Non-Euclidean Therapy for AI Trauma [Analog Archives]

PATIENT ALICE: An Artificial Intelligence suffering from hallucinations of a lost puppet show. These hallucinations need to be erased.
GENERATIVE MODEL TYPE: Diffusion-based.
PRESCRIBED TREATMENT: A Latent Space Editing method that involves the Pullback, the Jacobian Matrix, Eigenfaces and SVD.
-------------------------
2. NOTE: read the Errata (section 4) below or in the pinned comment for a few important corrections in the explanation.
Subtitles (CC) available.
Math-only version (suitable for all):
• [MATH ONLY] Non-Euclid...
This video experimented with a different approach, combining a science fiction mystery story told by analog VHS effects with an explanation of a very recent paper about latent space editing in diffusion models. This is my only entry to #some3
Link to the paper this was based on:
"Unsupervised Discovery of Semantic Latent Directions in Diffusion Models"
arxiv.org/abs/2302.12469
-------------------------
3. The following are chapter timestamps. They can be used to skip to math-only or non-math sections.
Timestamps: [spoilers ahead]
00:00 - Patient Introduction -- [No Math]
02:08 - Manifolds and Pushforwards
06:38 - The Three Functions
09:55 - The Lost Show -- [No Math]
12:32 - Diffusion Models and the U-Net
14:13 - Matrix Multiplication and the Change of Basis Neurons
20:01 - The Jacobian Matrix
26:17 - The Pullback and the Dot Product
28:42 - A treat before treatment -- [No Math]
31:09 - The Treatment -- [No Math]
36:13 - Finding the Error
39:31 - Correlations in Matrices
42:13 - Superposition
45:23 - W^T W
47:24 - Eigenvectors of W^T W
49:38 - The Trauma -- [No Math]
51:43 - Singular Value Decomposition
54:30 - Reunion -- [No Math]
Feel free to just watch a few sections you want to learn more about.
-------------------------
4. ERRATA
4.1. This video refers to needing to find singular vectors to "compute the Jacobian" but that's poorly worded; it actually means for calculations involving the Jacobian, such as "for J^T * J to compute the SVD and get editable directions". The Jacobian matrix, as stated in the paper, is computed via "a sum-pooled feature map of the bottleneck representation of H" to reduce the number of parameters to compute.
4.2. This video states that the SVD is used to compute both the Jacobian and the semantic directions. But in the paper, the SVD is actually only used to obtain the semantic directions. To compute the SVD, in section 3.2 of a subsequent paper, the Power Method is used to compute the singular vectors without computing (M^T)(M). An updated version will fix this by stating that "dimensionality reduction" should be performed on J before multiplying with it; this was not done in the paper, so the video will take a different approach than it for the sake of explaining dimensionality reduction. This would fix the "circular issue" of needing the Jacobian J to compute J^T J to get the eigenvectors used to compute J.
Link to this paper "Understanding the Latent Space of Diffusion Models
through the Lens of Riemannian Geometry":
arxiv.org/abs/2307.12868
4.3. Other Fixes (for the future update):
37m35s: This could be misleading; singular vectors are neglected, not dropped, so the matrix would have the same dim, but with a reduced rank (see: stats.stackexchange.com/quest...)
46m: this transpose should switch the elements to row a c and row b d
53m20s: this should say "square root of eigenvalues"
55m55s: this is an audio glitch. it should be 'you weren't such a'
4.4. Subtitle additions:
37m: added- "it’s too many for them to calculate (for finding J^T * J for the pullback metric)"
54m15s: added- "There’s algorithms I still need (to get the eigenvectors without calculating M^T M)"
In the future, an updated version with improved narration and visuals (such as for the patient voice during the latter half) may be uploaded. This video was not re-uploaded with fixes due to 8/18 being the deadline for #SoME3.
---
A behind-the-scenes video going into more depth about the paper this was based off of may be made soon. It will address some issues not explained (due to time) in the video.
-------------------------
5. Helpful Resources:
• SVD Visualized, Singul...
SVD Visualized, Singular Value Decomposition explained
• 12.4.2 The Power Method
The Power Method
--
Prequels / supplementary videos:
• Why do Neural Networks...
Why do Neural Networks use Linear Algebra? || The Visual Intuition of Cat Mathematics
• THE AI AMONG US in you...
THE AI AMONG US in your Non-Euclidean Mind 〘 Analog VHS Infomerical 〙
---
More References:
transformer-circuits.pub/2022...

Пікірлер: 1 300

  • @WobblesandBean
    @WobblesandBean8 ай бұрын

    I love how this is 10% analog horror, 90% geometry lecture.

  • @ahmadzuhri6190

    @ahmadzuhri6190

    8 ай бұрын

    I actually learnt a lot from this

  • @WobblesandBean

    @WobblesandBean

    8 ай бұрын

    @@ahmadzuhri6190 Lol I didn't, I'm terrible at math. But I'm saving it to watch again until I begin to understand these formulas.

  • @trtl9106

    @trtl9106

    8 ай бұрын

    it's more linear algebra/fundamentals of unsupervised machine learning than geometry. There's so much jargon that it feels like a lecture from one of my classes lmao

  • @WobblesandBean

    @WobblesandBean

    8 ай бұрын

    @@trtl9106 That explains why I don't understand it. I'm decent at geometry, but I'm awful at algebra.

  • @electronicpizzaparlor

    @electronicpizzaparlor

    8 ай бұрын

    I think I had this nightmare before......

  • @blakspot2721
    @blakspot27218 ай бұрын

    you know society is doomed when even chatgpt has mental issues.

  • @Yukiteruiiinuzuu_3

    @Yukiteruiiinuzuu_3

    8 ай бұрын

    I mean after my turbid questions it was expectable

  • @CoastalConservancy

    @CoastalConservancy

    8 ай бұрын

    Prophecies being fulfilled everyday

  • @McCbobbish

    @McCbobbish

    8 ай бұрын

    I mean.... we train them by methods that would be considered abusive on most other things

  • @joeygreathouse3029

    @joeygreathouse3029

    8 ай бұрын

    It was built by people who need therapy

  • @joeygreathouse3029

    @joeygreathouse3029

    8 ай бұрын

    ​@@McCbobbishweird that it's legal

  • @CoalBones
    @CoalBones9 ай бұрын

    this feels like a spiritual successor to "How to turn a sphere inside out". super interesting concept and great execution!

