[ML News] Hugging Face course | GAN Theft Auto | AI Programming Puzzles | PyTorch 1.9 Released

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[ML News] Hugging Face course | GAN Theft Auto | AI Programming Puzzles | PyTorch 1.9 Released

Yannic Kilcher 24.06.2021 13 276 просмотров 950 лайков

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#mlnews #gta #weather In this week's ML News, we look at the latest developments in the Machine Learning and AI world with updates from research, industry, and society at large. OUTLINE: 0:00 - Intro 0:20 - Hugging Face launches free course 1:30 - Sentdex releases GAN Theft Auto 2:25 - Facebook uses AI to help moderators 4:10 - Weather with Antonio 5:10 - Autonomous ship aborts mission 7:25 - PyTorch Release 1.9 8:30 - McDonald's new AI drive thru 10:20 - UBS CEO says AI won't replace humans 12:20 - Gödel paper has 90th birthday 12:55 - AugLy data augmentation library 13:20 - Programming Puzzles for autonomous coding 14:30 - Boston Dynamics' Spot turns 1 References: PyTorch 1.9 Released https://pytorch.org/blog/pytorch-1.9-released/?ref=mlnews Hugging Face launches course https://huggingface.co/course/chapter1 90 years of Gödel's theory https://people.idsia.ch/~juergen/goedel-1931-founder-theoretical-computer-science-AI.html AugLy: A data augmentation library https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/ Sentdex builds GAN Theft Auto https://github.com/sentdex/GANTheftAuto/ Spot turns 1 https://blog.bostondynamics.com/spots-year-in-the-real-world Autonomous ship aborts mission https://www.washingtonpost.com/technology/2021/06/18/mayflower-ibm-autonomous-ship/ https://mas400.com/dashboard#currentLocation McDonald's tests AI drive thru https://www.zdnet.com/article/i-just-watched-mcdonalds-new-ai-drive-thru-and-ive-lost-my-appetite/ Facebook uses AI to moderate conversations https://edition.cnn.com/2021/06/16/tech/facebook-ai-conflict-moderation-groups/index.html UBS CEO says AI won't replace financial advisors https://www.cnbc.com/2021/06/17/ai-wont-replace-financial-advisors-ubs-ceo-says.html Programming Puzzles https://arxiv.org/abs/2106.05784 https://github.com/microsoft/PythonProgrammingPuzzles Links: TabNine Code Completion (Referral): http://bit.ly/tabnine-yannick YouTube: https://www.youtube.com/c/yannickilcher Twitter: https://twitter.com/ykilcher Discord: https://discord.gg/4H8xxDF BitChute: https://www.bitchute.com/channel/yannic-kilcher Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/yannic-kilcher-488534136/ BiliBili: https://space.bilibili.com/1824646584 If you want to support me, the best thing to do is to share out the content :) If you want to support me financially (completely optional and voluntary, but a lot of people have asked for this): SubscribeStar: https://www.subscribestar.com/yannickilcher Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq Ethereum (ETH): 0x7ad3513E3B8f66799f507Aa7874b1B0eBC7F85e2 Litecoin (LTC): LQW2TRyKYetVC8WjFkhpPhtpbDM4Vw7r9m Monero (XMR): 4ACL8AGrEo5hAir8A9CeVrW8pEauWvnp1WnSDZxW7tziCDLhZAGsgzhRQABDnFy8yuM9fWJDviJPHKRjV4FWt19CJZN9D4n

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Intro

hugging face releases a course you can now play gta inside of an ai's mind and spot turns one welcome to ml news

Hugging Face launches free course

good evening huggingface the famous nlp startup releases a course that teaches you how to use their models libraries and other code they release this goes from introduction of how to use transformers and what transformers are how to fine-tune them to the diving in area about the data sets and tokenizers library up to advanced things like speeding up training and training your custom training loop of course the course is highly integrated with the hogging face ecosystem but it requires quite little and it seems like a good place if you don't know a lot but you know how to program you can get into deep learning and specifically nlp pretty easily with that course so the course consists of videos collabs code demonstrations and so on this should be specifically interesting for practitioners or data scientists that know a little bit about machine learning but really want to get into the applications of retrained nlp models maybe you want to fine tune them a little bit give it a try check it out it's up there for free next up the popular youtuber scentdex

