [426].srt	7.8 KB
4 - 5 - K-Means Clustering (part 2) [426].txt	4.8 KB
/.../06 - Dimension Reduction (part 1) [755]/
4 - 6 - Dimension Reduction (part 1) [755].mp4	6.2 MB
4 - 6 - Dimension Reduction (part 1) [755].srt	13.5 KB
4 - 6 - Dimension Reduction (part 1) [755].txt	8.3 KB
dimensionReduction.pdf	389.4 KB
index.html	17.2 KB
/.../07 - Dimension Reduction (part 2) [926]/
4 - 7 - Dimension Reduction (part 2) [926].mp4	7.5 MB
4 - 7 - Dimension Reduction (part 2) [926].srt	16.0 KB
4 - 7 - Dimension Reduction (part 2) [926].txt	9.8 KB
/.../08 - Dimension Reduction (part 3) [642]/
4 - 8 - Dimension Reduction (part 3) [642].mp4	5.3 MB
4 - 8 - Dimension Reduction (part 3) [642].srt	11.9 KB
4 - 8 - Dimension Reduction (part 3) [642].txt	7.2 KB
/.../09 - Working with Color in R Plots (part 1) [408]/
4 - 9 - Working with Color in R Plots (part 1) [408].mp4	3.1 MB
4 - 9 - Working with Color in R Plots (part 1) [408].srt	6.9 KB
4 - 9 - Working with Color in R Plots (part 1) [408].txt	4.3 KB
RColors.pdf	658.5 KB
/.../10 - Working with Color in R Plots (part 2) [741]/
4 - 10 - Working with Color in R Plots (part 2) [741].mp4	5.7 MB
4 - 10 - Working with Color in R Plots (part 2) [741].srt	12.6 KB
4 - 10 - Working with Color in R Plots (part 2) [741].txt	7.7 KB
/.../11 - Working with Color in R Plots (part 3) [639]/
4 - 11 - Working with Color in R Plots (part 3) [639].mp4	5.0 MB
4 - 11 - Working with Color in R Plots (part 3) [639].srt	12.1 KB
4 - 11 - Working with Color in R Plots (part 3) [639].txt	7.4 KB
/.../12 - Working with Color in R Plots (part 4) [335]/
4 - 12 - Working with Color in R Plots (part 4) [335].mp4	2.9 MB
4 - 12 - Working with Color in R Plots (part 4) [335].srt	6.0 KB
4 - 12 - Working with Color in R Plots (part 4) [335].txt	3.8 KB
/.../01 - Clustering Case Study [1451]/
5 - 1 - Clustering Case Study [1451].mp4	17.6 MB
5 - 1 - Clustering Case Study [1451].srt	25.4 KB
5 - 1 - Clustering Case Study [1451].txt	15.5 KB
clusteringEx_data.zip	28.6 MB
clusteringExample.pdf	924.2 KB
index.html	13.3 KB
/.../02 - Air Pollution Case Study [4035]/
5 - 2 - Air Pollution Case Study [4035].mp4	75.5 MB
5 - 2 - Air Pollution Case Study [4035].srt	63.1 KB
5 - 2 - Air Pollution Case Study [4035].txt	37.1 KB
pm25_data.zip	6.4 MB
script.R	66.5 KB
/4. Exploratory Data Analysis/
index.html	37.3 KB
lectures.html	89.6 KB
materials.html	31.5 KB
/5. Reproducible Research/01 - Week 1/01 - Introduction/
1 - 1 - Introduction.mp4	6.1 MB
1 - 1 - Introduction.srt	3.6 KB
1 - 1 - Introduction.txt	2.3 KB
/.../02 - Reproducible Research Concepts and Ideas (part 1) [711]/
1 - 3 - Reproducible Research Concepts and Ideas (part 1) [711].mp4	10.6 MB
1 - 3 - Reproducible Research Concepts and Ideas (part 1) [711].srt	12.5 KB
1 - 3 - Reproducible Research Concepts and Ideas (part 1) [711].txt	7.7 KB
ReproResearch.pdf	944.1 KB
/.../03 - Reproducible Research Concepts and Ideas (part 2) [527]/
1 - 4 - Reproducible Research Concepts and Ideas (part 2) [527].mp4	7.9 MB
1 - 4 - Reproducible Research Concepts and Ideas (part 2) [527].srt	9.3 KB
1 - 4 - Reproducible Research Concepts and Ideas (part 2) [527].txt	5.7 KB
/.../04 - Reproducible Research Concepts and Ideas (part 3) [326]/
1 - 5 - Reproducible Research Concepts and Ideas (part 3) [326].mp4	5.2 MB
1 - 5 - Reproducible Research Concepts and Ideas (part 3) [326].srt	5.8 KB
1 - 5 - Reproducible Research Concepts and Ideas (part 3) [326].txt	3.6 KB
/.../05 - Scripting Your Analysis [436]/
1 - 6 - Scripting Your Analysis [436].mp4	10.7 MB
1 - 6 - Scripting Your Analysis [436].srt	8.5 KB
1 - 6 - Scripting Your Analysis [436].txt	5.2 KB
/.../06 - Structure of a Data Analysis (part 1) [1229]/
1 - 7 - Structure of a Data Analysis (part 1) [1229].mp4	15.6 MB
1 - 7 - Structure of a Data Analysis (part 1) [1229].srt	23.2 KB
1 - 7 - Structure of a Data Analysis (part 1) [1229].txt	14.1 KB
index.html	10.6 KB
structureOfADataAnalysis1.pdf	1.7 MB
/.../07 - Structure of a Data Analysis (part 2) [1741]/
1 - 8 - Structure of a Data Analysis (part 2) [1741].mp4	22.1 MB
1 - 8 - Structure of a Data Analysis (part 2) [1741].srt	30.1 KB
1 - 8 - Structure of a Data Analysis (part 2) [1741].txt	18.5 KB
index.html	20.0 KB
structureOfADataAnalysis2.pdf	455.2 KB
/.../08 - Organizing Your Analysis [1105]/
1 - 9 - Organizing Your Analysis [1105].mp4	14.8 MB
1 - 9 - Organizing Your Analysis [1105].srt	19.8 KB
1 - 9 - Organizing Your Analysis [1105].txt	12.3 KB
datasciencespecialization.github.io_courses_05_ReproducibleResearch_organizingADataAnalysis.html	9.4 KB
organizingADataAnalysis.pdf	1.2 MB
/.../01 - Coding Standards in R [859]/
2 - 1 - Coding Standards in R [859].mp4	19.8 MB
2 - 1 - Coding Standards in R [859].srt	16.0 KB
2 - 1 - Coding Standards in R [859].txt	9.9 KB
CodingStandard.pdf	257.0 KB
/.../02 - Markdown [515]/
2 - 2 - Markdown [515].mp4	7.6 MB
2 - 2 - Markdown [515].srt	9.4 KB
2 - 2 - Markdown [515].txt	5.7 KB
Markdown.pdf	89.0 KB
/.../03 - R Markdown [635]/
2 - 3 - R Markdown [635].mp4	8.2 MB
2 - 3 - R Markdown [635].srt	11.3 KB
2 - 3 - R Markdown [635].txt	7.2 KB
RMarkdown.pdf	56.4 KB
/.../04 - R Markdown Demonstration [724]/
2 - 4 - R Markdown Demonstration [724].mp4	10.5 MB
2 - 4 - R Markdown Demonstration [724].srt	9.7 KB
2 - 4 - R Markdown Demonstration [724].txt	6.0 KB
/.../05 - knitr (part 1) [705]/
2 - 5 - knitr (part 1) [705].mp4	9.9 MB
2 - 5 - knitr (part 1) [705].srt	12.7 KB
2 - 5 - knitr (part 1) [705].txt	7.9 KB
knitr.pdf	1.5 MB
/.../06 - knitr (part 2) [411]/
2 - 6 - knitr (part 2) [411].mp4	5.7 MB
2 - 6 - knitr (part 2) [411].srt	7.8 KB
2 - 6 - knitr (part 2) [411].txt	4.7 KB
/.../07 - knitr (part 3) [446]/
2 - 7 - knitr (part 3) [446].mp4	6.4 MB
2 - 7 - knitr (part 3) [446].srt	8.3 KB
