What are the most common mistakes beginners make when starting with machine learning?

Machine learning can be tricky for beginners. What are some common mistakes you’ve seen, or made yourself, when first starting with machine learning? How did you overcome them? Let’s share tips and experiences to help newcomers avoid common pitfalls in their ML journey.