My wife and I are working through this book, and while I see its value and plan to finish it, I've found it (thus far) a bit underwhelming. It feels like a collection of Jupyter notebooks stitched together with a loosely edited narrative. Concepts are sometimes introduced without explanation, instructions lack context, and the growing errata list on Manning's website makes me question if I'm absorbing the right information.