A moving average is the average closing price of the last N candles, drawn as a line. It smooths out noise so you can see the trend. The EMA (exponential) reacts faster than the SMA (simple) because it weights recent candles more.
The full lesson covers which lengths to use, three ways to trade them, crossovers, and the traps.