UMAP dimensional reduction (an alternative to t-SNE) (youtube.com)

The paper author gives a very clear talk explaining a new dimensional reduction algorithm. From the video, UMAP shows some impressive benefits including a substantial speedup over t-SNE (13x on MNIST).