How Machines *Really* Learn. [Footnote]

Gepubliceerd op 18 dec. 2017
Main video: nl-tv.com/tv/video-R9OHn5ZF4Uo.html
MarIO: nl-tv.com/tv/video-qv6UVOQ0F44.html
Genetic programming: nl-tv.com/tv/video-GOFws_hhZs8.html
How neural networks really work with the real linear algebra: nl-tv.com/tv/video-aircAruvnKk.html

Reacties

  • Recurrent NNs, you mean?

  • Mayrio

  • thats kinda fuckin dark

  • Recurrent* neural networks

  • *_W E N E E D A TEACHERBOT PLUSHIE!!!!_*

  • "mare-io"

  • "as compute power approaches 'crazy-pants' " 🤣

  • what is difference of back propagation and genetic algorithm?

    • The method shown in this video is "backpropagation", aka taking the slope and rolling down it. The method in the main video is the genetic alg, aka keep the best and discard the rest.

  • Am I the only one who thinks CGP Grey is a real human and not insanely developed AI technology hidden in a basement somewhere?

  • What about Generative adversarial networks?

  • I feel like the NEAT algorithm and natural selection based, biology-based machine learning algorithms are easier to understand and program. I don't understand why we learn more of that as opposed to the math based approaches, because, biology-based ML methods start simple and grow in complexity as they need to. Math models, you have to determine the number of layers and nodes, and are somewhat inherently inefficient. I'm a current comp sci major, but, I could be wrong. Though, I'm going to try to learn more with a minor in Bioinformatics, and a concentration in AI.

  • My car has a radio still

  • AI will take over the world they say They can't even tell a bee or a three if the file extension are different they say NL-tv recommended section is still shit they say

  • I got an ad for machine learning

  • MARio

  • Nope I've actively decided to have nothing to so with it.

  • Cars have MUCH better things than radios.

  • M Ay rio

  • "To walk or play Meeriouh"

  • *mAyReYoH*

  • 999,665 views . :)

  • Damn kids and their skynet

  • what? MEH-rio? why?! It's MAH-rio, not MEH-rio, neither is it MERH-rio. It's MAH-rio.

  • its mario not maario

  • Yep the robot apocalypse is really coming.

  • Fear not my friends... for as long as you venerate the immortal Emperor, the Emperor will protect. Mankind shall prevail over the Men of Iron.

  • As long as peace is maintained...

  • Can aimbots get smarter?? 🤨🧐

  • The bots are getting smarter. Every day, my Kill Death ratio gets smaller, and smaller. They’re coming for me. Wish me luck.

  • Liked, commented, shared x2, put in my favorites.... what more do you want I even watched the whole video my masters

  • Really enjoy your videos. Always look forward to seeing them in my subscription box.

  • downvoted for calling MAHrio MAErio

  • 11 months LATE

  • NO MERCY ONLY JUSTICE.

  • 1:48 just take every frame of the video and check if it's a bee or a three. if the majority of the frames is a bee then it's a bee

  • MarI/O was trained to play mario

  • Oh cry me a river. There's nothing inherently "bad" or "painful" about a bunch of electrons going through a bunch of microtransistors. The biggest problem, it seems to me, is what happens if a bot decides that the most efficient way to get results is through methodologies we would consider... undesirable.

  • PLEASE! Mercy!

  • *mArio*

  • 2:12 GreyBot.exe has stop responding.

  • when it reach infinity it will be god

  • Mar10

  • Mario is pronounced mario, not maerio

  • How do I make these bots

  • Playing maYrio

  • 0:11 You're wrong. I demand a reupload.

  • That's called backpropagation

  • marry-0 ITS marri-0 RLLY

  • With the spambot ARMY in Roblox, we might need to bow down to our new robot overlords soon.

  • mArio

  • How do I jump really high, Grey?

  • Cars still have radios

  • I think you probably mean _recurrent_ neural networks, not recursive, but yeah whatever

  • So it is adjusting tensor elements?

  • D

  • I'm sorry, I'm sorry. Who's Mary-Oh?

