While the algorithm uses other signals, your watch history is the primary way YouTube decides what videos to suggest. If you have decided to explore new interests and the videos coming up in your feed ...

Hit "Clear History." Here again you start at ... Google will store by clicking on each ("Location History" or "YouTube Search History," e.g.) and electing to "Pause" the storing of searches.