Category: ai-technology | sales
By Marina Bravo
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By Marina Bravo
VectorTrees
- Advantages:
- Efficient in high-dimensional spaces.
- Handles large datasets effectively.
- Facilitates fast querying and retrieval of nearest neighbors.
- Supports various distance metrics for customizable analysis.
- Scalable for large-scale machine learning tasks.
- Disadvantages:
- Complex implementation and understanding required.
- Performance can degrade with increased dimensions (curse of dimensionality).
- Requires significant memory for large datasets.
- Sensitive to the choice of distance metric and tree balance.
- Can become inefficient if not properly structured and optimized.
