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eDiff-I: Text-to-Image Diffusion Models with Ensemble of Expert Denoisers
[Paper](https://arxiv.org/pdf/2211.01324.pdf) [Video](https://www.youtube.com/watch?v=WbaVvlgxbl4) TL;DR: eDiff-I is a new generation of generative AI content creation tool that offers unprecedented text-to-image synthesis with instant style transfer and intuitive painting with words capabilities.
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- [0:00 - Introduction](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=0s) - [0:58 - Neural networks](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=58s) - [6:01 - Biology](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=361s) - [11:32 - Aliens](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=692s) - [21:43 - Universe](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=1303s) - [33:34 - Transformers](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=2014s) - [41:50 - Language models](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=2510s) - [52:01 - Bots](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=3121s) - [58:21 - Google's LaMDA](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=3501s) - [1:05:44 - Software 2.0](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=3944s) - [1:16:44 - Human annotation](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=4604s) - [1:18:41 - Camera vision](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=4721s) - [1:23:46 - Tesla's Data Engine](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=5026s) - [1:27:56 - Tesla Vision](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=5276s) - [1:34:26 - Elon Musk](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=5666s) - [1:39:33 - Autonomous driving](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=5973s) - [1:44:28 - Leaving Tesla](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=6268s) - [1:49:55 - Tesla's Optimus](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=6595s) - [1:59:01 - ImageNet](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=7141s) - [2:01:40 - Data](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=7300s) - [2:11:31 - Day in the life](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=7891s) - [2:24:47 - Best IDE](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=8687s) - [2:31:53 - arXiv](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=9113s) - [2:36:23 - Advice for beginners](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=9383s) - [2:45:40 - Artificial general intelligence](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=9940s) - [2:59:00 - Movies](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=10740s) - [3:04:53 - Future of human civilization](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=11093s) - [3:09:13 - Book recommendations](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=11353s) - [3:15:21 - Advice for young people](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=11721s) - [3:17:12 - Future of machine learning](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=11832s) - [3:24:00 - Meaning of life](https://www.youtube.com/watch?v=cdiD-9MMpb0&t=12240s) The episode was made after [a call for questions by Lex Fridman himself](https://www.reddit.com/r/MachineLearning/comments/y89xqw/d_call_for_questions_for_andrej_karpathy_from_lex/)
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Artificial intelligence (AI) is intelligence demonstrated by machines, unlike the natural intelligence displayed by humans and animals, which involves consciousness and emotionality. The distinction between the former and the latter categories is often revealed by the acronym chosen.

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