I'm a lecturer in the Department of Statistics, at the University of California, Berkeley. Teaching undergraduate courses has been my main professional activity for the past six years. However, for about a decade and a half, I've spent my time:
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Introductory text about concepts of Statistical Learning, covering some of the common supervised as well as unsupervised methods (work in progress).
The purpose of this book is to help you understand how statistical notions are connected to matrix algebra concepts that constantly appear around Statistical Learning methods (work in progress).
This book aims to provide an introduction to Principal Component Analysis for Data Science.
This is an introductory book to computational data analysis with an emphasis on principles of data manipulation using R, data technologies, and basics of command line interface (work in progress).
This book aims to help you get started with manipulating strings with R. It provides an overview of several resources that you can use for string manipulation. It covers useful functions in packages "base" and "stringr", printing and formatting characters, regular expressions, and other tricks.
This book aims to help you get started with the creation of a basic R package, based on the so-called S3 classes.
This little book focuses on the basics, and not so basics, of R factors (work in progress).
This book provides a hands-on introduction to Partial Least Squares Path Modeling (PLS-PM) using the R package "plspm".
What we know today as Partial Least Squares (PLS) is the result of a long period of evolution, with a vast range of methods and techniques proposed since the late 1960s / early 1970s. This book narrates the story behind the origins, development, and evolution of PLS methods.
Some of the courses I've taught in the Department of Statistics, UC Berkeley.
I'm a passionate R user, and in a not so distant past, I was an active developer and maintainer of several R packages. All the code is available in my github repositories.
plspm provides a toolkit exclusively dedicated to Partial Least Squares Path Modeling (PLS-PM) analysis.
pathmox is dedicated to the Pathmox approach for obtaining segmentation trees in PLS-PM analysis.
plsdepot provides a set of tools for performing Partial Least Squares (PLS) analysis of one or two data tables.
arcdiagram is a minimalist package to help you plot pretty arc diagrams in R.
colortools is designed to help users generate color schemes and color palettes.
pathdiagram provides simple functions to draw basic PLS path diagrams in R.
cointoss is a toy package with simple functions for simulating tossing a coin.
dieroller is a toy package with simple functions for simulating rolling a die.
binomial is a toy package with simple functions for computing binomial probabilities.
matrixkit is an R package that provides a first aid kit for some matrix operations commonly used in multivariate data analysis methods.
turner provides a set of handy functions to turn vectors (and lists of vectors) into other indexed data structures.
tester provides human readable functions to test characteristics of some common R objects.
Slides of some old talks.
Rtist: weird but beautiful random paintings.
Got Plot: tiny collection of polished charts in R.
Star Wars Arc Diagram: visualizing Star Wars movie scripts.
genbiovis: deprecated experiment for visualizing titles of genetics & biology papers
Mining twitter with R: deprecated experiment that keeps catching people's attention.
Some years ago I used to talk about data analysis, visualization, statistics, R and related stuff in my blog Data Analysis Visually EnfoRced (unfortunately, I haven't had the time to do that anymore).
In a past life I used to be a rope techniques and rigging enthusiast (yes, seriously). Such was my fascination that I even wrote a book in Spanish about the theoretical fundamentals of Rope Techniques.
Once in a blue moon, my alter ego feels compelled to write—mostly in my mother tongue—what to me seems, feels and sounds like poetry-ish. I call them Poemario, a random collection of personal poems in Spanish.
Photo album of an assortment of utility poles (transmission poles, telephone poles, power poles, etc).