2 - 7 - knitr (part 3) [446].txt	5.2 KB
/.../08 - knitr (part 4) [921]/
2 - 8 - knitr (part 4) [921].mp4	13.1 MB
2 - 8 - knitr (part 4) [921].srt	16.6 KB
2 - 8 - knitr (part 4) [921].txt	10.3 KB
/.../09 - Introduction to Peer Assessment 1/
2 - 9 - Introduction to Peer Assessment 1.mp4	8.8 MB
2 - 9 - Introduction to Peer Assessment 1.srt	8.6 KB
2 - 9 - Introduction to Peer Assessment 1.txt	5.2 KB
/.../01 - Communicating Results [654]/
3 - 1 - Communicating Results [654].mp4	8.6 MB
3 - 1 - Communicating Results [654].srt	13.2 KB
3 - 1 - Communicating Results [654].txt	8.0 KB
LevelsOfDetail.pdf	57.1 KB
/.../02 - RPubs [321]/
3 - 2 - RPubs [321].mp4	5.5 MB
3 - 2 - RPubs [321].srt	5.6 KB
3 - 2 - RPubs [321].txt	3.4 KB
/.../03 - Reproducible Research Checklist (part 1) [822]/
3 - 3 - Reproducible Research Checklist (part 1) [822].mp4	11.6 MB
3 - 3 - Reproducible Research Checklist (part 1) [822].srt	15.5 KB
3 - 3 - Reproducible Research Checklist (part 1) [822].txt	9.5 KB
Checklist.pdf	112.4 KB
/.../04 - Reproducible Research Checklist (part 2) [1020]/
3 - 4 - Reproducible Research Checklist (part 2) [1020].mp4	16.1 MB
3 - 4 - Reproducible Research Checklist (part 2) [1020].srt	19.1 KB
3 - 4 - Reproducible Research Checklist (part 2) [1020].txt	11.6 KB
/.../05 - Reproducible Research Checklist (part 3) [654]/
3 - 5 - Reproducible Research Checklist (part 3) [654].mp4	9.3 MB
3 - 5 - Reproducible Research Checklist (part 3) [654].srt	12.4 KB
3 - 5 - Reproducible Research Checklist (part 3) [654].txt	7.6 KB
/.../06 - Evidence-based Data Analysis (part 1) [351]/
3 - 6 - Evidence-based Data Analysis (part 1) [351].mp4	4.8 MB
3 - 6 - Evidence-based Data Analysis (part 1) [351].srt	6.7 KB
3 - 6 - Evidence-based Data Analysis (part 1) [351].txt	4.2 KB
EvidenceBasedDataAnalysis.pdf	5.9 MB
/.../07 - Evidence-based Data Analysis (part 2) [334]/
3 - 7 - Evidence-based Data Analysis (part 2) [334].mp4	4.3 MB
3 - 7 - Evidence-based Data Analysis (part 2) [334].srt	6.6 KB
3 - 7 - Evidence-based Data Analysis (part 2) [334].txt	4.1 KB
/.../08 - Evidence-based Data Analysis (part 3) [425]/
3 - 8 - Evidence-based Data Analysis (part 3) [425].mp4	5.1 MB
3 - 8 - Evidence-based Data Analysis (part 3) [425].srt	7.2 KB
3 - 8 - Evidence-based Data Analysis (part 3) [425].txt	4.4 KB
/.../09 - Evidence-based Data Analysis (part 4) [447]/
3 - 9 - Evidence-based Data Analysis (part 4) [447].mp4	5.8 MB
3 - 9 - Evidence-based Data Analysis (part 4) [447].srt	8.9 KB
3 - 9 - Evidence-based Data Analysis (part 4) [447].txt	5.5 KB
/.../10 - Evidence-based Data Analysis (part 5) [756]/
3 - 10 - Evidence-based Data Analysis (part 5) [756].mp4	9.8 MB
3 - 10 - Evidence-based Data Analysis (part 5) [756].srt	15.4 KB
3 - 10 - Evidence-based Data Analysis (part 5) [756].txt	9.3 KB
/.../11 - Introduction to Peer Assessment 2/
13396.html	7.5 KB
3 - 11 - Introduction to Peer Assessment 2.mp4	1.1 MB
3 - 11 - Introduction to Peer Assessment 2.srt	0.9 KB
3 - 11 - Introduction to Peer Assessment 2.txt	0.5 KB
/.../01 - Caching Computations [1116]/
4 - 1 - Caching Computations [1116].mp4	17.3 MB
4 - 1 - Caching Computations [1116].srt	21.5 KB
4 - 1 - Caching Computations [1116].txt	13.0 KB
/.../02 - Case Study Air Pollution [1412]/
4 - 2 - Case Study Air Pollution [1412].mp4	21.9 MB
4 - 2 - Case Study Air Pollution [1412].srt	23.5 KB
4 - 2 - Case Study Air Pollution [1412].txt	14.5 KB
RRCaseStudy.pdf	770.7 KB
/.../03 - Case Study High Throughput Biology [3051]/
4 - 3 - Case Study High Throughput Biology [3051].mp4	53.0 MB
4 - 3 - Case Study High Throughput Biology [3051].srt	57.4 KB
4 - 3 - Case Study High Throughput Biology [3051].txt	34.3 KB
baggerly.pdf	2.0 MB
/.../04 - Commentaries on Data Analysis/
4 - 4 - Commentaries on Data Analysis.mp4	7.1 MB
PNAS-2015-Leek-1645-6.pdf	645.5 KB
Science-2015-Leek-science.aaa6146.pdf	209.9 KB
/5. Reproducible Research/
index.html	38.0 KB
lectures.html	78.1 KB
materials.html	46.1 KB
/.../01 - 01 01 Introduction (7-05)/
1 - 1 - 01 01 Introduction (705).mp4	14.7 MB
1 - 1 - 01 01 Introduction (705).srt	11.5 KB
1 - 1 - 01 01 Introduction (705).txt	7.4 KB
/.../02 - Brief note on new materials/
1 - 2 - Brief note on new materials.mp4	1.1 MB
/.../03 - 02 01 Introduction to probability (6-13)/
1 - 3 - 02 01 Introduction to probability (613).mp4	9.6 MB
1 - 3 - 02 01 Introduction to probability (613).srt	10.2 KB
1 - 3 - 02 01 Introduction to probability (613).txt	6.4 KB
/.../04 - 02 02 Probability mass functions (7-14)/
1 - 4 - 02 02 Probability mass functions (714).mp4	11.0 MB
1 - 4 - 02 02 Probability mass functions (714).srt	11.7 KB
1 - 4 - 02 02 Probability mass functions (714).txt	7.5 KB
/.../05 - 02 03 Probability density functions (13-27)/
1 - 5 - 02 03 Probability density functions (1327).mp4	18.8 MB
1 - 5 - 02 03 Probability density functions (1327).srt	21.0 KB
1 - 5 - 02 03 Probability density functions (1327).txt	13.1 KB
/.../06 - 03 01 Conditional Probability (3-23)/
1 - 6 - 03 01 Conditional Probability (323).mp4	6.4 MB
1 - 6 - 03 01 Conditional Probability (323).srt	5.2 KB
1 - 6 - 03 01 Conditional Probability (323).txt	3.3 KB
/.../07 - 03 02 Bayes rule (7-52)/
1 - 7 - 03 02 Bayes rule (752).mp4	13.4 MB
1 - 7 - 03 02 Bayes rule (752).srt	12.0 KB
1 - 7 - 03 02 Bayes rule (752).txt	7.5 KB
/.../08 - 03 03 Independence (3-04)/
1 - 8 - 03 03 Independence (304).mp4	5.5 MB
1 - 8 - 03 03 Independence (304).srt	4.6 KB
1 - 8 - 03 03 Independence (304).txt	2.9 KB
/.../09 - 04 01 Expected values (5-14)/
1 - 9 - 04 01 Expected values (514).mp4	8.4 MB
1 - 9 - 04 01 Expected values (514).srt	8.5 KB
1 - 9 - 04 01 Expected values (514).txt	5.4 KB
/.../10 - 04 02 Expected values, simple examples (2-12)/
1 - 10 - 04 02 Expected values, simple examples (212).mp4	3.5 MB
