I figured out how to visualise how the knight moves, I first seen this diagram in the book titled: Play Winning Chess by Yasser Seirawan:

Then I thought the way this is show looks like a mushroom outwards to the edges as per the following rough diagram I did:

Its the best way for me overall, not had any issues with the movement of this piece since I realised this and can visualise it easily now.
I just realised a mistake I made, its more like half a mushroom haha.
I have learning disabilities *snip*
Your profile says "Artificial Intelligence Post Graduate Student". Amazing.
🤔