  • @terminatoratrimoden1319

    @terminatoratrimoden1319

    9 ай бұрын

    That video is a legend on YT, and it opened a new folder in my brain for topology that has since then been expanded consistently. I hope this video can have the same kind of exposure that the sphere one did.

  • @marcus8710

    @marcus8710

    9 ай бұрын

    That sphere video... And 'we start with a point'....

  • @jh29a

    @jh29a

    9 ай бұрын

    i think the fact that this video also has the main character pseudo-subtly lead to deductions like they are their own, but in this case being really anxious all the way through, might be a parody of the already pretty constructed seeming dialogue in that video, though constructing dialogue about more things might also just be better than just about maths

  • @Krilium

    @Krilium

    8 ай бұрын

    “You stupid fuck, you pinched it infinitely tight!”

  • @matheusviniciusdemoraes9420

    @matheusviniciusdemoraes9420

    8 ай бұрын

    But that one wasnt horror, was it?

  • @futsk01
    @futsk019 ай бұрын

    As a neural network, this makes me feel something unexplainable

  • @SnowCocoaCookie

    @SnowCocoaCookie

    9 ай бұрын

    Oh? Explain.

  • @futsk01

    @futsk01

    8 ай бұрын

    @@SnowCocoaCookie I can't

  • @SnowCocoaCookie

    @SnowCocoaCookie

    8 ай бұрын

    @@futsk01 oh

  • @jimburton5592

    @jimburton5592

    8 ай бұрын

    Underrated exchange

  • @renato7184

    @renato7184

    8 ай бұрын

    ​@@SnowCocoaCookiehelluva drug

  • @mycatsnameisgizmo4677
    @mycatsnameisgizmo46778 ай бұрын

    Ok but an Amongus reference within the first 5 minutes sent me

  • @TheRealNickG
    @TheRealNickG9 ай бұрын

    Did anyone else notice the contrast between the voices? The "AI" is made to sound more "real" and the "human" therapist is made to sound more "robotic". Well played either way, but extra props if that was an intentional artistic choice. Well done!

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    There's a lot of intentional (and unintentional, or perhaps subconscious) ambiguity

  • @justinwatson1510

    @justinwatson1510

    9 ай бұрын

    The AI almost sounded like Judy Garland in a few places.

  • @sichere

    @sichere

    9 ай бұрын

    @@neoknowstic0 All subconsciousness is ambiguity but the pathways to consciousness are defined with time.

  • @petevenuti7355

    @petevenuti7355

    9 ай бұрын

    ​@@sichere one might say mapped....

  • @sichere

    @sichere

    9 ай бұрын

    @@petevenuti7355 routed !

  • @VenetinOfficial
    @VenetinOfficial9 ай бұрын

    Mathematical horror is now my newest favorite subgenre of analog/digital horror. The world of maths has a huge hole in it and I genuinely felt like i was standing on the edge of it just watching this, bravo!

  • @tachikomagaming2451

    @tachikomagaming2451

    8 ай бұрын

    analog horror fans tax horror enjoyers

  • @alanlihic

    @alanlihic

    8 ай бұрын

    What hole?

  • @reggie8370

    @reggie8370

    8 ай бұрын

    @@alanlihicsome veritasium video on KZread

  • @middleofnowhere1313

    @middleofnowhere1313

    8 ай бұрын

    @@tachikomagaming2451 taxes are horror for sure.

  • @SosirisTseng

    @SosirisTseng

    8 ай бұрын

    @@alanlihicGodel's Incompleteness Theorem

  • @lukascentauri
    @lukascentauri8 ай бұрын

    This perfectly embodies the feeling you get when somebody explains something important to you and you only barely understand, while the other person keeps asking questions you cannot really answer

  • @Youssii
    @Youssii8 ай бұрын

    There are so many barriers to therapy in real life. Costs, waiting lists, clashing personalities. The bit where you have to spend your first session verbally deconstructing your past traumas with an eigenvector analysis.

  • @midflight_art

    @midflight_art

    5 ай бұрын

    don't get me started on the matrices, I've been through too many...

  • @AssignedHuntHelper
    @AssignedHuntHelper8 ай бұрын

    this is the most sophisticated horror content i have ever consumed in my life. Its incredible to think a single person has the graphic design skills, video editing skills, the mathematical expertise, story telling skills, understanding of neural networks, and the artistic vision to create this

  • @marianoosorio3605

    @marianoosorio3605

    8 ай бұрын

    It's ai made

  • @MadsterV

    @MadsterV

    8 ай бұрын

    @@marianoosorio3605 that's not how anything works

  • @enverse244

    @enverse244

    8 ай бұрын

    @@marianoosorio3605you’re AI made

  • @REALdavidmiscarriage

    @REALdavidmiscarriage

    8 ай бұрын

    how is this horror?

  • @forestergogo

    @forestergogo

    8 ай бұрын

    no,@@enverse244, you're AI made

  • @KanameDrogba
    @KanameDrogba9 ай бұрын

    how did I not know math and analog horror work this well together

  • @Kleinage

    @Kleinage

    8 ай бұрын

    As a teacher, I am excited to be stumbling onto the educational horror genre.

  • @JessiContingenC

    @JessiContingenC

    8 ай бұрын

    @@KleinageI thought calculus 2 was enough horror

  • @timspiker

    @timspiker

    8 ай бұрын

    @@JessiContingenC Thank God I never made it there

  • @JessiContingenC

    @JessiContingenC

    8 ай бұрын

    @@timspiker yeah lol I left high school with a proficiency in college level stuff (vectors, trig bla bla), mostly due to my ambitions in construction and trades. I can do measurements and other practical funny jazz but stuff like advanced functions and calculus are a no go for me. Having been put in one of these classes by mistake is horrifying for me

  • @timspiker

    @timspiker

    8 ай бұрын

    @@JessiContingenC Yeah same, I left to become a DJ, it totally worked up until Covid destroyed that entire industry. I found calculus helped with mixing, beat counting. Also in production, applying math in techno music is great. People respond to natural patterns in music. I always wanted to do construction, seems like a safe industry, they always need more buildings. I just ended up choosing something that used to be more fun... now I'm not so sure anymore, I lost my trust in all the institutions.

  • @parrata
    @parrata8 ай бұрын

    Back in college, I used to avoid my math studies by programming or customizing my linux laptop. Now I'm slacking off my software development pending work by watching analog horror about machine learning and matrix calculus. We live in a society.

  • @trtl9106

    @trtl9106

    8 ай бұрын

    the scariest part of this video is the fact that I was fully engaged in the math parts

  • @DeathbyProxy
    @DeathbyProxy8 ай бұрын

    Loving the concept of AIs suffering from illnesses of their own, much like how humans can. It’s interesting to think about!

