The method to map unaligned videos from multiple sources to a common representation using self-supervised objectives constructed over both time and modality (i.e. vision and sound). The embedding of YouTube videos to construct a reward function that encourages an agent to imitate human gameplay
Continue ReadingUniversal Language Model Fine-tuning for Text Classification
The article puts forward ULMFiT, effective transfer learning method that can be applied to any task in NLP. With only 100 labeled examples, it matches the performance of training from scratch on 100x more data and reduces error by 18-24% on the state-of-the-art on six text classification tasks
Continue ReadingThe book of Why
The subject of causation has preoccupied philosophers at least since Aristotle. The absence, however, of an accepted scientific approach to analyzing cause and effect is not merely of historical or theoretical interest. The book covers how understanding causality has revolutionized science so far and will revolutionize AI.
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