What is the PCE and why is it the Fed's favorite inflation gauge?

When we talk about inflation, we usually focus on the Consumer Price Index (CPI). However, the Federal Reserve’s “preferred” inflation measure is the Personal Consumption Expenditure (PCE) index. What’s the difference and why does the Fed prefer the PCE?