Oriol VinyalsOvjeren akaunt

seq2seq still delivers : ) Incredible how far we've gotten in ~5 years of progress in neural conversational models, with relatively small changes. More exciting is that there's still LOTS to be done! Paper: https://arxiv.org/abs/2001.09977  Blog: https://ai.googleblog.com/2020/01/towards-conversational-agent-that-can.html …pic.twitter.com/HUfbgtOCZW

Sorry for the delay.pic.twitter.com/b3me7omkGM

Although neural networks usually require massive datasets to do impressive things, for me the highlight of #AlphaFold is the fact that it achieved state-of-the-art using only 30K training examples. Code: https://github.com/deepmind/deepmind-research/tree/master/alphafold_casp13 … Paper: https://www.nature.com/articles/s41586-019-1923-7 …pic.twitter.com/k533FyqD6q

The figure above is an (old) slide I usually show in lectures and talks. Mix and matching those components creates cool architectures such as the one used in #OpenAIFive or #AlphaStar.pic.twitter.com/6udLczZUXj

The "Deep Learning Toolbox" has greatly expanded in the last decade thanks to our wonderful research community. Also, important progress has been made to make our community more inclusive and less toxic. Still, there's LOTS to do, and I plan to keep focusing on advancing both.pic.twitter.com/C5r4wDGSN9

I have loved relativity theory and black holes my whole life. Super exciting to have been at #KatieBouman talk at #NeurIPS2019. Great example of the research diversity in our field!pic.twitter.com/u1PwB86469

Exciting day tomorrow for those who love Deep RL! #NeurIPS2019 Deep RL Workshop (West Exhibition Hall C): -We will start by presenting #AlphaStar at 9:00 (also as poster) -@OpenAI Five will follow at 9:30 Full schedule: https://sites.google.com/corp/view/deep-rl-workshop-neurips-2019/home …pic.twitter.com/yN9j30a6IY

I enjoyed Yoshua's #NeurIPS2019 talk! We still have a lot of work to do to define WHAT the benchmarks should be towards System 2 to research HOW to make progress on them. In ML, setting the right problem is often more important than its solution. Talk: https://bit.ly/2shyMwP pic.twitter.com/vYEuW9ytyA

#NeurIPS2019 Wednesday: Fun day ahead! -9:20 to 10:05 Meet the #AlphaStar team at the @DeepMindAI stand -CAS Score for evaluating gen. models, 10:45 Poster #111 -VQVAE2, 17:00 Poster #140pic.twitter.com/k7oJcPaiWa

-Awesome work by Sanaa Mansoor et al on protein structure generation w/ VAEs (@celestekidd full advice: https://www.docdroid.net/u5r0j3S/kidd-neurips.pdf …)pic.twitter.com/OTrwLhVOtb

#NeurIPS2019 Daily Highlights -@celestekidd's great talk included precious advice to men "You deserve to benefit from the innovations and ideas of the women at your institutions. We deserve to be interacted with as equal colleagues. We need each other to innovate and thrive."pic.twitter.com/2ZRz2eWX27

#NeurIPS2019 tutorial on efficient deep learning by Vivienne Sze (@eems_mit). The tutorial will focus on evaluation and metrics, rather than techniques, which is a great idea!pic.twitter.com/0IK1h6WgdY

Standing ovation to close up @Khipu_AI 2019. Huge congratulations to the organizers and participants! This was a brilliant week! #AI #LATAM #Khipu2019 Talk Videos: http://tv.vera.com.uy/buscar?search=Khipu …pic.twitter.com/OaVSRdmkPk

So exciting to be at @Khipu_AI, where today I'll present our work on #AlphaStar at 11 AM (GMT-3). Super grateful to be part of this magical moment for LATAM & AI! Program: https://khipu.ai/program/  Live Stream: http://tv.vera.com.uy/evento/53626  Online Questions: https://app.sli.do/event/qkxzvzhf/live/questions …pic.twitter.com/VRcOrxGVVB

Amazing two days at the #BlizzCon #AlphaStar demo. We had great games, chats & discussions with the community. Glad that @ENCE_Serral, @Artosis, @LiquidTLO, and many others could stop by. We felt the @StarCraft magic and will never forget this week! GGWP!pic.twitter.com/zBE2k0Gv71

Our demo stations are open! So cool to see people playing #AlphaStar : ) We’ve made a range of agents available, at different skill levels. Can’t wait to see you all. GL HF!pic.twitter.com/9PKH1FwwVh

Exciting to be mentioned in the #BlizzCon opening ceremony! We prepared a fun mix of #AlphaStar agents available for anyone to play. Come try them out and meet the team in the Arcade!pic.twitter.com/SIQdD3vNgg

The #AlphaStar team will be at #BlizzCon! Looking forward to meeting fellow @StarCraft fans : ) Catch us on @ThePylonShow with @Artosis & @LiquidTLO on Saturday 11:30am PDT, and keep an eye out for more surprises!pic.twitter.com/riuLm5eNev

Special thanks to the @StarCraft community, and @Blizzard for their support! : ) @nature Paper: https://storage.googleapis.com/deepmind-media/research/alphastar/AlphaStar_unformatted.pdf … @nature Video: https://www.youtube.com/watch?v=6eiErYh_FeY … Replays: https://storage.googleapis.com/deepmind-media/research/alphastar/AlphaStar_Battlenet_replays.zip … Blog: https://deepmind.com/blog/article/AlphaStar-Grandmaster-level-in-StarCraft-II-using-multi-agent-reinforcement-learning …pic.twitter.com/FLEpr25V6g