1 - 10 - 04 02 Expected values, simple examples (212).srt	3.2 KB
1 - 10 - 04 02 Expected values, simple examples (212).txt	2.0 KB
/.../11 - 04 03 Expected values for PDFs (7-46)/
1 - 11 - 04 03 Expected values for PDFs (746).mp4	11.4 MB
1 - 11 - 04 03 Expected values for PDFs (746).srt	12.1 KB
1 - 11 - 04 03 Expected values for PDFs (746).txt	7.6 KB
/.../01 - 05 01 Introduction to variability (4-57)/
2 - 1 - 05 01 Introduction to variability (457).mp4	7.6 MB
2 - 1 - 05 01 Introduction to variability (457).srt	7.1 KB
2 - 1 - 05 01 Introduction to variability (457).txt	4.6 KB
/.../02 - 05 02 Variance simulation examples (2-46)/
2 - 2 - 05 02 Variance simulation examples (246).mp4	3.4 MB
2 - 2 - 05 02 Variance simulation examples (246).srt	4.2 KB
2 - 2 - 05 02 Variance simulation examples (246).txt	2.7 KB
/.../03 - 05 03 Standard error of the mean (7-12)/
2 - 3 - 05 03 Standard error of the mean (712).mp4	12.6 MB
2 - 3 - 05 03 Standard error of the mean (712).srt	11.2 KB
2 - 3 - 05 03 Standard error of the mean (712).txt	6.9 KB
/.../04 - 05 04 Variance data example (3-33)/
2 - 4 - 05 04 Variance data example (333).mp4	5.9 MB
2 - 4 - 05 04 Variance data example (333).srt	5.5 KB
2 - 4 - 05 04 Variance data example (333).txt	3.5 KB
/.../05 - 06 01 Binomial distrubtion (3-02)/
2 - 5 - 06 01 Binomial distrubtion (302).mp4	5.4 MB
2 - 5 - 06 01 Binomial distrubtion (302).srt	4.5 KB
2 - 5 - 06 01 Binomial distrubtion (302).txt	2.9 KB
/.../06 - 06 02 Normal distribution (15-12)/
2 - 6 - 06 02 Normal distribution (1512).mp4	24.5 MB
2 - 6 - 06 02 Normal distribution (1512).srt	19.7 KB
2 - 6 - 06 02 Normal distribution (1512).txt	12.3 KB
/.../07 - 06 03 Poisson (6-08)/
2 - 7 - 06 03 Poisson (608).mp4	9.5 MB
2 - 7 - 06 03 Poisson (608).srt	8.9 KB
2 - 7 - 06 03 Poisson (608).txt	5.5 KB
/.../08 - 07 01 Asymptotics and LLN (4-28)/
2 - 8 - 07 01 Asymptotics and LLN (428).mp4	7.3 MB
2 - 8 - 07 01 Asymptotics and LLN (428).srt	6.7 KB
2 - 8 - 07 01 Asymptotics and LLN (428).txt	4.3 KB
/.../09 - 07 02 Asymptotics and the CLT (8-27)/
2 - 9 - 07 02 Asymptotics and the CLT (827).mp4	13.2 MB
2 - 9 - 07 02 Asymptotics and the CLT (827).srt	12.4 KB
2 - 9 - 07 02 Asymptotics and the CLT (827).txt	7.8 KB
/.../10 - 07 03 Asymptotics and confidence intervals (20-10)/
2 - 10 - 07 03 Asymptotics and confidence intervals (2010).mp4	32.7 MB
2 - 10 - 07 03 Asymptotics and confidence intervals (2010).srt	28.7 KB
2 - 10 - 07 03 Asymptotics and confidence intervals (2010).txt	18.1 KB
/.../01 - 08 01 T confidence intervals (9-12)/
3 - 1 - 08 01 T confidence intervals (912).mp4	12.3 MB
/.../02 - 08 02 T confidence intervals example (4-06)/
3 - 2 - 08 02 T confidence intervals example (406).mp4	5.4 MB
/.../03 - 08 03 Independent group T intervals (14-36)/
3 - 3 - 08 03 Independent group T intervals (1436).mp4	22.1 MB
/.../04 - 08 04 A note on unequal variance (3-29)/
3 - 4 - 08 04 A note on unequal variance (329).mp4	5.1 MB
/.../05 - 09 01 Hypothesis testing (4-17)/
3 - 5 - 09 01 Hypothesis testing (417).mp4	6.9 MB
/.../06 - 09 02 Example of choosing a rejection region (5-12)/
3 - 6 - 09 02 Example of choosing a rejection region (512).mp4	8.0 MB
/.../07 - 09 03 T tests (7-04)/
3 - 7 - 09 03 T tests (704).mp4	9.1 MB
/.../08 - 09 04 Two group testing (17-54)/
3 - 8 - 09 04 Two group testing (1754).mp4	23.5 MB
/.../09 - 10 01 Pvalues (7-50)/
3 - 9 - 10 01 Pvalues (750).mp4	13.5 MB
/.../10 - 10 02 Pvalue further examples (5-54)/
3 - 10 - 10 02 Pvalue further examples (554).mp4	9.7 MB
/.../01 - 11 01 Power (4-54)/
4 - 1 - 11 01 Power (454).mp4	8.4 MB
/.../02 - 11 02 Calculating Power (12-51)/
4 - 2 - 11 02 Calculating Power (1251).mp4	18.7 MB
/.../03 - 11 03 Notes on power (4-57)/
4 - 3 - 11 03 Notes on power (457).mp4	7.4 MB
/.../04 - 11 04 T test power (8-02)/
4 - 4 - 11 04 T test power (802).mp4	12.2 MB
/.../05 - 12 Multiple Comparisons (25-22)/
4 - 5 - 12 Multiple Comparisons (2522).mp4	32.0 MB
4 - 5 - 12 Multiple Comparisons (2522).srt	42.6 KB
4 - 5 - 12 Multiple Comparisons (2522).txt	26.3 KB
index.pdf	647.0 KB
/.../06 - 13 01 Bootstrapping (7-10)/
4 - 6 - 13 01 Bootstrapping (710).mp4	10.0 MB
/.../07 - 13 02 Bootstrapping example (3-29)/
4 - 7 - 13 02 Bootstrapping example (329).mp4	5.8 MB
/.../08 - 13 03 Notes on the bootstrap (10-20)/
4 - 8 - 13 03 Notes on the bootstrap (1020).mp4	14.0 MB
/.../09 - 13 04 Permutation tests (9-07)/
4 - 9 - 13 04 Permutation tests (907).mp4	11.6 MB
/.../01 - Just enough knitr to do the project/
9 - 1 - Just enough knitr to do the project.mp4	6.5 MB
9 - 1 - Just enough knitr to do the project.srt	4.6 KB
9 - 1 - Just enough knitr to do the project.txt	2.7 KB
/.../06 - Homework Videos/01 - Homework 1/
10 - 1 - Homework 1.mp4	29.0 MB
/.../06 - Homework Videos/02 - Homework 2/
10 - 2 - Homework 2.mp4	30.9 MB
/.../06 - Homework Videos/03 - Homework 3/
10 - 3 - Homework 3.mp4	22.8 MB
/.../06 - Homework Videos/04 - Homework 4/
10 - 4 - Homework 4.mp4	50.8 MB
/6. Statistical Inference/
index.html	44.1 KB
lectures.html	77.8 KB
materials.html	59.1 KB
/.../01 - 01_01_a Introduction to regression (4-10)/
01_01.pdf	486.9 KB
1 - 1 - 01_01_a Introduction to regression (410).mp4	5.8 MB
1 - 1 - 01_01_a Introduction to regression (410).srt	6.8 KB
1 - 1 - 01_01_a Introduction to regression (410).txt	4.2 KB
/.../02 - 01_01_b Basic least squares (5-41)/
1 - 2 - 01_01_b Basic least squares (541).mp4	7.5 MB
1 - 2 - 01_01_b Basic least squares (541).srt	8.9 KB
1 - 2 - 01_01_b Basic least squares (541).txt	5.3 KB
/.../03 - 01_01_c Least squares continued (5-38)/
1 - 3 - 01_01_c Least squares continued (538).mp4	7.8 MB
1 - 3 - 01_01_c Least squares continued (538).srt	8.7 KB
1 - 3 - 01_01_c Least squares continued (538).txt	5.2 KB
/.../04 - 01_01_d Regression through the origin (7-37)/
