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Prikvačeni tweet
You know how they say it's better late than never? Remember SPIRAL (http://proceedings.mlr.press/v80/ganin18a.html …) from the last year? Well, I put on my software engineering hat and now we have some code publicly available: https://github.com/deepmind/spiral . Go ahead and generate your own paintings!pic.twitter.com/bFchQGQeNx
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Yaroslav Ganin proslijedio/la je Tweet
We have 2 papers published in
@nature today!
One describes AlphaFold, which uses deep neural networks to predict protein structures with high accuracy. AlphaFold made the most accurate predictions at the 2018 scientific community assessment CASP13. 1/4https://deepmind.com/blog/article/AlphaFold-Using-AI-for-scientific-discovery …Prikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Yaroslav Ganin proslijedio/la je Tweet
This feels like a real breakthrough: https://arxiv.org/abs/1911.08265 Take the same basic algorithm as AlphaZero, but now *learning* its own simulator. Beautiful, elegant approach to model-based RL. ... AND ALSO STATE OF THE ART RESULTS! Well done to the team at
@DeepMindAI#MuZeroHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Yaroslav Ganin proslijedio/la je Tweet
Our new
@nature paper: AlphaStar is the first learning system to reach the top tier of a major esport without any game restrictions, achieving Grandmaster status in StarCraft II. Researchers have been working on the StarCraft series for over 15 years. https://deepmind.com/blog/article/AlphaStar-Grandmaster-level-in-StarCraft-II-using-multi-agent-reinforcement-learning …pic.twitter.com/ohOotyrhB0
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Yaroslav Ganin proslijedio/la je Tweet
Proud to share our latest results on AlphaStar: ranking higher than 99.8% of players on multiple maps and all races under professionally approved conditions. Full paper soon to come out in Nature, open access version available herehttps://deepmind.com/blog/article/AlphaStar-Grandmaster-level-in-StarCraft-II-using-multi-agent-reinforcement-learning …
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Yaroslav Ganin proslijedio/la je Tweet
We have released the code for transporter — a neural network architecture for unsupervised learning of object keypoints (now a NeurIPS paper): https://github.com/deepmind/deepmind-research/tree/master/transporter …https://twitter.com/DeepMind/status/1145677732115898368 …
0:30Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Yaroslav Ganin proslijedio/la je Tweet
Our new work on memory uses a neural network's weights as fast and compressive associative storage. Reading from the memory is performed by approximate minimisation of the energy modelled by the network. https://arxiv.org/abs/1910.02720 pic.twitter.com/6uPAD9asgv
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Wanna play around with SPIRAL but the installation seems complicated? I've just built a Docker image to make the experience as hassle-free as possible. To get the agent up and running on your machine follow the instructions here: https://github.com/ddtm/spiral-docker … Have fun!https://twitter.com/yaroslav_ganin/status/1180120687131926528 …
0:07Prikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
The 19-stroke SPIRAL agent for the oil paint simulator is now available on
#TFHub! Enjoy

For usage instructions see http://github.com/deepmind/spiral
The pre-trained snapshot is here: http://tfhub.dev/deepmind/spiral/default-fluid-gansn-celebahq64-gen-19steps/1 … https://twitter.com/yaroslav_ganin/status/1178672948779110400 …pic.twitter.com/RQ66FyeGpnHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
A new paper on tweaking SPIRAL (http://proceedings.mlr.press/v80/ganin18a.html …). What's new: • Spectral normalization of discriminator (Miyato, 18) ⇒ sharper images • Reward shaping by (Ng, 99) ⇒ longer episodes • In-painting instead of stacking ⇒ better reconstructions Lots of nice samples :)https://twitter.com/arkitus/status/1179760320685969409 …
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I just added a new environment to our SPIRAL package. It's a C++ rewrite of the oil paint simulator by
@daviddotli. Feel free to use it in your own research (or just for fun). A pre-trained agent is coming soon
Github: http://github.com/deepmind/spiral
Original: http://david.li/paint/ pic.twitter.com/babrS8Tng7Prikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
So,
#phdone, finally. The hardest question predictably came from the audience: "Are those Meeseeks on your t-shirt?"pic.twitter.com/PpRYe3owZI
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Hey folks, does anyone have a snapshot of the famous DL debate on Yann LeCun’s Google+ page (Oct, 2012)? https://plus.google.com/+YannLeCunPhD/posts/JBBFfv2XgWM …
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Yaroslav Ganin proslijedio/la je Tweet
SPIRAL is an RL agent that generates images by interacting with off-the-shelf graphics software. We've released 9 agents trained to paint portraits of imaginary people in just 19 brush strokes on
#TFHub! For more, see: → https://goo.gle/2Mky1f9 → https://goo.gle/2TAAvXk pic.twitter.com/zK5rthF92AHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
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Somehow twitter doesn't like the video of the agent drawing those faces. Had to replace with a static image. For the most adventurous here is the original (uncensored and uncut)
pic.twitter.com/1Ptc3Cd0ODOvo je potencijalno osjetljiv multimedijski sadržaj. Saznajte višePrikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi
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