For 2D visualization, t-sne is an excellent tool. I've used it with word2vec and you can see clusters of similar words: https://raw.github.com/dhammack/Word2Ve

For 2D visualization, t-sne is an excellent tool. I've used it with word2vec and you can see clusters of similar words: https://raw.github.com/dhammack/Word2VecExample/master/visualizations/figure_11.png https://raw.github.com/dhammack/Word2VecExample/master/visua... https://raw.github.com/dhammack/Word2VecExample/master/visualizations/figure_13.png https://raw.github.com/dhammack/Word2VecExample/master/visua... https://raw.github.com/dhammack/Word2VecExample/master/visualizations/figure_5.png https://raw.github.com/dhammack/Word2VecExample/master/visua... And more in https://github.com/dhammack/Word2VecExample/tree/master/visualizations https://github.com/dhammack/Word2VecExample/tree/master/visu...