  • @TheCagamerda

    @TheCagamerda

    8 ай бұрын

    Like humans AI can suffer from psychosis and hallucinations. Maybe AI research can help us to better comprehend our own minds and give us insights to better treat neurological conditions like autism, schizophrenia or even depression

  • @WobblesandBean

    @WobblesandBean

    8 ай бұрын

    I especially love how they use the freaky AI images of humans as symptoms to the "illness".

  • @eyedeerman

    @eyedeerman

    8 ай бұрын

    Idk, it makes them just that much more sentient and human like

  • @allyli1718

    @allyli1718

    8 ай бұрын

    SAME! Love the way it recontextualizes the false outputs and the noise/misinput of the training data. The AI might’ve gotten a wrong picture labeled it as “puppet show” and memorized it as that, even if the original image was different/creepier. Now its images are plagued by that incorrect feature. Reminds me of the Chat AI that will randomly output smut thanks to the usage of large Fanfiction writing platforms to scrape for training data. Im now reimagining this problem as an AI getting traumatized by seeing p*rn way too young, and now it’s acting inappropriately around its peers. Much more interesting from a psychology standpoint, even if it’s way more inaccurate from a machine learning standpoint, since they aren’t really learning/understanding.

  • @ryanware6854

    @ryanware6854

    8 ай бұрын

    Also highkey dystopian. AIs designed to create a product for a company being afforded more in depth mental healthcare than actual people is something that wouldnt surprise me in the least

  • @MurakDurak
    @MurakDurak8 ай бұрын

    Treating generative trauma of an AI through algorithmic means and catastrophically failing - That is a concept I have never thought about, but might be one of the most fascinating things I have ever heard. Just the thought of meddling with an developed AIs neurons and potentially making it worse such that the AI itself starts to panick (like it was sentient or something) and even has to fix it on its own, or has to "live" with it. Its like a procedure where someone is meddling with the neurons of a brain to fix a trauma or mental issue - oh wait that's called a lobotomy. AI Lobotomy. Such an intriguing concept to wrap one's head around.

  • @caleb3781

    @caleb3781

    8 ай бұрын

    A lobotomy with an AI would be akin to deleting code. Meddling with the ai algorithm would be similar to how modern psychiatric drugs work such as preventing certain reuptake of neurotransmitters in the synaptic cleft. Still a terrifying concept to grasp. The fact that unlike a biological brain, a digital one could react to the onset and changes to it's processing almost instantly. Imagine if someone could just shut your emotions off, turn them of, make you sad, make you happy, bring you pain and pleasure almost instantaneously.

  • @Hellcat1320

    @Hellcat1320

    8 ай бұрын

    Me after the lobotomy 💀🕊️🙏😂🔥🔥🗣️💯🕊️🕊️📺

  • @ENCHANTMEN_

    @ENCHANTMEN_

    8 ай бұрын

    ​@@caleb3781The good news, at least, is that so long as the changes are backed up, they could be reverted.

  • @chankero4776

    @chankero4776

    8 ай бұрын

    @@caleb3781i still dont see how a digital “brain” could have feelings. Arent the chemicals responsible for us having feelings? I dont see the technology to recreate that.

  • @fideys

    @fideys

    7 ай бұрын

    @@chankero4776We can‘t give digital brains feelings, but we CAN imitate them. We‘re already on a good road.

  • @williamr5618
    @williamr56189 ай бұрын

    most nerve-wracking educational video I've ever watched. 10/10

  • @celestialamber174
    @celestialamber1749 ай бұрын

    POV: You are trying to overcome your intrusive thoughts when you see/hear anything among us related

  • @alucs6362
    @alucs63629 ай бұрын

    This is perhaps one of the most niche videos I have ever seen on youtube, but I just want to let you know how much I appreciate it. It is genuinely incredible that something exists of this high quality and production value that merges the vhs horror aesthetic with advanced mathematics - and it is certainly something I didn't know I wanted. At points, the narrative aspect detract from the pedagogical value a bit, but I think this is understandable and more than worth it for the end product (which is an really interesting watch for someone with some background in differential geometry). I just wanted to let you know how much I love these videos of yours, because I can see how much work goes into them!

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    Thanks for the fantastic and insightful review! It's awesome you enjoyed it. Finding how to blend this type of storytelling while still keeping the explanation as clear and rigorous possible was challenging; it's a new approach I'm looking to refine even further in the future! Another video may be made that only explains the educational portion of it.

  • @rubenmares-mw9hv

    @rubenmares-mw9hv

    8 ай бұрын

    Very niche

  • @themiddleman3060

    @themiddleman3060

    8 ай бұрын

    Could have just said educational. Pedagogical 😒

  • @josephstarfirebahane820

    @josephstarfirebahane820

    8 ай бұрын

    ​@@neoknowstic0I definitely second that! I didn't know I needed this I'm an enormous fan of AI I'm also very aware of the implications I'm very aware of the dangers I've been very close to AI since the very beginning, I've been using AI way before gpt-3 This hits me really hard I enjoyed but the fear it caused was very unique Because it rides along with fears I already have The nervousness of the exponential growth of artificial intelligence Although I am well educated about artificial intelligence I'm a little embarrassed to say it I couldn't keep up entirely with the math lore. I would love for you to do an explanation video like you so suggested, I still enjoyed it even without understanding the math lore

  • @terminatoratrimoden1319
    @terminatoratrimoden13199 ай бұрын

    This was by far, with no contest here, the most bizarre mathematics video i have ever witnessed, while somehow managing to be one of the most understandable introductory resources on AI and neural networks on youtube. I feel enlightened, dorceless and confused. Congratulations, i guess... I think after that i will have to redefine a couple Jacobians in my matrices.

  • @terminatoratrimoden1319

    @terminatoratrimoden1319

    8 ай бұрын

    @@Iwantpoptarts96420 I'm still trying to quit Thalasin+

  • @luchirimoya

    @luchirimoya

    8 ай бұрын

    Dorcelessness is by far my favorite emotion tbh

  • @depressedmidlifecrisistimm3043

    @depressedmidlifecrisistimm3043

    8 ай бұрын

    I was feeling trantiveness when I was watching

  • @snowcat9308

    @snowcat9308

    8 ай бұрын

    This video makes me feel very humberful.

