There is an excellent video on YouTube by MIT Prof Sontag on Casual Inference worth checking out [1]

And if you like it, 2nd part is here [2]

[1] https://youtu.be/gRkUhg9Wb-I?si=6oMUgdjia_4g6-DR

[2] https://www.youtube.com/watch?v=g5v-NvNoJQQ