Uploaded January 2021 | Updated September 2026, 3 days ago
Most machines need hand-programmed rewards to pick up and place a bottle, for instance. Our new system learns a model of its environment, observes human behavior, and develops its own reward system. Learn more here: ai.facebook.com/blog/teaching-ai-to-manipulate-objects-using-visual-demos
Most machines need hand-programmed rewards to pick up and place a bottle, for instance. Our new system learns a model of its environment, observes human behavior, and develops its own reward system. Learn more here: ai.facebook.com/blog/teaching-ai-to-manipulate-objects-using-visual-demos









![The first AI model that translates 100 languages without relying on English data
[This video has no audio]. We’re introducing M2M-100, the first multilingual machine translation model that translates between any pair of 100 languages without relying on English data. M2M-100 improves the quality of translations for billions of people, especially those that speak low-resource languages.It’s trained on 2,200 language directions or 10x more than previous multilingual models. #machinetranslation #nmt Read more: https://ai.facebook.com/blog/introducing-many-to-many-multilingual-machine-translation The first AI model that translates 100 languages without relying on English data](https://i.ytimg.com/vi/F3T8wbAXD_w/mqdefault.jpg)