Sentdex releases GAN Theft Auto

releases a gta version that is played entirely in the mind of a neural network all the environment you see is entirely generated by a neural network that responds to your action the network has been trained by random agents driving around on this stretch of road so you can't actually go further than this to run the demo you do need a gpu that is cuda capable though the code is available and you're probably very free to extend this to also work on cpu and extend the level beyond this stretch of road through all of this experience the neural network actually learns something about the physics of the game itself even though you never teach it physics so go check out the demo if you can check out the code give the video a watch and a like i'll provide the links to the github in the description of this video and you're able to take it from there

Facebook uses AI to help moderators

next up facebook is testing ai to get you to stop fighting in its groups cnn business rights apparently facebook is introducing new moderator tools for group admins that get notified whenever there is a conflict argument happening in their groups this allows them to go in and limit how often users can post or maybe block some users in order to de-escalate the conflict i love the examples they give here going like lol what shut up you're so dumb stop talking about organic food you idiot idiots if this nonsense keeps happening i'm leaving the group i mean i get they can't show the worst arguments happening on facebook in their product demo it's still kind of fun now of course this is not the first time that moderation tools are used or that ai is supposed to help moderation you can always be a bit skeptical about a. i regulating speech somewhere as long as this is just used to send notifications to moderators it's uh one thing if this is also used then to automatically moderate content i would be a little more skeptical also the bigger problem with these things i think is always the conflict between are we simply detecting toxicity and conflicting opinions or are we detecting opinions that we don't like now today's social media giants have a bit of a tendency to be in that second category and that's something that i would advise strongly against however there is an easier way to moderate toxicity on facebook if you don't want to get into toxic arguments on facebook i suggest you just don't use facebook no one else does you're welcome you know on this show which is an

Weather with Antonio

irregular show we do get our fair share of comments and feedback and thank you all so much for that some or though just a little bit silly like this one so now that i think about it this evening with that strong gradient from the north in this area huge actions and in this little piece high accuracy so take your time train efficiently and you know avoid huge saddles huge shuttles are bad for you also don't take your kids saddle points are dangerous dangerous for you and your family for me it's all and now the word all right the washington post writes an

Autonomous ship aborts mission

autonomous ship's first effort to cross the atlantic shows the difficulty of the experiment apparently there is a ship called the mayflower 400 that is built by a british company and is supposed to cross the atlantic ocean in a purely autonomous fashion now i'm not sure how much of this is technically a i as it seems to be mostly a lot of control theory and classic robotics but it is an autonomous vehicle so pretty cool at that so the applications of autonomous ships are going to be according to this article going and measuring some chemical composition of far away ocean lands ocean waters generally doing reconnaissance and listening to whale sounds and surely there are no other applications for this not at all can't strap anything to it then you can then however there is a problem in that the ship had a technical difficulty and had to return to shore so the actual crossing of the atlantic will have to wait for another couple of weeks it seems now there is a website where you can track in real time what the ship is doing so as you can see right here this is the route the ship was supposed to take with a few historical landmarks of when famous other ships sank and the target is in massachusetts now what you can also see is the path that the actual ship took until now so it is still apparently out in the ocean somewhere and you can see the point where it had to turn around but it seems like it had some problems already before what exactly happened here dotted line is the course and it just kind of decided to get away from it and then of course here it had to turn around due to the technical difficulties however once it turned around they just decided to go into a couple of formations just for giggles i guess so is it now still going to america or is it returning to shore no one knows it seems like our long-term goal of building self-deciding ai has finally succeeded and the ai just decides to stay in the water for a little bit longer all right next news pytorch releases the

PyTorch Release 1.9

1. 9 release among other things it migrates some of previously experimental libraries too stable such as torch. linux and complex autograd specifically torch. linux is supposed to replicate whatever numpy dot linux has in it and bring this to pi torch tensors this should enable a lot more easy applications of classic linear algebra routines in pytorch natively another big improvement is the mobile interpreter of pytorch which makes it possible to reduce binaries that you ship to mobile devices by up to 75 for typical applications so if you want to get into mobile development with pytorch now is a good time to check out the new 1. 9 release there are also a lot of other improvements for example updates to the pytorch rpc framework that allows you to send data around between distributed workers so check it out give it a try let's go on alright zdnet writes i just watched

