A pull up resistor is used to provide or source extra current when more than one slave device is connected to the master device.
For e.g. on I2C bus a master may have the capability to source current for one slave device, whereas multiple slaves can get connected on the bus. In this situation a pull up resistor is connected to provide the extra current required for the slave devices to operate.
Reflections of a Human 