This is a simplified machine learning guidebook written entirely by myself. The initial idea was to find a path to learn machine learning independently, as our school doesn’t offer any useful courses on the subject. Later, I realized I could write down what I’d learned as a blog for my friends and others to read, which also serves as a way to review the material myself.