Introduction to statistical learning by professors Tibshirani, Hastie, et. al

both the book and R code are freely available on their website(s)

You can follow this two books.

Dear Md. Mainul Islam Rashad ,

I hope that it can help you :

"Introduction to Machine Learning with R"

Dear Md. Mainul Islam Rashad

I would recommend the following books:

• R in a Nutshell.
• Applied Predictive Modeling.
• An Introduction to Statistical Learning: with Applications in R.
• Practical Data Science with R.
• Machine Learning with R.
• Data Mining with R: Learning with Case Studies.
• Data Mining and Business Analytics with R.

Kind Regards

Qamar Ul Islam

Applied Predictive Modeling 1st ed. 2013, Corr. 2nd printing 2018 Edition

https://www.amazon.com/Applied-Predictive-Modeling-Max-Kuhn/dp/1461468485/ref=sr_1_1?dchild=1&gclid=CjwKCAjwjdOIBhA_EiwAHz8xmwWKZgEmEn5m0nmmEFydX6FEfFKCM5DZK2q5sBCFgjjl6WxQkjBvCBoCfRAQAvD_BwE&hvadid=241627704414&hvdev=c&hvlocphy=9027782&hvnetw=g&hvqmt=e&hvrand=4060178957545610999&hvtargid=kwd-58159665078&hydadcr=3207_10392097&keywords=applied+predictive+modeling&qid=1628784139&sr=8-1

R in nutshell

Applied predictive modeling

Machine Learning with R

Let me know if you need this books in softcopies.

If you can learn Pandas, Numpy, scikit-learn then Python will be more powerful for ML. Because Pandas and scikit-learn can do better than what all dplyr can do in R.

Dear Md. Mainul Islam Rashad

I have attached practical statistics for data scientist by Peter Bruce - second addition. I have found it to be beneficial.

Regards