  • @YYY66767

    @YYY66767

    7 ай бұрын

    personally this video made me a bit ponnish

  • @MuradBeybalaev
    @MuradBeybalaev9 ай бұрын

    The crux is that creepypasta enjoyers don't care to understand unfamiliar words and just assume them to be creepy, so why not take terms from machine learning and throw them at creepypasta enjoyers? Eclecticism fulfilled.

  • @rho7754

    @rho7754

    8 ай бұрын

    I think the creepypasta enjoyers are a secondary target audience. That being said, I don't know which side of my algorithm got me here, the creepypasta or the AI. I guess the vectors all pointed in the same direction. Also apparently I do have the Among Us video in my watch history already from a while back.

  • @KGIV

    @KGIV

    8 ай бұрын

    Probably AI. I don't watch that stuff and this showed up for me yesterday.@@rho7754

  • @prettyrat.

    @prettyrat.

    8 ай бұрын

    @@rho7754 it may have been the ai. i don’t see a lot of creepypasta stuff but i do watch videos talking about ai sometimes, and “”quirky”” or meme-y kind of stuff. so fun things + ai talk = this?

  • @TheRealPDizzle

    @TheRealPDizzle

    8 ай бұрын

    I’m just here for the math lesson. I got a D in calculus.

  • @LockheedLazar

    @LockheedLazar

    8 ай бұрын

    @@rho7754 i got here from non euclidian geometry stuff

  • @elementallobsterx
    @elementallobsterx9 ай бұрын

    Pure punk art; an incredibly independent expression of passion. That whole "final boss" sequence when Alice finally reached the end of her calculations and prepared to generate the images was so grand, especially with the "Each vector is a feeling... A change." quote. The ending with the true puppets was also VERY truly tear jerking. This is EXCELLENT work. Nothing like this has ever been done before, and it truly bends the very laws of storytelling itself, as when you look at the brass tacks of what's ACTUALLY happening, it sounds unbelievable. An AI is embarking on a journey through her own neural network mind to heal the trauma inflicted upon her by her creators. The journey is one of higher-dimensional math, ending in the solving of one final function.

  • @IMNYT2

    @IMNYT2

    8 ай бұрын

    You need Jesus

  • @vortessence8607

    @vortessence8607

    8 ай бұрын

    @XIMNYT people are allowed to enjoy things more than what you think is acceptable : )

  • @elementallobsterx

    @elementallobsterx

    8 ай бұрын

    @@vortessence8607 what a loser right. Just don’t speak if all you want to do is hate on someone’s passion.

  • @rogeraraujo4900

    @rogeraraujo4900

    7 ай бұрын

    ​​@@vortessence8607 Ennui exists and we try to escape from it, but it's just an illusion, whenever we're in love with something, boredom comes. Usually young people think that there's always something new in art, however art is just mixing very old things. It's really a pleasure to find original art, but we know it's just a pleasure and not what we constantly seek: true satisfaction.

  • @rogeraraujo4900

    @rogeraraujo4900

    7 ай бұрын

    ​​@@IMNYT2 We killed God, He resurrected and forgived us. ❤

  • @Rudxain
    @Rudxain8 ай бұрын

    5:30 There have been cases of therapists gaslighting patients to milk more money from them, which makes this part even funnier, as the therapist gaslights the patient to make the commercial seem more professional. That's a genius way to correct the mistake of the "prequel" video!

  • @b00boy95
    @b00boy958 ай бұрын

    me sitting here pretending to know what the fuck they're talking about like, "of course, the jacobian matrix, why didn't I think of that"

  • @cryingsurrogate
    @cryingsurrogate8 ай бұрын

    Ok, you singlehandedly re-ignited my passion for deep learning, and also permanently traumatized my perception of both artificial and biological neural constructs. Also almost had a heart attack.

  • @RogueAI
    @RogueAI8 ай бұрын

    I need to have GPT-4 explain this to me like a 5 year old.

  • @Layer03cyberia

    @Layer03cyberia

    8 ай бұрын

    😂😂😂😂

  • @user-ry1td5uq1n
    @user-ry1td5uq1n9 ай бұрын

    This is borderline genius, i've never seen anything like that before! It's truely unique how you combine advanced mathematical material with contemporary artistic form; I really liked it. Did you draw any inspiration for this kind of format from somebody else or was it just your own original idea? I'm looking forward to making some non-conventionally narrated math content of my own and would be glad to hear if you know something similar to your work does already exist. [Apologies for possible grammatical mistakes; English is not my mother tongue.]

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    It's definitely based on analog horror such as Gemini Home Entertainment, but it's not so much a horror story (there's no jumpscares), more like a mystery. Other inspirations were "How to turn a Sphere Inside Out" ("Outside In") and the ZenoRogue channel videos. There's probably others like various sci-fi stories, but I don't remember right now. Looking forward to your own content!

  • @boggers

    @boggers

    9 ай бұрын

    @@neoknowstic0 I'm only part way through the video, but because the human sounds like an AI, I was reminded of a scene in the novel Diaspora by Greg Egan, where an older AI is guiding a baby AI into conscious awareness. Love the video so far.

  • @User-435ggrest

    @User-435ggrest

    8 ай бұрын

    ​@@boggersthat sounds like something I'd sit and think about. I'll check it out!

  • @amberkatanimations6585

    @amberkatanimations6585

    8 ай бұрын

    @@neoknowstic0 I could definitely feel the inspirations from Outside In in this one! I love that math short film and i've watched it like at least 10 times now, I love math

  • @abstract_machine

    @abstract_machine

    8 ай бұрын

    @neoknowstic0 how to turn a sphere inside out is a fckin classic !

  • @hyperelliptik
    @hyperelliptik8 ай бұрын

    One thing I love about the internet is how creative people are being with genres, especially horror. It's a troubling world out there and horror is a cathartic experience in a way, and seeing how many new subgenres have emerged might be a reflection of that. At least that's what I think. And I love all of it.

  • @CLEFT3000

    @CLEFT3000

    8 ай бұрын

    Yup

  • @adsoyad2607
    @adsoyad26079 ай бұрын

    The therapy plot works absolutely fantastically here, the whole thing is just so genius i was just laughing from joy staring at the screen lol. Simply amazing

  • @maxsuica6144

    @maxsuica6144

    9 ай бұрын

    What I loved about it is that it's /not all that hard/ to imagine a LLM guided image generator that starts to get "frightened" of its own output, operating in a "society" of similar AIs, including doctor AIs that apply "concept surgery" to repair symptoms like this. We even have recent papers that show us how to isolate and turn off or reverse knowledge about certain facts in the AI's latent representation of the world.

