Google Research Release Reinforcement Learning Datasets For Sequential Decision Making

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2021.12.04 14:59 techsucker Google Research Release Reinforcement Learning Datasets For Sequential Decision Making

Google Research Release Reinforcement Learning Datasets For Sequential Decision Making Most reinforcement learning (RL) and sequential decision-making agents generate training data through a high number of interactions with their environment. While this is done to achieve optimal performance, it is inefficient, especially when the interactions are difficult to generate, such as when gathering data with a real robot or communicating with a human expert.
This problem can be solved by utilizing external knowledge sources. However, there are very few of these datasets and many different tasks and ways of generating data in sequential decision making, so it has become unrealistic to work on a small number of representative datasets. Furthermore, some of these datasets are released in a format that only works with specific methods, making it impossible for researchers to reuse them.
Google researchers have released Reinforcement Learning Datasets (RLDS) and a collection of tools for recording, replaying, modifying, annotating, and sharing data for sequential decision making, including offline reinforcement learning, learning from demonstrations, and imitation learning. RLDS makes it simple to share datasets without losing any information. It also allows users to test new algorithms on a broader range of jobs easily. RLDS also includes tools for collecting data and examining and altering that data.
Quick Read: https://www.marktechpost.com/2021/12/04/google-research-release-reinforcement-learning-datasets-for-sequential-decision-making/
Paper: https://arxiv.org/pdf/2111.02767.pdf
Github: https://github.com/google-research/rlds
Google Blog: https://ai.googleblog.com/2021/12/rlds-ecosystem-to-generate-share-and.html

https://i.redd.it/cvltytyrek381.gif
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2021.12.04 14:59 AKingMaker With Reddit’s new UI change, it’s a lot harder to refresh to see your posts with the little space they give you

With Reddit’s new UI change, it’s a lot harder to refresh to see your posts with the little space they give you submitted by AKingMaker to mildlyinfuriating [link] [comments]


2021.12.04 14:59 georqeee What do I do now?

What do I do now? submitted by georqeee to houseplants [link] [comments]


2021.12.04 14:59 tc182 Sarah Michelle Gellar in Cruel Intentions

Sarah Michelle Gellar in Cruel Intentions submitted by tc182 to 1998TeenMovie [link] [comments]


2021.12.04 14:59 magikarp-sushi I created a channel dedicated to playing games on my Sony CRT with room ambience

I created a channel dedicated to playing games on my Sony CRT with room ambience submitted by magikarp-sushi to crtgaming [link] [comments]


2021.12.04 14:59 L1amas Reddit mobile app r/reddit

They keep shoving main subs down my throat that I unsubscribed to a long time ago.
nextfuckinglevel keeps coming up on my feed as a suggestion, and I think I don't need to explain why people don't wanna see that sub here. I downvote every post on my feed from a sub I specifically unsubbed from.
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2021.12.04 14:59 Deathreaper129 Alex told me too

Alex told me too submitted by Deathreaper129 to AlextheRambler [link] [comments]


2021.12.04 14:59 TobertRohnson Just did a treasure map. Found the chest, opened it, got the reward - no money, gold or tonics. Worth contracting r* support for? Cheated out of at least 100 and a gold bar.

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2021.12.04 14:59 zecavrealty GGPI Is A hidden Gem

GGPI Is A hidden Gem GGPI is a hidden Gem that will explode soon let me tell you why
Fundamentally lets look at polestar competitor: Rivian is valued at over 100 and lucid over 40 yet Polestar sold more then both combined. yet we are priced at 11$. polestar has also hit its target number in production 2021 and has ambitious goals in 2022 in expanding in the usa and asia, their vehicle are priced between 45k to 145k so i ask is ggpi really worth 11$?. this could easily become min $40-$70 company once merger is complete which we expect in q1
Lets look at the option chain because they are looking juicy

https://preview.redd.it/3eaaqpjkek381.png?width=1584&format=png&auto=webp&s=ce302129d6a57cb2a1b7e8b02a8cce09baba9929
Call
GGPI float is quite low 80M for an ev (lucid, nio, tsla, over 1B float, Rivian 500M) currently and if we look at DEC and JAN call option they are looking nuclear especially Jan over 52k will be in the money at 10 $ as well as 24k in dec

https://preview.redd.it/va3mlbelek381.png?width=1572&format=png&auto=webp&s=b328d0ea50a483a2aad6c6e605e6954756f247e6
d
now check out the call volume for dec and jan !!!!!!!!!!!!!!!! Folks are loading up. especially during a bear market this is HUGEE.
Another catalyst i look for is jim cramer: jim says sell i say BUY!!!!
“No. I looked at this. We were talking about it with the investment club people. We got together and said, OK, just one more, one more, one more. I’m not there. I’m not backing this group. Just can’t.” - Jim Cramer
Now lets talk about the bearish thesis
  • china cracking down on Chinese stock in the us market as polestar has links to china
  • its a spac merger still hasn't gone through yet so your investing in hopes that the merger gets approved and goes through
  • SEC investigation
my thought on these 3 bearish thesis
  • polestar isn't a Chinese company its based in Switzerland but has financial ties to china
  • Gores Guggenheim has a stellar website and has done this before. When polestar CEO was interviewed Dec 2nd he sounded very confident in GG merger
  • SEC investigation happens to majority of spec word is it has something to do with the price being to low or the 6% stake gg will receive after merger
Did I miss anything?
What are your thoughts ?
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2021.12.04 14:59 lumeeks97 team entrance?

at the game today and wanted to see if anyone knows where the team will enter the stadium and at what time?
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2021.12.04 14:59 super_saiyan_roach Netflix's answer to invincible?