1 - 4 - 01_01_d Regression through the origin (737).mp4	10.2 MB
1 - 4 - 01_01_d Regression through the origin (737).srt	11.9 KB
1 - 4 - 01_01_d Regression through the origin (737).txt	7.1 KB
/.../05 - 01_02_a Basic Notation and Background (3-26)/
01_02.pdf	130.7 KB
1 - 5 - 01_02_a Basic Notation and Background (326).mp4	4.5 MB
1 - 5 - 01_02_a Basic Notation and Background (326).srt	4.4 KB
1 - 5 - 01_02_a Basic Notation and Background (326).txt	2.8 KB
/.../06 - 01_02_b Normalization and Correlation (5-22)/
1 - 6 - 01_02_b Normalization and Correlation (522).mp4	7.1 MB
1 - 6 - 01_02_b Normalization and Correlation (522).srt	7.5 KB
1 - 6 - 01_02_b Normalization and Correlation (522).txt	4.7 KB
/.../07 - 01_03_a Linear Least Squares (6-01)/
01_03.pdf	189.5 KB
1 - 7 - 01_03_a Linear Least Squares (601).mp4	7.6 MB
1 - 7 - 01_03_a Linear Least Squares (601).srt	8.2 KB
1 - 7 - 01_03_a Linear Least Squares (601).txt	5.2 KB
/.../08 - 01_03_b Linear Least Squares Special Cases (4-22)/
1 - 8 - 01_03_b Linear Least Squares Special Cases (422).mp4	5.5 MB
1 - 8 - 01_03_b Linear Least Squares Special Cases (422).srt	5.4 KB
1 - 8 - 01_03_b Linear Least Squares Special Cases (422).txt	3.2 KB
/.../09 - 01_03_c Linear Least Squares Solved (11-33)/
1 - 9 - 01_03_c Linear Least Squares Solved (1133).mp4	15.1 MB
1 - 9 - 01_03_c Linear Least Squares Solved (1133).srt	14.5 KB
1 - 9 - 01_03_c Linear Least Squares Solved (1133).txt	8.6 KB
/.../10 - 01_04_a Regression to the Mean (3-46)/
01_04.pdf	151.0 KB
1 - 10 - 01_04_a Regression to the Mean (346).mp4	5.3 MB
1 - 10 - 01_04_a Regression to the Mean (346).srt	6.0 KB
1 - 10 - 01_04_a Regression to the Mean (346).txt	3.6 KB
/.../11 - 01_04_b Regression to the Mean Example (10-46)/
1 - 11 - 01_04_b Regression to the Mean Example (1046).mp4	14.6 MB
1 - 11 - 01_04_b Regression to the Mean Example (1046).srt	15.0 KB
1 - 11 - 01_04_b Regression to the Mean Example (1046).txt	9.2 KB
/.../01 - 01_05_a Statistical Linear Regression Models (5-58)/
01_05.pdf	216.1 KB
2 - 1 - 01_05_a Statistical Linear Regression Models (558).mp4	7.8 MB
2 - 1 - 01_05_a Statistical Linear Regression Models (558).srt	8.6 KB
2 - 1 - 01_05_a Statistical Linear Regression Models (558).txt	5.4 KB
/.../02 - 01_05_b Interpreting Regression Coefficients (6-28)/
2 - 2 - 01_05_b Interpreting Regression Coefficients (628).mp4	8.8 MB
2 - 2 - 01_05_b Interpreting Regression Coefficients (628).srt	8.5 KB
2 - 2 - 01_05_b Interpreting Regression Coefficients (628).txt	5.0 KB
/.../03 - 01_05_c Statistical Regression Models Examples (6-00)/
2 - 3 - 01_05_c Statistical Regression Models Examples (600).mp4	7.9 MB
2 - 3 - 01_05_c Statistical Regression Models Examples (600).srt	8.7 KB
2 - 3 - 01_05_c Statistical Regression Models Examples (600).txt	5.1 KB
/.../04 - 01_06_a Residuals (2-51)/
01_06.pdf	236.2 KB
2 - 4 - 01_06_a Residuals (251).mp4	3.7 MB
2 - 4 - 01_06_a Residuals (251).srt	3.9 KB
2 - 4 - 01_06_a Residuals (251).txt	2.4 KB
/.../05 - 01_06_b Properties of Residuals (8-48)/
2 - 5 - 01_06_b Properties of Residuals (848).mp4	11.6 MB
2 - 5 - 01_06_b Properties of Residuals (848).srt	12.9 KB
2 - 5 - 01_06_b Properties of Residuals (848).txt	7.6 KB
/.../06 - 01_06_c Residual Variation (11-20)/
2 - 6 - 01_06_c Residual Variation (1120).mp4	14.8 MB
2 - 6 - 01_06_c Residual Variation (1120).srt	14.3 KB
2 - 6 - 01_06_c Residual Variation (1120).txt	8.8 KB
/.../07 - 01_07_a Inference in Regression (1-28)/
01_07.pdf	237.4 KB
2 - 7 - 01_07_a Inference in Regression (128).mp4	1.8 MB
2 - 7 - 01_07_a Inference in Regression (128).srt	2.0 KB
2 - 7 - 01_07_a Inference in Regression (128).txt	1.2 KB
/.../08 - 01_07_b T Tests for Regression Coefficients (12-33)/
2 - 8 - 01_07_b T Tests for Regression Coefficients (1233).mp4	17.1 MB
2 - 8 - 01_07_b T Tests for Regression Coefficients (1233).srt	17.0 KB
2 - 8 - 01_07_b T Tests for Regression Coefficients (1233).txt	10.2 KB
/.../09 - 01_07_c Prediction Intervals (14-13)/
2 - 9 - 01_07_c Prediction Intervals (1413).mp4	19.9 MB
2 - 9 - 01_07_c Prediction Intervals (1413).srt	21.9 KB
2 - 9 - 01_07_c Prediction Intervals (1413).txt	13.1 KB
/.../10 - 02_01_a Multivariate Regression (2-47)/
02_01.pdf	501.1 KB
2 - 10 - 02_01_a Multivariate Regression (247).mp4	3.9 MB
2 - 10 - 02_01_a Multivariate Regression (247).srt	4.3 KB
2 - 10 - 02_01_a Multivariate Regression (247).txt	2.6 KB
/.../11 - 02_01_b Multivariable Least Squares (12-59)/
2 - 11 - 02_01_b Multivariable Least Squares (1259).mp4	17.0 MB
2 - 11 - 02_01_b Multivariable Least Squares (1259).srt	15.4 KB
2 - 11 - 02_01_b Multivariable Least Squares (1259).txt	9.0 KB
/.../12 - 02_01_c More Multivariable Least Squares (8-35)/
2 - 12 - 02_01_c More Multivariable Least Squares (835).mp4	12.4 MB
2 - 12 - 02_01_c More Multivariable Least Squares (835).srt	11.3 KB
2 - 12 - 02_01_c More Multivariable Least Squares (835).txt	6.7 KB
/.../13 - 02_01_d Multivariable Linear Models Interpretation (9-46)/
2 - 13 - 02_01_d Multivariable Linear Models Interpretation (946).mp4	13.3 MB
2 - 13 - 02_01_d Multivariable Linear Models Interpretation (946).srt	14.9 KB
2 - 13 - 02_01_d Multivariable Linear Models Interpretation (946).txt	9.0 KB
/.../01 - 02_02_a Multivariable regression examples (14-38)/
02_02.pdf	1.7 MB
3 - 1 - 02_02_a Multivariable regression examples (1438).mp4	20.4 MB
3 - 1 - 02_02_a Multivariable regression examples (1438).srt	19.2 KB
3 - 1 - 02_02_a Multivariable regression examples (1438).txt	11.5 KB
/.../02 - 02_02_b Dummy variables (27-08)/
3 - 2 - 02_02_b Dummy variables (2708).mp4	36.9 MB
3 - 2 - 02_02_b Dummy variables (2708).srt	37.6 KB
3 - 2 - 02_02_b Dummy variables (2708).txt	22.4 KB
/.../03 - 02_02_c Interactions (26-29)/