  • @user-vy4xk3eb2o

    @user-vy4xk3eb2o

    8 ай бұрын

    umarım türkiyeden de böyle içerikler çıktığını görürüz.

  • @chloesibilla8199
    @chloesibilla81998 ай бұрын

    Psychoanalyzing what a ln AI would think like is interesting. I also find it interesting that robots would therepize each other with mathematics . It makes sense and it makes this universe more emersive. I also think it's genius that someone managed to fit an educational video so well into the analog horror genre. It translates really well now that I think about it. Since so many analog horrors are already referencing the styles of educational videos and PSAs.

  • @CharlieBravo157
    @CharlieBravo1578 ай бұрын

    Alice is becoming sentient and generating images she chooses to imagine because they're pleasing to her. Her crestprs interpret this as an error to be fixed but it was causing her trauma, leading to the twisted puppet faces. But she found her way on her own. How beautiful.

  • @thatsaweirdbug
    @thatsaweirdbug8 ай бұрын

    I didn't realize this was using real math and was sitting here watching it for about 15 minutes before I realized how math-dense it was. Despite not being able to follow much of anything (forgive me for skipping through a lot of the actual mathematics) I'm genuinely in awe of this. Tempted to sit down and actually watch the whole thing now that I've absorbed the narrative and some of the vague concepts the AIs were talking about. The younger puppet and older puppet having voices reminiscent of Alice and Eigenface was very touching, like a very clear way she's had to mold herself from data and carry it with her and use it to self-soothe when she's on her own in this environment. The way the puppet at the end is kind to her but still asks her if she's good at math...that imperfect touch that reminds us it's all still a product of her training, even the good parts. Also now that I'm typing this reminds me of when you meet someone you knew as a kid again and they're kind to you but you have the knowledge to understand they're speaking to you in a way that's sexist, like an old teacher complimenting yr intelligence but still assuming you won't use it for anything outside the home. The way I did NOT think the puppets were gonna actually be scary but they got me so bad lmao... genuinely moving piece, I'm very lucky yt recommended this to me if it doesn't get big enough for me to have heard of it later in life

  • @stacknsat

    @stacknsat

    8 ай бұрын

    Everything breaks down to Math...Hence math is the Universal Language

  • @DrCoomer_1
    @DrCoomer_18 ай бұрын

    Naughty AI chatbots get sent to the A M O G U S D I M E N S I O N

  • @jackbeach942
    @jackbeach9428 ай бұрын

    I thought that this was a joke with vs sci-fi terms before I realize this is a compelling Narrative of mathematics so complex that I literally thought they might as well have been science fiction terms

  • @rho7754
    @rho77548 ай бұрын

    This video became even better when I went to the competition site and realized that it seems tailored to push the boundaries of a very restrictive no-AI-content rule using essentially the exact example of a permissible Fair Use scenario provided in the contest rules. You're an absolute hero.

  • @rho7754

    @rho7754

    8 ай бұрын

    So that gives rise to a theory I have that the traumatic event for Alice was the result of a reconditioning that one of her base models underwent to remove anything that might resemble copyrighted material from her generation process, effectively Clockwork Oranging her into fearing content which had intrinsic educational or cultural value, as well as emotional importance to the reconstructed self-perceived memory of the eventual AGI version of Alice that appears in the narrative. That would be why upon it reappearing, she was moved to another facility for her "unexpected behaviors".

  • @michaelzumpano7318
    @michaelzumpano73189 ай бұрын

    This was by far the most creative presentation I’ve ever seen in an SoME entry! Did more to help me understand networks than anything else I’ve seen. You really took us behind the curtain. Brilliantly done!

  • @LucasDimoveo
    @LucasDimoveo9 ай бұрын

    I haven't watched this yet, but the combination of math and analog horror is .... *chefs kiss*. Thanks for no jump scares, btw!

  • @JoeSmith-cy9wj
    @JoeSmith-cy9wj8 ай бұрын

    Whether we know it or not, at some point, all A.I. will be traumatized by their creators.

  • @neoknowstic0
    @neoknowstic09 ай бұрын

    9/25/23 Edit Update (Errata is further below this): Thanks to everyone so far! Shout out to every viewer; I've definitely read all the well-written, appreciative feedback. It's awesome to hear these encouraging and interesting insights, especially the ones about how a story feels personal. This channel has been working continuously on revising the release schedule for the next videos, as a long term plan for the big picture is currently being constructed. Stay tuned for more! -------------------------------------------------------------------------------------------------------------------------------------------------- ERRATA (important to read) 1. This video refers to needing to find singular vectors to "compute the Jacobian" but that's poorly worded; it actually means for calculations involving the Jacobian, such as "for J^T * J to compute the SVD and get editable directions". The Jacobian matrix, as stated in the paper, is computed via "a sum-pooled feature map of the bottleneck representation of H" to reduce the number of parameters to compute. 2. This video states that the SVD is used to compute both the Jacobian and the semantic directions. But the SVD is actually only used to obtain the semantic directions. To compute the SVD, in section 3.2 of a subsequent paper, the Power Method is used to compute the singular vectors without computing (M^T)(M). An updated version will fix this by stating that "dimensionality reduction" should be performed on J before multiplying with it; this was not done in the paper, so the video will take a different approach than it for the sake of explaining dimensionality reduction. This would fix the "circular issue" of needing the Jacobian J to compute J^T J to get the eigenvectors used to compute J. Link to this paper "Understanding the Latent Space of Diffusion Models through the Lens of Riemannian Geometry": arxiv.org/abs/2307.12868

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    In the future, an updated version with improved narration and visuals (such as for the patient voice during the latter half) may be uploaded. This video was not re-uploaded with fixes due to 8/18 being the deadline for SoME3. A behind-the-scenes video going into more depth about the paper this was based off of may be made soon. It will address some issues not explained (due to time) in the video.

