Horje

R Full Course
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   Getting started with R Language
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   Variables
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   Arithmetic Operators
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   Matrices
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   Formula
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   Reading and writing strings
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   String manipulation with stringi package
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   Classes
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   Lists
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   Hashmaps
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   Creating vectors
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   Date and Time
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   The Date class
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   Date-time classes (POSIXct and POSIXlt)
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   The character class
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   Numeric classes and storage modes
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   The logical class
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   Data frames
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   Split function
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   Reading and writing tabular data in plain-text files (CSV, TSV, etc.)
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   Pipe operators (%>% and others)
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   Linear Models (Regression)
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   data.table
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   Pivot and unpivot with data.table
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   Bar Chart
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   Base Plotting
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   boxplot
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   ggplot2
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   Factors
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   Pattern Matching and Replacement
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   Run-length encoding
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   Speeding up tough-to-vectorize code
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   Introduction to Geographical Maps
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   Set operations
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   tidyverse
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   Rcpp
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   Random Numbers Generator
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   Parallel processing
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   Subsetting
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   Debugging
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   Installing packages
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   Updating R and the package library
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   Inspecting packages
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   Creating packages with devtools
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   Using pipe assignment in your own package %<>%: How to ?
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   Arima Models
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   Distribution Functions
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   Shiny
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   spatial analysis
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   sqldf
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   Code profiling
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   Control flow structures
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   Column wise operation
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   JSON
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   RODBC
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   lubridate
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   Time Series and Forecasting
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   strsplit function
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   Web scraping and parsing
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   Generalized linear models
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   Reshaping data between long and wide forms
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   RMarkdown and knitr presentation
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   Scope of variables
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   Performing a Permutation Test
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   xgboost
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   R code vectorization best practices
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   Missing values
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   Hierarchical Linear Modeling
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   *apply family of functions (functionals)
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   Text mining
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   ANOVA
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   Raster and Image Analysis
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   Survival analysis
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   Fault-tolerant/resilient code
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   Reproducible R
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   Fourier Series and Transformations
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   .Rprofile
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   dplyr
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   caret
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   Extracting and Listing Files in Compressed Archives
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   Probability Distributions with R
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   R in LaTeX with knitr
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   Web Crawling in R
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   Creating reports with RMarkdown
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   GPU-accelerated computing
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   heatmap and heatmap.2
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   Network analysis with the igraph package
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   Functional programming
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   Get user input
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   Spark API (SparkR)
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   Meta: Documentation Guidelines
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   Input and output
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   I/O for foreign tables (Excel, SAS, SPSS, Stata)
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   I/O for database tables
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   I/O for geographic data (shapefiles, etc.)
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   I/O for raster images
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   I/O for R's binary format
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   Recycling
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   Expression: parse + eval
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   Regular Expression Syntax in R
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   Regular Expressions (regex)
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   Combinatorics
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   Solving ODEs in R
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   Feature Selection in R -- Removing Extraneous Features
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   Bibliography in RMD
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   Writing functions in R
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   Color schemes for graphics
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   Hierarchical clustering with hclust
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   Random Forest Algorithm
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   RESTful R Services
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   Machine learning
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   Using texreg to export models in a paper-ready way
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   Publishing
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   Implement State Machine Pattern using S4 Class
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   Reshape using tidyr
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   Modifying strings by substitution
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   Non-standard evaluation and standard evaluation
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   Randomization
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   Object-Oriented Programming in R
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   Coercion
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   Standardize analyses by writing standalone R scripts
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   Analyze tweets with R
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   Natural language processing
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   R Markdown Notebooks (from RStudio)
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   Aggregating data frames
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   Data acquisition
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   R memento by examples
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   Updating R version
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   Introspection
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   roxygen2
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   Cleaning data
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