Reinforcement Learning: An Introduction Second Edition Richard S. Sutton and Andrew G. Barto
David Silver's YouTube Course(Lots of Theory and Intuition, Less Practice)
Practical Assignments for David Silver's YouTube Course and the textbook
Feel free to add any more resources that you find helpful during your foray into RL!