Free cheat sheets
Cheat sheets for machine learning with Python. Free to read and share.
One module's reference page from each track, in full: the terms, the rules and the mistakes people make, written for the work you will do with them. No account needed.
- Python · Module 3: Data StructuresPython data structures cheat sheetLists, tuples, dictionaries and sets on one page: the terms, which structure to use, the syntax at a glance, the rules and the common mistakes.Read the cheat sheet
- Data Tools · Module 2: pandaspandas cheat sheetSelecting, filtering, sorting, grouping, merging and reshaping a table with pandas: each question, the expression that answers it, and how to read the result.Read the cheat sheet
- Maths · Module 4: Calculus and OptimisationCalculus for machine learning cheat sheetDerivatives and their rules, minima, the gradient, curvature, integrals, convexity and the backward pass: the calculus model training uses, on one page.Read the cheat sheet
- Statistics · Module 1: Describing Data and Reading Statistical PlotsDescriptive statistics cheat sheetHow to describe a dataset and read its plots: what to fix before any statistic, which view answers which question, the formulas, the code and the gotchas.Read the cheat sheet
19 more modules have a cheat sheet of their own. A free account opens them in the free sample, Python modules 1 to 5 and the opening modules of every track, and the opens the rest.
A cheat sheet reminds. A lesson teaches.
Each sheet comes from a module of the course, where every rule is taught, practised and checked.