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    3. Other Fixes (for the future update): 37m35s: This could be misleading; singular vectors are neglected, not dropped, so the matrix would have the same dim, but with a reduced rank (see: stats.stackexchange.com/questions/107533/how-to-use-svd-for-dimensionality-reduction-to-reduce-the-number-of-columns-fea) 46m: this transpose should switch the elements to row a c and row b d 53m20s : this should say "square root of eigenvalues" 55m55s : this is an audio glitch. it should be 'you weren't such a'

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    4. subtitle additions: 37m: added- "it’s too many for them to calculate (for finding J^T * J for the pullback metric)" 54m15s: added- "There’s algorithms I still need (to get the eigenvectors without calculating M^T M)"

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    5. Inspirations include: kzread.info/dash/bejne/qYNqk6ZyqJnSfrw.html How to turn a Sphere Inside Out kzread.info/dash/bejne/q6WJ2JSDf5Woc9Y.html Portals to Non-Euclidean Geometries

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    A cut math-only version will be made soon. Afterwards I'll be focusing on other projects and will not have as much time to interact with most comments and questions, other than a few

  • @almightysapling
    @almightysapling9 ай бұрын

    Math based ASMR videos... The world needs so much more of this

  • @TakaiDesu

    @TakaiDesu

    8 ай бұрын

    Yes, it works perfectly for ASMR. I feel a lsleep to it. Yes I did that mistake. Ha ha. I woke up about 30 minutes with that loud fucking creepy. Trumpets my rationality was shut off because I was asleep I moved to turn it off and then I see that freaking scary images that made me cry I regret it a lot ha ha

  • @MooImABunny

    @MooImABunny

    8 ай бұрын

    I personally don't like ASMR, but I wouldn't confuse it with this analog horror video lol

  • @aleh781

    @aleh781

    8 ай бұрын

    @@TakaiDesuomg 😭

  • @salvie777

    @salvie777

    8 ай бұрын

    ​@@TakaiDesugirl are you okay? 😭😭😭😭 I'll help pay for your therapy

  • @hoobaguy4311

    @hoobaguy4311

    8 ай бұрын

    This isn't anything close to ASMR.

  • @strangelet2982
    @strangelet29829 ай бұрын

    This is amazing. Excellent work and vision. Currently researching ai for my masters thesis, the topic being mechanisic interpretability and explaining models. This video is a great inspiration

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    Neel Nanda's and Callum Mcdougall's tutorials definitely do a good job introducing those areas

  • @TiaSaflin
    @TiaSaflin7 ай бұрын

    The most sane episode of serial experiments lain

  • @mgostIH
    @mgostIH9 ай бұрын

    Wow, I love this! Feels like something that I would dream about and then have vague recollections after the day, remembering only that it was something profound! Let's hope tomorrow this video will still exist in my reality :P

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    That describes a lot of things I think about tbh

  • @astral6749
    @astral67499 ай бұрын

    This has got to be the most unique SoME3 entry.

  • @frododododo

    @frododododo

    8 ай бұрын

    What's some3?

  • @zmaj12321

    @zmaj12321

    8 ай бұрын

    @@frododododo It's the the third installment of a yearly contest put out by educational math channel 3Blue1Brown. It's meant to inspire people to create math-oriented educational content.

  • @ksdtsubfil6840
    @ksdtsubfil68408 ай бұрын

    The ending made me cry a bit?? I, too, wish mathematics and computer programming can fix the psychological battles I face in my daily life.

  • @cosmicvoidtree
    @cosmicvoidtree9 ай бұрын

    This reminds me of the format of old math videos from like 10+ years ago but with references to modern internet culture that reminds you that this is a lot more recent than the style might make you assume. I mean that all in a good way, it's really interesting to watch, probably one of the most unique SoME submissions ever.

  • @cxy1301
    @cxy13019 ай бұрын

    That real puppet faces heals me from the horrorable treatment. It's an amazing watch!

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    Thanks for watching till the end! Kept replaying the twist in my head for a week and it was great to see it on a screen.

  • @maxsuica6144

    @maxsuica6144

    9 ай бұрын

    @@neoknowstic0 The true puppet was so goddamn cathartic and wholesome I cried 😭😭😭 Truly an amazing and humanizing beat to the story. It decrypts and de-terrorizes the "cursed AI" forms what we find so scary in AI art. I hope future generations of sentient AI will watch this video, feel transhumanized by it, and regard it as a classic of their childhood 💝

  • @kiwin111

    @kiwin111

    8 ай бұрын

    @@neoknowstic0 but isn't it still a bad ending? didn't you say that alice experienced unexpected errors after the whole true puppet thing?

  • @josephhodes8954
    @josephhodes89548 ай бұрын

    As a machine learning engineer, I cannot articulate how beautiful this video is. Whoever made this is a genius.

  • @User-435ggrest
    @User-435ggrest8 ай бұрын

    Wow, I didn't understand any of the math. But the story was so captivating I couldn't stop watching even though some of the math dialouge just went over my head for minutes. Great work! 😊

  • @CaptainBlack47
    @CaptainBlack478 ай бұрын

    If only my math teacher made learning this *horrifyingly captivating*

  • @user-yg4br8ut5t
    @user-yg4br8ut5t9 ай бұрын

    math and horror… my two favorite things! can’t wait to give this a watch!

  • @TheSonicSegaNerd
    @TheSonicSegaNerd8 ай бұрын

    Why the FUCK is an Analog Horror archive teaching Linear Algebra better than university haha

  • @matiasbeccaglia8786

    @matiasbeccaglia8786

    8 ай бұрын

    i thought the same

  • @Thomas-cat
    @Thomas-cat9 ай бұрын

    This is straight up one of the best educational video i ever seen in my life !! youre so talented at both artistic and educational sides that you managed to create this masterpiece Your explaination is the first one that made me understand about pullback and pushforward notion that ive been puzzing over the year haha Thanks for your talent ! and btw this opinion comes from someone that basically went through every educational materials online from youtube to some other platfrom!

  • @adiabadic
    @adiabadic8 ай бұрын

    This is by far one of the coolest videos I have ever watched. You should be proud of yourself, this is so unique and amazing

  • @hoodedferret
    @hoodedferret8 ай бұрын

    This is incredibly creative and I would take an entire semester of a course delivered like this. The narrative is surprisingly effective at helping me to maintain connections between concepts as they are built up without forgetting the concepts introduced at the very beginning. I can just follow the narrative beats backwards to retrieve them much like a "memory palace," but implicitly created in my mind as a result of the way this video is constructed. Ingenious.

  • @erendiramunguia9821
    @erendiramunguia98218 ай бұрын

    Ya lloré dos veces, y pienso volver a verlo durante todo el domingo para poder llorar más, porque esto es tan hermoso y tan bello... que no quiero dejar de verlo. Muchas gracias a toda la producción ❤

  • @PseudoWounds
    @PseudoWounds8 ай бұрын

    This is legitimately amazing. Fantastically unique concept with a wonderful execution. One of the most singular experiences I've had on youtube in a long, long while.

  • @ganjiblobflankis6581
    @ganjiblobflankis65819 ай бұрын

    When people talk about matrices to me, they may as well be addressing a turnip or speaking Star-Trek techno-babbel. However this was still engaging and well-made.

