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Feb 24, 2022

How to Use t-SNE Effectively

How to Use t-SNE Effectively

1. Hyperparameter
- perplexity values in the range (5 - 50) suggested
- iterate until reaching a stable configuration.


2. Cluster sizes in a t-SNE plot mean nothing
- expands dense clusters, and contracts sparse ones, evening out cluster sizes


3. Distances between clusters might not mean anything
- may not be one perplexity value that captures distances across all clusters
- perplexity is a global parameter.


4. Random noise doesn’t always look random.
- need to do in various perplexity values

5. You can see some shapes, sometimes 
- need to do in various perplexity values

6. For topology, you may need more than one plot
- need to do in various perplexity values