- Mahout is optimized for scalable, distributed machine learning.
- TensorFlow and PyTorch are better for deep learning.
- Scikit-learn suits smaller, single-machine datasets.
- Mahout shines in clustering, classification, and recommendation at scale.
- It complements, not replaces, other ML frameworks.

