The author shares their thoughts on the machine learning basics they look for in data scientist interviews.They have written a post about the mathematics they consider important in data scientist interviews, which was well received.In this post, they delve deeper into the machine learning knowledge expected from data scientists.The author aims to provide a comprehensive resource for candidates preparing for interviews or refreshing their ML knowledge.