An introduction to the key concepts and challenges in machine learning systems.

Machine Learning Systems — Introduction

Motivating dense neural models first principals in human perception.

Machine Learning Systems, Part 1 — Motivating Dense Models

Understanding tensors as a way to reason about dense contiguous data.

Motivating GPU hardware using computational principles behind machine learning.