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Deep Learning Is Not Always Best
- Deep learning is not a silver bullet for every problem in machine learning.
- Shallow learning algorithms often save time and computational resources when they fit the problem better.
Master Shallow Learning First
- Learn the fundamental shallow learning algorithms first to build a solid machine learning foundation.
- Knowing shallow algorithms helps you efficiently apply the right tool and save resources when deep learning is unsuitable.
KNN: Brainless Yet Effective
- K Nearest Neighbors doesn't actually learn parameters but classifies by proximity to known examples.
- It's the simplest machine learning algorithm to understand, ideal for beginners.