3 - 3 - 02_02_c Interactions (2629).mp4	36.1 MB
3 - 3 - 02_02_c Interactions (2629).srt	34.6 KB
3 - 3 - 02_02_c Interactions (2629).txt	20.1 KB
/.../04 - 02_03_a Multivariable simulation exercises (5-42)/
02_03.pdf	314.3 KB
3 - 4 - 02_03_a Multivariable simulation exercises (542).mp4	7.9 MB
3 - 4 - 02_03_a Multivariable simulation exercises (542).srt	7.3 KB
3 - 4 - 02_03_a Multivariable simulation exercises (542).txt	4.2 KB
/.../05 - 02_03_b More simulation exercises (3-53)/
3 - 5 - 02_03_b More simulation exercises (353).mp4	5.1 MB
3 - 5 - 02_03_b More simulation exercises (353).srt	5.9 KB
3 - 5 - 02_03_b More simulation exercises (353).txt	3.4 KB
/.../06 - 02_03_c More simulation examples 2 (2-52)/
3 - 6 - 02_03_c More simulation examples 2 (252).mp4	3.7 MB
3 - 6 - 02_03_c More simulation examples 2 (252).srt	4.1 KB
3 - 6 - 02_03_c More simulation examples 2 (252).txt	2.3 KB
/.../07 - 02_03_d Simulation examples finished (4-22)/
3 - 7 - 02_03_d Simulation examples finished (422).mp4	6.0 MB
3 - 7 - 02_03_d Simulation examples finished (422).srt	5.8 KB
3 - 7 - 02_03_d Simulation examples finished (422).txt	3.6 KB
/.../08 - 02_04_a Residuals (4-48)/
02_04.pdf	224.2 KB
3 - 8 - 02_04_a Residuals (448).mp4	6.3 MB
3 - 8 - 02_04_a Residuals (448).srt	6.9 KB
3 - 8 - 02_04_a Residuals (448).txt	4.3 KB
/.../09 - 02_04_b More on diagnostics (5-18)/
3 - 9 - 02_04_b More on diagnostics (518).mp4	7.9 MB
3 - 9 - 02_04_b More on diagnostics (518).srt	7.9 KB
3 - 9 - 02_04_b More on diagnostics (518).txt	4.8 KB
/.../10 - 02_04_c Residuals and diagnostics examples (6-32)/
3 - 10 - 02_04_c Residuals and diagnostics examples (632).mp4	8.9 MB
3 - 10 - 02_04_c Residuals and diagnostics examples (632).srt	8.4 KB
3 - 10 - 02_04_c Residuals and diagnostics examples (632).txt	5.0 KB
/.../11 - 02_05_a Some thoughts on model selection (6-38)/
02_05.pdf	148.1 KB
3 - 11 - 02_05_a Some thoughts on model selection (638).mp4	9.6 MB
3 - 11 - 02_05_a Some thoughts on model selection (638).srt	9.6 KB
3 - 11 - 02_05_a Some thoughts on model selection (638).txt	5.9 KB
/.../12 - 02_05_b Variance inflation (10-33)/
3 - 12 - 02_05_b Variance inflation (1033).mp4	13.9 MB
3 - 12 - 02_05_b Variance inflation (1033).srt	13.2 KB
3 - 12 - 02_05_b Variance inflation (1033).txt	8.1 KB
/.../13 - 02_05_c Model comparison and search (8-05)/
3 - 13 - 02_05_c Model comparison and search (805).mp4	11.7 MB
3 - 13 - 02_05_c Model comparison and search (805).srt	12.7 KB
3 - 13 - 02_05_c Model comparison and search (805).txt	7.6 KB
/.../01 - 03_01_a Generalized Linear Models (2-32)/
03_01.pdf	195.3 KB
4 - 1 - 03_01_a Generalized Linear Models (232).mp4	3.4 MB
4 - 1 - 03_01_a Generalized Linear Models (232).srt	3.4 KB
4 - 1 - 03_01_a Generalized Linear Models (232).txt	2.1 KB
/.../02 - 03_01_b GLM Examples (6-21)/
4 - 2 - 03_01_b GLM Examples (621).mp4	8.3 MB
4 - 2 - 03_01_b GLM Examples (621).srt	7.6 KB
4 - 2 - 03_01_b GLM Examples (621).txt	4.6 KB
/.../03 - 03_01_c Variances and Quasi Likelihood (7-05)/
4 - 3 - 03_01_c Variances and Quasi Likelihood (705).mp4	9.4 MB
4 - 3 - 03_01_c Variances and Quasi Likelihood (705).srt	10.8 KB
4 - 3 - 03_01_c Variances and Quasi Likelihood (705).txt	6.7 KB
/.../04 - 03_02_a Binary Data GLMs (7-11)/
03_02.pdf	163.1 KB
4 - 4 - 03_02_a Binary Data GLMs (711).mp4	9.4 MB
4 - 4 - 03_02_a Binary Data GLMs (711).srt	9.7 KB
4 - 4 - 03_02_a Binary Data GLMs (711).txt	5.9 KB
/.../05 - 03_02_b GLMs and Odds (14-03)/
4 - 5 - 03_02_b GLMs and Odds (1403).mp4	18.5 MB
4 - 5 - 03_02_b GLMs and Odds (1403).srt	18.5 KB
4 - 5 - 03_02_b GLMs and Odds (1403).txt	10.9 KB
/.../06 - 03_02_c More on Odds (12-29)/
4 - 6 - 03_02_c More on Odds (1229).mp4	16.0 MB
4 - 6 - 03_02_c More on Odds (1229).srt	16.1 KB
4 - 6 - 03_02_c More on Odds (1229).txt	9.5 KB
/.../07 - 03_03_a Poisson Regression (8-15)/
03_03.pdf	277.9 KB
4 - 7 - 03_03_a Poisson Regression (815).mp4	10.4 MB
4 - 7 - 03_03_a Poisson Regression (815).srt	10.4 KB
4 - 7 - 03_03_a Poisson Regression (815).txt	6.4 KB
/.../08 - 03_03_b Poisson Regression Example (14-12)/
4 - 8 - 03_03_b Poisson Regression Example (1412).mp4	18.7 MB
4 - 8 - 03_03_b Poisson Regression Example (1412).srt	19.7 KB
4 - 8 - 03_03_b Poisson Regression Example (1412).txt	11.7 KB
/.../09 - 03_03_c Poisson Rate Models (12-53)/
4 - 9 - 03_03_c Poisson Rate Models (1253).mp4	16.6 MB
4 - 9 - 03_03_c Poisson Rate Models (1253).srt	16.3 KB
4 - 9 - 03_03_c Poisson Rate Models (1253).txt	9.6 KB
/.../10 - 03_04_a Fitting Functions (9-52)/
03_04.pdf	193.9 KB
4 - 10 - 03_04_a Fitting Functions (952).mp4	13.4 MB
4 - 10 - 03_04_a Fitting Functions (952).srt	12.9 KB
4 - 10 - 03_04_a Fitting Functions (952).txt	7.4 KB
/.../11 - 03_04_b Fun Example (8-02)/
4 - 11 - 03_04_b Fun Example (802).mp4	10.5 MB
4 - 11 - 03_04_b Fun Example (802).srt	10.4 KB
4 - 11 - 03_04_b Fun Example (802).txt	6.4 KB
/.../01 - 01_01/
01_01.pdf	486.9 KB
5 - 1 - 01_01.mp4	31.3 MB
/.../02 - 01_02/
01_02.pdf	130.7 KB
5 - 2 - 01_02.mp4	11.8 MB
/.../03 - 01_03/
01_03.pdf	189.5 KB
5 - 3 - 01_03.mp4	28.2 MB
/.../04 - 01_04/
01_04.pdf	151.0 KB
5 - 4 - 01_04.mp4	19.9 MB
/.../05 - 01_05/
01_05.pdf	216.1 KB
5 - 5 - 01_05.mp4	24.5 MB
/.../06 - 01_06/
01_06.pdf	236.2 KB
5 - 6 - 01_06.mp4	30.0 MB
/.../07 - 02_01/
02_01.pdf	501.1 KB
5 - 7 - 02_01.mp4	46.6 MB
/.../08 - 02_02/
02_02.pdf	1.7 MB
5 - 8 - 02_02.mp4	93.1 MB
/.../09 - 02_03/
02_03.pdf	314.3 KB
5 - 9 - 02_03.mp4	22.7 MB
/.../10 - 02_04/
02_04.pdf	224.2 KB
5 - 10 - 02_04.mp4	23.1 MB
/.../11 - 02_05/
02_05.pdf	148.1 KB
5 - 11 - 02_05.mp4	35.1 MB
/.../12 - 03_01/
03_01.pdf	195.3 KB
5 - 12 - 03_01.mp4	21.2 MB
/.../13 - 03_02/
03_02.pdf	163.1 KB
5 - 13 - 03_02.mp4	43.9 MB
/.../14 - 03_03/
03_03.pdf	277.9 KB
5 - 14 - 03_03.mp4	45.6 MB
/.../15 - 03_04/
03_04.pdf	193.9 KB
