[P] I've asked a dozen researchers about their favourite ML books, here are the results

If you don't have much time: start with ISL (you may want to wait for the upcoming Python edition). Should take about a month if you read everyday and code at the same time. This book is very accessible. If you have time: start directly with Bishop's PRML (takes 3-6 months). This is for me the best ML book.