These lecture notes were sent to me by a friend and I thought why not add them to my collection. The notes are available as a browsable website (https://duchesnay.github.io/pystatsml/) as well as a PDF (https://raw.github.com/duchesnay/data/master/pdf/StatisticsMachineLearningPython.pdf). They also come with exercises, some of which even come with prepared jupyter notebooks.
I guess the “official” way to cite the book in a scientific publication is this way:
Edouard Duchesnay, Tommy Lofstedt, Feki Younes. Statistics and Machine Learning in Python. Engineering school. France. 2021. ⟨hal-03038776v3⟩