5 - 15 - 03_04.mp4	23.9 MB
/.../16 - 01_07/
5 - 16 - 01_07.mp4	38.8 MB
/.../01 - Really, really quick intro to knitr/
7 - 1 - Really, really quick intro to knitr.mp4	6.5 MB
/.../01 - 01_01 Introduction and Least Squares/
8 - 1 - 01_01 Introduction and Least Squares.mp4	43.3 MB
/.../02 - 01_02 Basic notation/
8 - 2 - 01_02 Basic notation.mp4	13.9 MB
/.../03 - 01_03 Least Squares/
8 - 3 - 01_03 Least Squares.mp4	40.5 MB
/.../04 - 01_04 Regression to the Mean/
8 - 4 - 01_04 Regression to the Mean.mp4	20.8 MB
/.../05 - 01_05 Statistical linear regression models/
8 - 5 - 01_05 Statistical linear regression models.mp4	30.2 MB
/.../06 - 02_01 Multivariate statistical models/
8 - 6 - 02_01 Multivariate statistical models.mp4	56.1 MB
/.../07 - 02_02 Multivariate examples/
8 - 7 - 02_02 Multivariate examples.mp4	102.7 MB
/7. Regression Models/
index.html	39.9 KB
lectures.html	132.3 KB
materials.html	26.9 KB
/.../01 - Prediction motivation (8-26)/
001predictionMotivation.pdf	2.2 MB
1 - 1 - Prediction motivation (826).mp4	11.0 MB
1 - 1 - Prediction motivation (826).srt	15.5 KB
1 - 1 - Prediction motivation (826).txt	9.5 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_001predictionMotivation.html	9.5 KB
/.../02 - What is prediction (8-39)/
002whatIsPrediction.pdf	1.9 MB
1 - 2 - What is prediction (839).mp4	11.5 MB
1 - 2 - What is prediction (839).srt	15.4 KB
1 - 2 - What is prediction (839).txt	9.6 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_002whatIsPrediction.html	14.3 KB
/.../03 - Relative importance of steps (9-45)/
003relativeImportance.pdf	928.6 KB
1 - 3 - Relative importance of steps (945).mp4	12.9 MB
1 - 3 - Relative importance of steps (945).srt	18.9 KB
1 - 3 - Relative importance of steps (945).txt	11.6 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_003relativeImportance.html	8.8 KB
/.../04 - In and out of sample errors (6-57)/
004inOutSampleErrors.pdf	1.1 MB
1 - 4 - In and out of sample errors (657).mp4	9.1 MB
1 - 4 - In and out of sample errors (657).srt	12.7 KB
1 - 4 - In and out of sample errors (657).txt	8.0 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_004inOutSampleErrors.html	8.7 KB
/.../05 - Prediction study design (9-05)/
005predictionStudyDesign.pdf	882.4 KB
1 - 5 - Prediction study design (905).mp4	11.7 MB
1 - 5 - Prediction study design (905).srt	16.7 KB
1 - 5 - Prediction study design (905).txt	10.4 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_005predictionStudyDesign.html	8.2 KB
/.../06 - Types of errors (10-35)/
006typesOfErrors.pdf	1.8 MB
1 - 6 - Types of errors (1035).mp4	14.5 MB
1 - 6 - Types of errors (1035).srt	19.3 KB
1 - 6 - Types of errors (1035).txt	11.9 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_006typesOfErrors.html	10.9 KB
/.../07 - Receiver Operating Characteristic (5-03)/
007receiverOperatingCharacteristic.pdf	343.6 KB
1 - 7 - Receiver Operating Characteristic (503).mp4	6.4 MB
1 - 7 - Receiver Operating Characteristic (503).srt	8.8 KB
1 - 7 - Receiver Operating Characteristic (503).txt	5.5 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_007receiverOperatingCharacteristic.html	6.0 KB
/.../08 - Cross validation (8-20)/
008crossValidation.pdf	513.3 KB
1 - 8 - Cross validation (820).mp4	10.6 MB
1 - 8 - Cross validation (820).srt	15.4 KB
1 - 8 - Cross validation (820).txt	9.6 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_008crossValidation.html	7.0 KB
/.../09 - What data should you use (6-01)/
009whatData.pdf	1.8 MB
1 - 9 - What data should you use (601).mp4	8.1 MB
1 - 9 - What data should you use (601).srt	11.6 KB
1 - 9 - What data should you use (601).txt	7.2 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_009whatData.html	7.6 KB
/.../01 - Caret package (6-16)/
010caretPackage.pdf	2.4 MB
2 - 1 - Caret package (616).mp4	8.6 MB
2 - 1 - Caret package (616).srt	11.3 KB
2 - 1 - Caret package (616).txt	7.1 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_010caretPackage.html	22.4 KB
/.../02 - Data slicing (5-40)/
011dataSlicing.pdf	852.7 KB
2 - 2 - Data slicing (540).mp4	7.3 MB
2 - 2 - Data slicing (540).srt	9.6 KB
2 - 2 - Data slicing (540).txt	6.0 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_011dataSlicing.html	7.5 KB
/.../03 - Training options (7-15)/
012trainOptions.pdf	1.4 MB
2 - 3 - Training options (715).mp4	9.4 MB
2 - 3 - Training options (715).srt	12.9 KB
2 - 3 - Training options (715).txt	7.9 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_012trainOptions.html	9.8 KB
/.../04 - Plotting predictors (10-39)/
013plottingPredictors.pdf	1.7 MB
2 - 4 - Plotting predictors (1039).mp4	14.9 MB
2 - 4 - Plotting predictors (1039).srt	18.4 KB
2 - 4 - Plotting predictors (1039).txt	11.5 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_013plottingPredictors.html	13.6 KB
/.../05 - Basic preprocessing (10-52)/
014basicPreprocessing.pdf	1.6 MB
2 - 5 - Basic preprocessing (1052).mp4	14.3 MB
2 - 5 - Basic preprocessing (1052).srt	19.0 KB
2 - 5 - Basic preprocessing (1052).txt	11.8 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_014basicPreprocessing.html	9.9 KB
/.../06 - Covariate creation (17-31)/
015covariateCreation.pdf	2.0 MB
2 - 6 - Covariate creation (1731).mp4	23.9 MB
2 - 6 - Covariate creation (1731).srt	30.3 KB
2 - 6 - Covariate creation (1731).txt	18.8 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_015covariateCreation.html	163.7 KB
/.../07 - Preprocessing with principal components analysis (14-07)/
016preProcessingPCA.pdf	1.8 MB
2 - 7 - Preprocessing with principal components analysis (1407).mp4	18.2 MB
2 - 7 - Preprocessing with principal components analysis (1407).srt	24.9 KB
2 - 7 - Preprocessing with principal components analysis (1407).txt	15.4 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_016preProcessingPCA.html	12.5 KB
