About Andrew Ng's Deeplearning AI courses

But scientific papers go into mathematics always…?
How to overcome that?

We can now implement a model as shown in the architecture but what they add to it makes it difficult to complete the paper implementation…

Things whizz pass my head just like a Bullet..