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2021.12.04 14:59 CataleyaJackson What was that point in your life when everything began to spiral downwards?

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2021.12.04 14:59 foxscrotum What is Fan Jerry?

View Poll
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2021.12.04 14:59 MJLILY Mystique Loki

Mystique Loki submitted by MJLILY to NFTtrade [link] [comments]


2021.12.04 14:59 ptlg225 So Death Battle's Madara vs Aizen match is near, what do you think?

I have to be honest, I'm very skeptical about the fight is fairness and the entertaining.
After the Naruto vs Ichigo one I got very disappointed with what DB is doing. I not just talking about the wrong calcs or highballing one character above the other to make sure he wins, but the entertaining value. If Naruto wins, but both is portrayed as cool characters in an epic fight thats okay I'm entertained and happy. But we know well this is not what happened.
They not just make Ichigo dirty, but disrespected him with that animation. Kid Naruto just running around no selling Ichigo every attack without any injury the whole time. Dont speaking the stupidity that they inconsistently switched around his coat, swords, mask and give him the Mugetsu whats just wrong. And the grabbing the stick in the end part just was insulting. I'm sure the animator was a naruto fanboy who directly wanted to piss off the Bleach fans.
So yeah, using an animation thats only purpose to kiss naruto fanboy ass and ridicule Ichigo wasnt a good choice.
But I'm still happy, because after I will watch what atrocity they do with Aizen I can watch an actually good fight. This Madara vs Aizen battle is actually respects both characters and let them be epic.
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2021.12.04 14:59 pho_sure_dude Just another rant about the current state of npc ship bounty hunting

I assume this issue affect mostly everyone else, but for at least a week now I find that npc ship bounty hunting missions are almost completely broken. Either the ships don't spawn, or if they do and you kill them the game doesn't complete the mission. It's especially frustrating because I seem to remember that before the last patch they had mostly fixed this issue and bounty hunting missions were working pretty well.
It's a shame because when they do spawn, the enemy npcs are actually very responsive and seem to put up a good fight, if only it wasn't such a waste of time when the missions don't complete like they should.
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2021.12.04 14:59 Pretty_Boy77 You ever just think you are disappointed in yourself?

When I was younger, I had literally everything figured out. Everything was simple and straightforward. I felt like I could rule the word. I was smartest in my class, no one touched me cuz I was huge for my age. Life was good.
Now though, my grades are slipping, I'm a twitchy mess, I cry near daily, and I even sorta have a bully. Sh daily as well. Nothing is easy, and I have problems by the dozen.
I thought I was going to rule the world, and now I can't do shit.
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2021.12.04 14:59 aRorschachTest I’m 123 pounds, I’m the worst shape of my life, and ship to boot on 12/6. Any advice would be greatly appreciated.

I’m probably a dumbass. I’m a dumbass.
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2021.12.04 14:59 Mags1719 Why are there no cosmetic vendor black Panther outfits???

I’ve always felt odd in avengers with black Panther, how they rotated his suits and just something with his outfits. I always felt like he wasn’t getting enough. And now, he has 0 new cosmetic vendor outfits with the newest update. Everyone got new suits for the vendor, but BP didn’t. Where are his outfits? I feel like they’re barely working on outfits with him.
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2021.12.04 14:59 Due_Contribution_258 Vamo ver quanto tempo alguém vai posta isso no alto link🧐🧐

Vamo ver quanto tempo alguém vai posta isso no alto link🧐🧐 submitted by Due_Contribution_258 to AgiotasClub [link] [comments]


2021.12.04 14:59 Liberal_On_Guns Have you ever talked yourself out of a ticket?

Speeding, traffic, parking, etc. Have you ever talked yourself out of anything more serious? Should this be permitted/acceptable or should it be stigmatized?
If so, how did you do it?
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2021.12.04 14:59 Prazanfrizider Chadette applies makeup to her liking

Chadette applies makeup to her liking submitted by Prazanfrizider to Chadtopia [link] [comments]


2021.12.04 14:59 kenopsicfox hamster keeps peeing on his wheel

does anyone know how to get my hamster to stop peeing and pooping on his wheel? I have this wheel from etsy and I have to clean it a lot. Is this normal? We tried giving him a potty but he never used it, even with encouragement. Suggestions please.
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2021.12.04 14:59 Revolutionary_Rip169 How do you fix loading vendors bug on ps4 I really need help

I’ve tried everything I can think of. The game just goes to a map loading screen then says player disconnected then I get stuck on loading vendors screen.
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2021.12.04 14:59 jasaitis-ttv What are Thresh's hardest counters? Depending on elo of course!

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http://help-fly.ru