/.../08 - Predicting with Regression (12-22)/
017predictingWithRegression.pdf	1.9 MB
2 - 8 - Predicting with Regression (1222).mp4	16.6 MB
2 - 8 - Predicting with Regression (1222).srt	19.6 KB
2 - 8 - Predicting with Regression (1222).txt	12.2 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_017predictingWithRegression.html	11.3 KB
/.../09 - Predicting with Regression Multiple Covariates (11-12)/
018predictingWithRegressionMC.pdf	1.9 MB
2 - 9 - Predicting with Regression Multiple Covariates (1112).mp4	15.2 MB
2 - 9 - Predicting with Regression Multiple Covariates (1112).srt	18.6 KB
2 - 9 - Predicting with Regression Multiple Covariates (1112).txt	11.5 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_018predictingWithRegressionMC.html	14.1 KB
/.../01 - Predicting with trees (12-51)/
019predictingWithTrees.pdf	1.7 MB
3 - 1 - Predicting with trees (1251).mp4	17.0 MB
3 - 1 - Predicting with trees (1251).srt	20.9 KB
3 - 1 - Predicting with trees (1251).txt	12.9 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_019predictingWithTrees.html	14.4 KB
/.../02 - Bagging (9-13)/
020bagging.pdf	1.6 MB
3 - 2 - Bagging (913).mp4	12.0 MB
3 - 2 - Bagging (913).srt	15.1 KB
3 - 2 - Bagging (913).txt	9.4 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_020bagging.html	11.8 KB
/.../03 - Random Forests (6-49)/
021randomForests.pdf	1.4 MB
3 - 3 - Random Forests (649).mp4	9.2 MB
3 - 3 - Random Forests (649).srt	11.8 KB
3 - 3 - Random Forests (649).txt	7.4 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_021randomForests.html	9.8 KB
/.../04 - Boosting (7-08)/
022boosting.pdf	1.2 MB
3 - 4 - Boosting (708).mp4	9.5 MB
3 - 4 - Boosting (708).srt	11.9 KB
3 - 4 - Boosting (708).txt	7.4 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_022boosting.html	12.5 KB
/.../05 - Model Based Prediction (11-39)/
023modelBasedPrediction.pdf	1.3 MB
3 - 5 - Model Based Prediction (1139).mp4	15.3 MB
3 - 5 - Model Based Prediction (1139).srt	19.4 KB
3 - 5 - Model Based Prediction (1139).txt	11.9 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_023modelBasedPrediction.html	12.4 KB
/.../01 - Regularized regression (13-20)/
024regularizedRegression.pdf	1.8 MB
4 - 1 - Regularized regression (1320).mp4	17.6 MB
4 - 1 - Regularized regression (1320).srt	21.7 KB
4 - 1 - Regularized regression (1320).txt	13.3 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_024regularizedRegression.html	15.9 KB
/.../02 - Combining predictors (7-11)/
025combiningPredictors.pdf	1.8 MB
4 - 2 - Combining predictors (711).mp4	9.8 MB
4 - 2 - Combining predictors (711).srt	11.1 KB
4 - 2 - Combining predictors (711).txt	6.9 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_025combiningPredictors.html	13.5 KB
/04 - Week 4/03 - Forecasting/
027forecasting.pdf	1.9 MB
4 - 3 - Forecasting.mp4	11.1 MB
4 - 3 - Forecasting.srt	12.5 KB
4 - 3 - Forecasting.txt	7.9 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_027forecasting.html	12.3 KB
/.../04 - Unsupervised Prediction (4-24)/
026unsupervisedPrediction.pdf	753.5 KB
4 - 4 - Unsupervised Prediction (424).mp4	5.7 MB
4 - 4 - Unsupervised Prediction (424).srt	7.4 KB
4 - 4 - Unsupervised Prediction (424).txt	4.6 KB
datasciencespecialization.github.io_courses_08_PracticalMachineLearning_026unsupervisedPrediction.html	7.3 KB
/8. Practical Machine Learning/
index.html	32.4 KB
lectures.html	82.8 KB
materials.html	43.6 KB
/.../01 - Introduction to Data Products (1-05)/
2 - 1 - Introduction to Data Products (105).mp4	1.4 MB
2 - 1 - Introduction to Data Products (105).srt	1.5 KB
2 - 1 - Introduction to Data Products (105).txt	0.9 KB
/.../02 - Motivating Shiny (1-49)/
2 - 2 - Motivating Shiny (149).mp4	3.6 MB
2 - 2 - Motivating Shiny (149).srt	2.7 KB
2 - 2 - Motivating Shiny (149).txt	1.6 KB
/.../03 - Shiny 1 Introduction to Shiny (8-36)/
2 - 3 - Shiny 1 Introduction to Shiny (836).mp4	11.4 MB
2 - 3 - Shiny 1 Introduction to Shiny (836).srt	12.8 KB
2 - 3 - Shiny 1 Introduction to Shiny (836).txt	7.9 KB
shiny.pdf	395.5 KB
/.../04 - Shiny 2 basic html and getting input (4-56)/
2 - 4 - Shiny 2 basic html and getting input (456).mp4	6.3 MB
2 - 4 - Shiny 2 basic html and getting input (456).srt	7.2 KB
2 - 4 - Shiny 2 basic html and getting input (456).txt	4.2 KB
/.../05 - Shiny 3 Creating a very basic prediction function (4-12)/
2 - 5 - Shiny 3 Creating a very basic prediction function (412).mp4	5.3 MB
2 - 5 - Shiny 3 Creating a very basic prediction function (412).srt	6.2 KB
2 - 5 - Shiny 3 Creating a very basic prediction function (412).txt	3.8 KB
/.../06 - Shiny 4 Working with images (2-39)/
2 - 6 - Shiny 4 Working with images (239).mp4	3.3 MB
2 - 6 - Shiny 4 Working with images (239).srt	3.7 KB
2 - 6 - Shiny 4 Working with images (239).txt	2.1 KB
/.../07 - Shiny 5 Discussion (4-48)/
2 - 7 - Shiny 5 Discussion (448).mp4	6.8 MB
2 - 7 - Shiny 5 Discussion (448).srt	7.4 KB
2 - 7 - Shiny 5 Discussion (448).txt	4.4 KB
/.../08 - More advanced shiny discussion, reactivity (9-30)/
2 - 8 - More advanced shiny discussion, reactivity (930).mp4	13.2 MB
2 - 8 - More advanced shiny discussion, reactivity (930).srt	12.0 KB
2 - 8 - More advanced shiny discussion, reactivity (930).txt	6.8 KB
shiny2.pdf	135.0 KB
/.../09 - More advanced shiny, the reactive function (5-50)/
2 - 9 - More advanced shiny, the reactive function (550).mp4	7.2 MB
2 - 9 - More advanced shiny, the reactive function (550).srt	6.9 KB
2 - 9 - More advanced shiny, the reactive function (550).txt	4.1 KB
/.../10 - More advanced shiny, conditional execution of reactive statements (4-16)/
2 - 10 - More advanced shiny, conditional execution of reactive statements (416).mp4	5.7 MB
2 - 10 - More advanced shiny, conditional execution of reactive statements (416).srt	5.5 KB
