I am an epidemiologist and now diving in the ML technique. I am used to working with R, and even though I have a feeling that most content on ML is broadly available using Python, I would like to use R for that. I would appreciate it very much if you could recommend me good references. Thank you all.
Bradley Efron, Trevor Hastie
Computer Age Statisticla Inference - Algorithms, Evidence, and Data Science
Cambridge University Press
with the MOOC of Hastie and Tibshirani if it is still going on.
Dear Fabiola,
this book is great as it is very practically oriented and matches perfectly with the one that Jean Maccario recommended. And it's free
https://www.manning.com/books/machine-learning-with-r-the-tidyverse-and-mlr
The author has a nice youtube introduction and some other videos on his channel
https://www.youtube.com/watch?v=oHeTlDcBNtI
Best,
Holger
1) Big Data Analytics with Hadoop 3: Build highly effective analytics solutions to gain valuable insight into your big data
472 Pages · 2018 · 34.28 MB · English
by Sridhar Alla
2) Big Data Analytics with R and Hadoop: Set up an integrated infrastructure of R and Hadoop to turn your data analytics into Big Data analytics
238 Pages · 2013 · 3.62 MB · English
by Vignesh Prajapati
I recomemmend
https://b-ok.lat/book/3496446/7ade3a
https://b-ok.lat/book/3642842/4ad30e
A more useful item related to your query : https://bradleyboehmke.github.io/HOML/
Dear Fabiola,
I recommend you this book.
An Introduction to Statistical Learning with Application in R., Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani In addition you can get explanation about all it content on the youtube channel:
Data Science Analytics: Introduction to Statistical Learning Series(https://www.youtube.com/watchv=5N9V07EIfIg&list=PLOg0ngHtcqbPTlZzRHA2ocQZqB1D_qZ5V)
You could try these Books for Machine Learning with R
https://machinelearningmastery.com/books-for-machine-learning-with-r/
Dear Fabiola,
You can crosscheck some of the following references:
1. Machine Learning with R, Abhijit Ghatak, Springer.
2. Practical Machine Learning in R, FRED NWANGANGA, MIKE CHAPPLE, Wiley.
3. Data Science & Big Data Analytics: Discovering, Analyzing, Visualizing and Presenting Data, EMC Education Services, Wiley.
4. Analytics in a Big Data World: The Essential Guide to Data Science and Its Applications, Bart Baesens, Wiley.
Best regards
Prof. Dr. Mazin A. M. Al Janabi
Full Professor of Finance & Banking and Financial Engineering
EGADE Business School, Tecnologico de Monterrey,
Santa Fe Campus, Mexico City, Mexico.
Dear Fabiola,
Here are some Books on Machine Learning using Big Data and R (with download links).
Machine Learning with R
https://edu.kpfu.ru/pluginfile.php/278552/mod_resource/content/1/MachineLearningR__Brett_Lantz.pdf
Machine Learning
https://onlinelibrary.wiley.com/doi/pdf/10.1002/9781119183464.fmatter
Machine Learning (Dummies)
https://www.ibm.com/downloads/cas/GB8ZMQZ3
Big Data Analytics with R and Hadoop
http://index-of.co.uk/Big-Data-Technologies/Big%20Data%20Analytics%20with%20R%20and%20Hadoop.pdf
Big Data, Data Mining, and Machine Learning
https://doc.lagout.org/Others/Data%20Mining/Big%20Data%2C%20Data%20Mining%2C%20and%20Machine%20Learning_%20Value%20Creation%20for%20Business%20Leaders%20and%20Practitioners%20%5BDean%202014-05-27%5D.pdf
Statistical Learning with Big Data
https://web.stanford.edu/~hastie/TALKS/SLBD_new.pdf
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