A short summary: The difference between weather and climate is a measure of time. Weather is what conditions of the atmosphere are over a short period of time, and climate is how the atmosphere "behaves" over relatively long periods of time.
Read more details below:
The short-term state of the atmosphere—in the past, present, or future—is weather.
Climate is a description of the long-term pattern of weather conditions at a location.