2 - 10 - More advanced shiny, conditional execution of reactive statements (416).txt	3.2 KB
/.../11 - More advanced shiny, odds and ends (4-55)/
2 - 11 - More advanced shiny, odds and ends (455).mp4	6.6 MB
2 - 11 - More advanced shiny, odds and ends (455).srt	6.4 KB
2 - 11 - More advanced shiny, odds and ends (455).txt	3.9 KB
/.../12 - Manipulate (4-49)/
2 - 12 - Manipulate (449).mp4	6.4 MB
2 - 12 - Manipulate (449).srt	6.9 KB
2 - 12 - Manipulate (449).txt	3.9 KB
manipulate.pdf	54.7 KB
/.../13 - Intro to rCharts and GoogleVis (1-01)/
2 - 13 - Intro to rCharts and GoogleVis (101).mp4	2.0 MB
2 - 13 - Intro to rCharts and GoogleVis (101).srt	1.1 KB
2 - 13 - Intro to rCharts and GoogleVis (101).txt	0.7 KB
/.../14 - rCharts introduction (4-45)/
2 - 14 - rCharts introduction (445).mp4	6.1 MB
2 - 14 - rCharts introduction (445).srt	6.6 KB
2 - 14 - rCharts introduction (445).txt	4.1 KB
rCharts.pdf	1.2 MB
/.../15 - rCharts more examples (5-40)/
2 - 15 - rCharts more examples (540).mp4	7.9 MB
2 - 15 - rCharts more examples (540).srt	7.6 KB
2 - 15 - rCharts more examples (540).txt	4.6 KB
/.../16 - rCharts mapping and discussion (5-32)/
2 - 16 - rCharts mapping and discussion (532).mp4	8.8 MB
2 - 16 - rCharts mapping and discussion (532).srt	7.8 KB
2 - 16 - rCharts mapping and discussion (532).txt	4.7 KB
/.../17 - GoogleVis (9-34)/
2 - 17 - GoogleVis (934).mp4	13.1 MB
2 - 17 - GoogleVis (934).srt	15.2 KB
2 - 17 - GoogleVis (934).txt	9.5 KB
googleVis.pdf	781.9 KB
/.../18 - shinyApps.io/
2 - 18 - shinyApps.io.mp4	6.1 MB
2 - 18 - shinyApps.io.srt	6.1 KB
2 - 18 - shinyApps.io.txt	3.6 KB
/01 - Week 1/19 - plotly/
2 - 19 - plotly.mp4	14.0 MB
2 - 19 - plotly.srt	12.6 KB
2 - 19 - plotly.txt	7.7 KB
/.../01 - Presenting Data Analysis Writing a Data Report (3-18)/
3 - 1 - Presenting Data Analysis Writing a Data Report (318).mp4	7.7 MB
/.../02 - Slidify intro (5-32)/
3 - 2 - Slidify intro (532).mp4	7.5 MB
3 - 2 - Slidify intro (532).srt	7.7 KB
3 - 2 - Slidify intro (532).txt	4.7 KB
slidify.pdf	4.4 MB
/.../03 - Slidify working it out (2-01)/
3 - 3 - Slidify working it out (201).mp4	3.5 MB
3 - 3 - Slidify working it out (201).srt	3.1 KB
3 - 3 - Slidify working it out (201).txt	1.5 KB
/.../04 - Slidify customization (4-09)/
3 - 4 - Slidify customization (409).mp4	5.8 MB
3 - 4 - Slidify customization (409).srt	5.8 KB
3 - 4 - Slidify customization (409).txt	3.5 KB
/.../05 - Slidify more details (7-24)/
3 - 5 - Slidify more details (724).mp4	9.7 MB
3 - 5 - Slidify more details (724).srt	11.2 KB
3 - 5 - Slidify more details (724).txt	6.8 KB
/.../06 - Slidify reminder about knitting R (1-52)/
3 - 6 - Slidify reminder about knitting R (152).mp4	3.5 MB
3 - 6 - Slidify reminder about knitting R (152).srt	2.7 KB
3 - 6 - Slidify reminder about knitting R (152).txt	1.5 KB
/.../07 - RStudio Presenter 1 Introduction and getting started (4-59)/
3 - 7 - RStudio Presenter 1 Introduction and getting started (459).mp4	9.0 MB
3 - 7 - RStudio Presenter 1 Introduction and getting started (459).srt	7.4 KB
3 - 7 - RStudio Presenter 1 Introduction and getting started (459).txt	4.3 KB
/.../08 - RStudio Presenter 2 Authoring details (11-14)/
3 - 8 - RStudio Presenter 2 Authoring details (1114).mp4	18.5 MB
3 - 8 - RStudio Presenter 2 Authoring details (1114).srt	16.0 KB
3 - 8 - RStudio Presenter 2 Authoring details (1114).txt	9.6 KB
/.../09 - RStudio Presenter 3 Discussion and comparison with Slidify (4-13)/
3 - 9 - RStudio Presenter 3 Discussion and comparison with Slidify (413).mp4	6.0 MB
3 - 9 - RStudio Presenter 3 Discussion and comparison with Slidify (413).srt	6.0 KB
3 - 9 - RStudio Presenter 3 Discussion and comparison with Slidify (413).txt	3.7 KB
/.../10 - Very quick introduction to gh-pages/
3 - 10 - Very quick introduction to gh-pages.mp4	10.6 MB
/.../01 - R Packages (Part 1) (7-11)/
4 - 1 - R Packages (Part 1) (711).mp4	9.5 MB
4 - 1 - R Packages (Part 1) (711).srt	13.2 KB
4 - 1 - R Packages (Part 1) (711).txt	8.3 KB
RPackages.pdf	193.6 KB
/.../02 - R Packages (Part 2) (14-59)/
4 - 2 - R Packages (Part 2) (1459).mp4	17.9 MB
4 - 2 - R Packages (Part 2) (1459).srt	26.4 KB
4 - 2 - R Packages (Part 2) (1459).txt	16.2 KB
/.../03 - Building R Packages Demo (18-00)/
4 - 3 - Building R Packages Demo (1800).mp4	33.5 MB
4 - 3 - Building R Packages Demo (1800).srt	26.6 KB
4 - 3 - Building R Packages Demo (1800).txt	15.8 KB
/.../04 - R Classes and Methods (Part 1) (13-50)/
4 - 4 - R Classes and Methods (Part 1) (1350).mp4	19.0 MB
4 - 4 - R Classes and Methods (Part 1) (1350).srt	23.2 KB
4 - 4 - R Classes and Methods (Part 1) (1350).txt	14.4 KB
classes-methods.pdf	419.1 KB
/.../05 - R Classes and Methods (Part 2) (11-19)/
4 - 5 - R Classes and Methods (Part 2) (1119).mp4	13.9 MB
4 - 5 - R Classes and Methods (Part 2) (1119).srt	19.0 KB
4 - 5 - R Classes and Methods (Part 2) (1119).txt	11.8 KB
/.../06 - yhat (Part 1) (24-39)/
4 - 6 - yhat (Part 1) (2439).mp4	42.0 MB
4 - 6 - yhat (Part 1) (2439).srt	40.2 KB
4 - 6 - yhat (Part 1) (2439).txt	23.9 KB
/.../07 - yhat (Part 2) (11-38)/
4 - 7 - yhat (Part 2) (1138).mp4	22.3 MB
4 - 7 - yhat (Part 2) (1138).srt	18.8 KB
4 - 7 - yhat (Part 2) (1138).txt	11.4 KB
/.../04 - Whole lectures/01 - Shiny/
5 - 1 - Shiny.mp4	38.7 MB
/.../04 - Whole lectures/02 - shiny2/
5 - 2 - shiny2.mp4	32.6 MB
/.../04 - Whole lectures/03 - Slidify/
5 - 3 - Slidify.mp4	30.1 MB
/.../04 - R Studio Presenter/
5 - 4 - R Studio Presenter.mp4	33.5 MB
/.../04 - Whole lectures/05 - Manipulate/
5 - 5 - Manipulate.mp4	6.4 MB
/.../04 - Whole lectures/06 - rCharts/
5 - 6 - rCharts.mp4	22.8 MB
/.../04 - Whole lectures/07 - plotly/
5 - 7 - plotly.mp4	14.0 MB
/9. Developing Data Products/
index.html	48.5 KB
lectures.html	83.7 KB
materials.html	59.1 KB
Total files 1254