Pears Cyclopaedia is one i grew up with. It was a tiny book with ~1000 tissue paper thin pages that seemed to always have everything i needed. From logarithmic tables and maths/physics functions to a periodic table.
I went to school before wikipedia and this book helped a lot.
https://en.wikipedia.org/wiki/Pears%27_Cyclopaedia