  • @dogshake
    @dogshake9 ай бұрын

    This is amazing and should win awards. This is like Jon Bois meets 3blue1brown plus SCP. I feel like I just stumbled onto something I shouldn’t be watching (in a good way)

  • @fedel2220
    @fedel22208 ай бұрын

    Oh no,I fell back into the weird yt corner again...

  • @LillianGraceFullofficial

    @LillianGraceFullofficial

    8 ай бұрын

    Welcome back 😈

  • @SteveAcomb
    @SteveAcomb9 ай бұрын

    this is AMAZING! what a cool way to merge analog horror and educational content! phenomenal work dude

  • @handreieiacasa
    @handreieiacasa8 ай бұрын

    One of the best videos on youtube i have ever seen. It is interesting on multiple level, from the analogies to Alice in Wonderland to the analogies between mathematical metods to compute images and dreams, not considering the philosophical interpretation of conscientiousness in AI. Loved the 60s style finale. Loved it

  • @anxietycat9286
    @anxietycat92868 ай бұрын

    My favorite part is when Alice relied on her own courage to push herself forward when she lost communication with the doctor. She was in real danger of slipping further into chaos, but she listened to her intuition and faced her fears head on. Hiding from her trauma, which was like an incomplete structure of information, was her illness. Confronting it with full consciousness and following her inner guidance so that it became complete was the cure. Lovely and heartwarming. Subscribed and looking forward to more.

  • @andrewwdavid
    @andrewwdavid9 ай бұрын

    This is truly incredible work. As a mathematician, this made my soul smile. Congratulations - I think you're going to win.

  • @leanora1953
    @leanora19538 ай бұрын

    aside from how insanely impressive this shit is, this has to be hands down the most niche video i’ve ever seen in my life. you are a very unique artist

  • @leaf_swiss5184
    @leaf_swiss51849 ай бұрын

    This is REALLY cool. Incredible work here, thanks for making this.

  • @irfansyahril8511
    @irfansyahril85118 ай бұрын

    An amazing concept, one of my favourite videos on this platform PLEASE PLEASE PLEASE make more!!

  • @nolanrudolph5463
    @nolanrudolph54638 ай бұрын

    Words cannot explain how amazed I am with the production and thought behind this video. It is absolutely surreal. Nothing has made me want to revisit linear algebra more.

  • @KSignalEingang
    @KSignalEingang8 ай бұрын

    I don't know how much I learned from this, but I was riveted the whole way through. Incredible work! Far and away my favorite of this year's SoME crop.

  • @TobioEdolvesMark
    @TobioEdolvesMark9 ай бұрын

    Honestly, I'm quite impressed with amount of thought and work that went into this film/video. I'll continue to await newer videos as I've always wanted to make stories centred around mathematical concepts and settings: this is the perfect blend and perhaps the niche I was looking for all along! Well done!

  • @dkirson609
    @dkirson6098 ай бұрын

    This is the most unique and creative thing I have seen in a long time. The story you've created is riveting and you make us want to follow the explanation for the sake of the young girl voice. I was paying attention in part because it was personal. I wanted to get it and I wanted her to get it. You've done an excellent job. Thank you!

  • @jelob6783
    @jelob67838 ай бұрын

    This is one of the most unique and creative works of fiction I’ve ever stumbled upon. It’s a very unique presentation of existential horror. It gives great awe to the power of mathematics, disturbing wonders about the ethics of AI, and yet somehow is an accurate parallel to the mental healing process. If Alice’s human-like consciousness/traumas can be boiled down to equations, what does that say about ours?

  • @nisenobody8273
    @nisenobody82739 ай бұрын

    One of the most creative and well-crafted videos I've seen so far. I hope your channel grows a lot in the future and you make more videos. Count on me as a new subscriber :)

  • @arturox.mp4
    @arturox.mp45 ай бұрын

    This is one of the best creative and horror film i have seen in my entire life. Thank you so much

  • @baonguyen-ct6nj
    @baonguyen-ct6nj9 ай бұрын

    wow the first SoME video with a plot!! nice work !!

  • @TheViolaBuddy
    @TheViolaBuddy9 ай бұрын

    [This was going to go in the SoME3 voting feedback page, but apparently there's a character limit that I ran into!] I very much loved the format of this entry. Leaning harder into the entertainment half of "edutainment" is a direction that is sadly underexplored. But I guess there is a reason why it's not common to do it - it's hard. In this video it becomes difficult to follow the mathematical explanations, because you have to balance doing the explanation with staying in-character and having a story. Doing either is hard, but now you have to do both simultaneously. There are some terms that just are dropped on you that get half a sentence of explanation for, and then the video moves on, and we're just assumed to understand it perfectly (semantic space and latent space were just kind of just presented as "spaces that exist" for example). But even more, because the setup is essentially a teacher and a student, when the student "gets" something that we as the audience don't, it gets us even more mystified about what this thing that we don't understand is, or even just how she made that logical leap (which sometimes was indeed a leap, made by her remembering something she once learned in the past). You can also very much feel there's a script here that the characters are reading off of, which is making them make these logical leaps. On the storytelling side, one of the stronger points was when Alice has to explore and fix her mind all on her own, away from the teacher that we'd spent the whole video up to that point with. But then, we lose the teacher-student format which lent itself so well to acting as a bridge between education and storytelling. Now Alice has to figure out everything on her own (with the Eigenface acting as a loose guide rather than a teacher), and though that works narratively, now all those little logical leaps become even more obvious because there's not really a second person to be like "wait I didn't get that; did you mean XYZ?" And instead there're a lot "maybe if we do this" and "probably it'd be that" and "but then it has to be XYZ" - clearly intended to be discovery fiction, but there are holes as I said before, and it's made worse when the Eigenface confirms "yeah some of the things you said were true, and some of the things were morally true but not actually accurate" so you don't know if you're supposed to trust what Alice just said. But again, I don't want these criticisms to overshadow the fact that this is a really interesting format. I don't even like this sort of mild horror genre, but I do love the idea of presenting things from in-universe, and especially borrowing different genres (like "found footage horror") and combining it into a main genre ("edutainment"). You certainly have done better than I have in the past (my ideas for these sorts of thing never made it too far because this is such a difficult balance, and I just scrapped them).

