Positive acceleration:
----------------->>
Negative acceleration:
<<-----------------
They're considered positive and negative as they're usually measured along the x-axis - so x increasing (+ve, to the right) or decreasing (-ve, left). In future you may learn about vector direction but I wouldn't worry about that now.
Deceleration is just a term that describes a decrease in speed. So it can be positive or negative acceleration, depending on the direction of motion of the object.