  • It's interesting that the same person can simultaneously believe that "machines that learn" are both 1) the inevitable and optimal technological development and 2) will probably devastate humanity. How about not building them? Doesn't seem like we actually need them.

  • what the fuck is "marry-o?"

  • How interesting, yes! “may the bots have mercy on us all” wait what?

  • I actually thought of that whole "dial adjustment bot" thing a while ago...I had no idea it existed. I feel smart! 😄

  • i think the scariest thing, is that if sentient machine life is created... there might not be a "Eureka! i've done it!" type moment. But instead, it happens without us noticing, or being able to notice for a long time.

  • Recursive neural network. **cringe**

  • So you're not dead. I think I saw the grim reaper kill the CGP Grey stick man avatar. I like your videos.

  • why do all of us say that if we get in a war with robots were fucked, i mean, just trow a cup of water at them or something, not that hard

  • Love his voice

  • “Mārio” boy if you don’t yo ass back in the classroom and learn some pronunciation smh my head

  • Merio?

  • “Playing maryio”

  • Does it help if I play all your videos on mute in the background or do the bots know that?

  • Mary-O

  • 2:04 we are all gonna die

  • Answer is a clear yes but no. There is nothing that is "learning" anything at the moment. We are only optimizing a complex classification algorithm. Unless you define that as learning, then it's learning i guess. But then a lot of things can be considered "learning", which I guess most of us would disagree with.

  • Use deep learning to build a bot that can make better deep learning machine

  • The way you pronounce Mario reminds me you've lived in the UK for a decade. Mario should be pronounced Mah-ree-oh, not Mare-ee-oh.

  • Egg chicken 🐔 haha am from India 🇮🇳

  • Still they can't invent, just repeat over and over and recognize what WE invented... (Our souls should be safe for now...)

  • I, for one, welcome our new robot overlords.

  • Dial Adjustment Bot... D.A.B

  • I disliked this video cause you pronounced Mario like "mare-ee-oh"

  • Every now and then when I'm explaining computers and software to someone I'll say "technology is dumb" to make a point that it's the user or creator who tells the unthinking computer what to do. Hopefully when robots finally take over they'll have mercy on me

  • Very nice Footnote! Very good visualization of AI algorithms in the two videos as well!

  • maa-rio. it's ma-rio.

  • The last ten seconds or so was a little off-putting... Was expecting something to jump out at me lol.

  • Wouldn't the complication behind videos, gifs, and other animated formats just be related to the file format itself? After all, videos are just a long sequence of individual images, so for the video example of a moving bee couldn't the algorithm be slightly modified to average the results of each individual frame? For example, if a bee is in frame for the majority of the video, what's stopping a smart programmer from taking an average result across all frames?

  • i want to make a learning ai for my A-level computer science project in an rts game, which is also part of the project.

  • I want a plushy of the little robot so badly, it’s almost unreasonable. It’s just so heckin cute!

  • nl-tv.com/tv/video-XAgXwUwQoPA.html and knowyourmeme.com/memes/doomba

  • Were are your videos cgp grey

  • LOTR + Math + Code = Subscribe

  • A techno-bot apocalypse help us all xD

  • One day we will be rats on a ship across the stars

  • beep boop

  • 2:02 This is why i stopped watching this channel, it's too scary. People think Dark5 is scary, its got nothing on CGP Grey...

  • ARE YOU STILL INTERESTED IN HISTORY? If so, COULD YOU PLEASE CONSIDER PUBLISHING A VIDEO CONCERNING the COORELATION BETWEEN GOVERNMENT POLICY AND EDUCATION POLICY?

  • When you say crazy pants, do you mean that in the future, it will not only be more practical to use this cost-effective approach, but also that deep learning will become so much faster, that the best bots can be fine-tuned by a dial bot? Perhaps even with a memory of the optimal setting for the last bot?

  • Cars still have radios, but the tunning knob disapeared around 1990.

  • Neural networks are also an important topic in cognitive psychology

  • I like how you said mayrio

  • I appreciated the Star Wars reference at 0:13

  • [Insert meaningful audience participation]