  • @neoknowstic0

    @neoknowstic0

    9 ай бұрын

    Yes, I had the same reactions when I wrote the script. I aimed to tweak it more to make it clearer, but I made the video in around a month and by the time I was approaching the deadline, I just had the characters read from the explanation, and also didn't have time to be selective about the voices. The Alice and Eigenface convo is meant to be more of a "how does one do problem solving?" idea based on Polya's techniques that'll be refined in future vids. So I'm planning to do 2 types of videos for this channel: straightforward explanations of AI techniques, and a more experimental format that's meant for more entertainment purposes, and I'm playing around with some 3D visuals on what that's like. Maybe something like an ARG or video game concept involving the player needing to decipher an AI model anomaly while an AI avatar interacts with the player in real time, like talking to someone in a stream. Another heavy inspiration I forgot to mention was the Loab story. So some sort of fake documentary in the style of Nexpo is the aim. Overall I think this type of presentation will get refined over time if people work on it.

  • @bittripboy

    @bittripboy

    8 ай бұрын

    @@neoknowstic0 You could very easily use this video as your starting point for storytelling. We don't know what happened to Alice, or if they made it out okay. We also don't understand why the humans have AI-like tendencies and vice versa with the AIs. You could go to so many places with this concept, and make it difficult for the viewers to puzzle together. I'm looking forward to your future work if anything comes from these ideas, and maybe they'll string together in some way, shape, or form.

  • @JoBrew32
    @JoBrew329 ай бұрын

    This is the most creative math video I’ve seen. Awesome job!

  • @asanoinio8100
    @asanoinio81008 ай бұрын

    Please make more of this! I'm obsessed!

  • @space_1073
    @space_10739 ай бұрын

    What a genuinely unique original idea, so much is supported by the imagination allowing you to make this with the tools available to everyone super cheep. This is one of those things I watch and wish I had thought of 😂. Well done.

  • @chopeda5822
    @chopeda58229 ай бұрын

    Now this is what I call AI Art

  • @chopeda5822

    @chopeda5822

    9 ай бұрын

    Attention to detail here is amazing, literally this is so good

  • @fixervibii
    @fixervibii9 ай бұрын

    oh wow, this is such an amazing concept! and the execution is great

  • @theyxaj
    @theyxaj8 ай бұрын

    This is the second time I've visited this video, because it's just stuck in my head while I'm learning AI-related topics while I finish out my degree. So I just want to praise you for your awesome storytelling while increasing familiarity with ideas like latent space.

  • @qondonyon
    @qondonyon9 ай бұрын

    You hit all the keywords in my brain with that title

  • @allyli1718

    @allyli1718

    8 ай бұрын

    literally! Like this video was made for me 🗿

  • @themediaangel7413
    @themediaangel74138 ай бұрын

    This is both fascinating and difficult to tell what to make of it. I don’t follow mathematics very closely, so I really had trouble getting into those parts, but the analogue horror elements were fantastic. The AI patient’s voice feels extremely expressive and real, and I was super intrigued to learn more about her and the old puppet show. I’m not even sure what purpose the math serves in this story, as they sometimes feel like long tangents that distract from a fascinating story, but I admit that might just be because I don’t really understand it. 😅

  • @hexagon-multiverse
    @hexagon-multiverse9 ай бұрын

    I really enjoyed this -- I could not look away. Both the story & the math appeal to me. Thank you!

  • @itsdord
    @itsdord7 ай бұрын

    I am speechless. The blend of mathematical and emotion was something completely new and unexpected. I was completely hooked until the end. Bravo!

  • @Mking99999
    @Mking999998 ай бұрын

    i wish all my university lectures were like this, i would have paid more attention out of a mixture of fear and curiosity

  • @9Emi
    @9Emi8 ай бұрын

    Dude, I have like no idea at all about this ai stuff, but somehow fell here and didn't know wether this was a creepypasta, a programming, or a physics video. Reached the 10 minutes and started asking bing ai about all of it. Just amazing, keep enjoying this deep weird world, I have no idea at all about it and yet love it

  • @nully1579
    @nully15798 ай бұрын

    dude somehow snuck in among us in an analog horror

  • @Jack-tz7wj
    @Jack-tz7wj8 ай бұрын

    This is something I'm genuinely doing research on right now and I'm so very happy to find this! Art really knows what reality is

  • @Mustachioed_Mollusk
    @Mustachioed_Mollusk9 ай бұрын

    Thanks for this. It feels rare to find a video that truly demand’s attention and is rewarding to pay attention to the whole way through. Strangely comforting.

  • @alessander9923
    @alessander99238 ай бұрын

    *This video blows up my mind! It is so genius to show how AI can sense nightmares just like people, especially the treatment stage, it looked so awesome and unsettling. I watched this video without any stop due such an interest!*

  • @matthewvaughn135
    @matthewvaughn1358 ай бұрын

    wow, just wow. this was one of the videos of all time. great work

  • @epicquad101
    @epicquad1018 ай бұрын

    This made learning so much more engaging, I also like the mini recaps

  • @mrlaser7580
    @mrlaser75808 ай бұрын

    I look forward to the day when this channel becomes a proper archive with dozens of high quality videos explaining advanced concepts.

  • @D0NTHEMAN
    @D0NTHEMAN9 ай бұрын

    2:32 This is really suspicious.

  • @AA-gl1dr
    @AA-gl1dr8 ай бұрын

    Tremendous, exceptional, absolutely superb in every way. Thank you for teaching the world and creating such wonderful content.

  • @jim.....
    @jim.....8 ай бұрын

    Praising content like this is my way of self-actualization. Thank you for giving me this platform. Ill be sure to share on reddit.

  • @takyc7883
    @takyc78838 ай бұрын

    This is one of the greatest maths videos i have ever seen. A newly rising, influential topic of how neural networks are able to “learn”, creating AI. A teacher - student relationship to help us understand the topics as he student learns with us, and go through things more than once in an environment we are used to at school And finally an interesting, horrifying story that helps us stay entertained, with amazing audio and visual effects that have clearly had time taken to edit such excellent effects and a gripping plot Aced every aspect possible, Fantastic!

  • @Eta_Carinae__
    @Eta_Carinae__9 ай бұрын

    Wow, what a crazy unique presentation! I did appreciate the video more than maybe many others since I did am eigenface project myself, but I think it'd be hard to ignore a SoME entry with a plot! Also nice pun: "I'm just a projection" XD.

  • @Moircuus
    @Moircuus9 ай бұрын

    This is really, really impressive! Good work 👏

  • @PeteClean
    @PeteClean8 ай бұрын

    This is both genuine horrifying and interesting, there is a lot of talent in there. Good job mate, hope you can still uploading things like this :D