The documentation doesn't provide much information about the TSNE implementation.
As the documentation shows, "Perplexity" can be adjusted:
DimensionReduce[iris[[All, 1]], 2, Method -> {"TSNE", "Perplexity" -> 100}];
But that is the only documented parameter in the latest version.