Lecture #3 looked at the general reinforcement learning problem, covering Chapter 3 of the textbook.
The notes are distributed by Professor Andrew Barto from the University of Massachusetts at Amherst. They are only available in the following format:
You should read through Chapter 3 of the textbook.