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V铆ctor Caquilpan

Hi there,

My name is Victor and I am an enthusiastic ML engineer and data scientist focused on solving environmental problems. Now, my main research is in Re-ID of feral cats (a huge problem in all the planet, because these animal hunt multiple native species). I am a Natural Resources Engineer from The University of Chile (Chile), and a student of Master Degree of Artificial Intelligence in The University of Adelaide (Australia). If you want to contact me, you can do it to my personal email [email protected]馃尡.

Tools

Main tools and applications

PyTorch Python R Visual Studio Code MicrosoftSQLServer Power Bi Linux Windows Docker

Interesting Resources

I leave some links that may be of interest to several people.

Python

  • Pytorch Lightning. Main page of this wrapper of Pytorch, very useful to leverage the multiple capabilities of this Deep Learning framework.
  • Sensio - Canal de Python y IA. Very good YouTube channel where different topics related to data science, use of python, Git, artificial intelligence, among others, are explained. Highly recommended, it is in Spanish language.

R

  • Inferential Statistic in Data Science. Very good ebook on inferential statistics with several applied cases and easy to understand examples. Highly recommended.
  • Advanced R. Ebook about the use of R at a slightly more advanced level. very useful to get more out of it.
  • Bayes Rules! An Introduction to Bayesian Modeling with R. Very good ebook to learn about Bayesian statistics with examples in R.
  • Efficient R programming. Ebook dealing with various ways on how to increase script performance, memory usage and other similar topics in R.
  • An Introduction to Statistical Learning. A very good book about statistical topics in R.
  • A Data.table and dplyr tour. Translation of functions from the dplyr world (tidyverse) to data.table. Data.table is a variable type similar to data.frame, but optimized for working with large amounts of data. When we must work with large amounts of data, dplyr can fall short, so data.table can be a very good option.
  • dtplyr/translation If you want to convert code that contains dplyr functions and you need to quickly convert everything to data.table, you can use the dtplyr library to do the conversion quickly and easily.

Miscellaneous

  • Curso de Docker en espa帽ol. YouTube channel where basic topics about the use of Docker and its configuration for multiple purposes are explained (it is in Spanish).
  • Making Slides with R Markdown. Documentation to learn how to use Sharingan, a useful library to create great presentations in R through RMarkdown.

Victor Caquilpan's Projects

cnn_evaluation icon cnn_evaluation

This repository contains a set of experiments using CNN arquitectures to predict animal classes

curso_nodejs icon curso_nodejs

Entrega de proyecto Curso Programaci贸n y Visualizaci贸n de Datos - FAU

graficoanimadosea icon graficoanimadosea

En este repositorio se presenta un script elaborado en R para la creaci贸n de una visualizaci贸n animada utilizando datos del Servicio de Evaluaci贸n Ambiental

imgaug icon imgaug

Image augmentation for machine learning experiments.

introduction-to-data-science-in-python icon introduction-to-data-science-in-python

This repository contains Ipython notebooks of assignments and tutorials used in the course introduction to data science in python, part of Applied Data Science using Python Specialization from University of Michigan offered by Coursera

lecturaexcelconr icon lecturaexcelconr

Aplicaci贸n de funciones de librer铆as purrr y furrr de R para leer archivos MS Excel de forma paralela.

maskgan icon maskgan

MaskGAN for unpaired MR-to-CT synthesis. Official implementation of MICCAI 2023

pca-kmeans icon pca-kmeans

Repository with the implementation of PCA and K-Means algorithm

ppgnet-cat icon ppgnet-cat

PPGNet-Cat: re-ID in feral cats using camera trap images

tallerwebscrapinguai icon tallerwebscrapinguai

Este repositorio contiene la presentaci贸n y scripts del Taller UAI - Introducci贸n al WebScraping (2021)

webscraping-sea icon webscraping-sea

In this repository, scripts to get data from the Servicio de Evaluaci贸n Ambiental (SEA) of Chile is presented. SEA's page: https://www.sea.gob.cl/

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