McDonald's new AI drive thru

mcdonald's new ai drive through and i've lost my appetite so apparently this tick tock by user suit master 2000 is going around showing what the new automated drive-through machines at mcdonald's are capable of welcome to mcdonald's we're currently serving a limited menu so please review the menu before ordering let me know what i can get for you can i get two medium oreo mcflurries all right would you like anything else that's it okay your total will be 658 please go forward now people are calling this robot a bit dystopian or whatnot as idina here writes the voice is exactly the same robot voice you've heard in every disturbing sci-fi movie it's as if siri's daughter has just got her first job welcome to mcdonald's it reminds me of uh glados in portal so instead of this feeling dystopian i get a bit of a warm feeling in my heart but as you can see like the recognition of speech works just fine and that's honestly all i want from an ordering robot i don't want it to give me heartwarming emotions or anything like this i'm just fine with that but it kind of shows you how hard it is to actually make a human interaction ai work and it seems like the more human you make it the less people are forgiving of mistakes no one bothers if a automated train voice takes a little too long to announce the next station but when it's supposed to be more human people get freaked out if it's like just a little off it's a very special phenomenon but honestly i'm not too bothered

UBS CEO says AI won't replace humans

next news cnbc writes artificial intelligence won't replace the role of financial advisors ubs ceo says so apparently ubs ceo ralph hamer said artificial intelligence is better suited to handling day-to-day functions like opening an account or executing trades apparently he said that if it comes to these basic tasks um ai is better and by ai i guess he just means software where is a. i in opening an account or executing a trade so apparently the opinion here is that our financial advisors should be supported by the technology and their advisors they should advise so the advisors shouldn't take care of low-level tasks such as opening accounts instead they should be informed by the ai to make decisions he also said ubs is looking to adopt a netflix experience where clients can access a dashboard of different research and product like everybody wants dashboards why like i get it but nah technologies like ai can help financial advisors figure out the best way to serve clients according to hamers if you ask me this just sounds like an industry that's a bit in decline and a bit threatened by the general rise of digitalization and software and ai so all the tasks he describes that ai is able to do is pretty much things that just software are able to do while ai is going to actually replace these humans so this kind of rests on the assumptions that you think we still want to be advised by those bankers now if memory serves me right didn't you just kind of recently advise everyone to buy into the housing markets and then not tell everyone that everything is full of crap until you sold your own stuff and then plunged the entire world into a big recession yeah are you sure we want to be advised by those people i think i'll take my chances with an ai any day thank you all right jurgen schmidt uber

Gödel paper has 90th birthday

released a new blog post celebrating the 90th birthday of court goodell's 1931 paper which he says laid the foundations of theoretical computer science and the theory of artificial intelligence now whatever opinion of schmidt hoover you have he is a pretty good historian and his blog posts are generally quite interesting to read so it's pretty short and concise and filled with references that allow you to go deeper if you want to i invite you to go check it out and read it up

AugLy data augmentation library

next news facebook releases ogli an oddly named data augmentation library to help build more robust ai models data augmentation is an important topic especially in things like computer vision research but the library allows you to go even beyond that into nlp data augmentation and others so if you're doing anything that uses augmentations i invite you to check out this library

Programming Puzzles for autonomous coding

all right a team from mit the allen institute for ai and microsoft research have released a set of programming puzzles along with a paper and there is a big github repo filled with puzzles that are supposed to accelerate the research into ai coding so ai that is able to solve coding problems in these problems the ai gets a piece of code which contains a function that it has to satisfy and the rest is up to the imagination of whoever builds the algorithm the cool thing about this approach is that it's pretty general so the examples here contain things like towers of hanoi finding optimal strategies for tic-tac-toe shortest path problems and even some open problems in computer science and mathematics you can even contribute your own puzzles and i think the repository is meant as sort of a collective effort to collect pieces of code that ai might be able to solve in the future or that ai is already able to solve if you're into ai generated code and ai generated problem solutions check out this repository and try yourself to come up with an ai that solves some of these problems

Boston Dynamics' Spot turns 1

and last news spot turns one beloved machine dog and carrier of various military items boston dynamics robot spot turns one year old as deployed in the real world so boston dynamics has released a little video of where spot is used throughout the world now of course there are some pretty cool applications for this technology like it can go into mines and check out dangerous areas it can go into high voltage areas or into chernobyl to measure radiation and it seems like the applications of drones like these are pretty numerous it can save a lot of humans from doing either very tedious work or very dangerous work now of course this being produced by boss dynamics it displays the robot in the best possible light but with any technology there are good applications there are bad applications i think it's cool that technology is being pushed forward and i'd rather have spot in this world than not so this was it for this week's ml news i hope you enjoyed this one and i'll see you next time bye all right

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