Yannic Kilcher Videos (Audio Only)

#apple #icloud #neuralhash Send your Apple fanboy friends to prison with this one simple trick ;) We break Apple's NeuralHash algorithm used to detect CSAM for iCloud photos. I show how it's possible to craft arbitrary hash collisions from any source / target image pair using an adversarial example attack. This can be used for many purposes, such as evading detection, or forging false positives, triggering manual reviews. OUTLINE: 0:00 - Intro 1:30 - Forced Hash Collisions via Adversarial Attacks 2:30 - My Successful Attack 5:40 - Results 7:15 - Discussion DISCLAIMER: This is for demonstration and educational purposes only. This is not an endorsement of illegal activity or circumvention of law. Code: https://github.com/yk/neural_hash_col... Extract Model: https://github.com/AsuharietYgvar/App... My Video on NeuralHash: https://youtu.be/z15JLtAuwVI 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/yann... Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/yannic-ki... 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/yannick... Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq Ethereum (ETH): 0x7ad3513E3B8f66799f507Aa7874b1B0eBC7F85e2 Litecoin (LTC): LQW2TRyKYetVC8WjFkhpPhtpbDM4Vw7r9m Monero (XMR): 4ACL8AGrEo5hAir8A9CeVrW8pEauWvnp1WnSDZxW7tziCDLhZAGsgzhRQABDnFy8yuM9fWJDviJPHKRjV4FWt19CJZN9D4n

#mlnews #nvidia #openai An in-depth look over what's going on in the world of Machine Learning and Artificial intelligence. Subscribe now and make Monday the best day of the week! OUTLINE: 0:00 - Intro 0:20 - Sponsor: Weights & Biases 3:00 - Nvidia's CEO was rendered during Keynote 5:00 - AI21 Labs releases Jurassic-1 language model 7:00 - Tortured Phrases reveal plagiarism 10:05 - Cortical neurons are computationally complex 11:55 - OpenAI Codex Update & Challenge 13:30 - Automated drug abuse prevention gone wrong 17:55 - Rapid News Questions 18:40 - SoundStream learned neural audio codec 19:40 - RoboMimic framework for robotics research 20:05 - Droidlet framework for agent training 20:40 - Unidentified Video Objects Benchmark 21:45 - Grammatical Error Correction Dataset 22:15 - ColabPro Plus available 23:05 - BigBench Self-Awareness benchmark for language models Sponsor: Weights & Biases https://wandb.ai References: NVIDIA renders CEO during keynote https://www.vice.com/en/article/88nbp... https://blogs.nvidia.com/blog/2021/08... https://www.youtube.com/watch?v=eAn_o... AI21 Labs announces Jurassic-1 model https://www.ai21.com/blog/announcing-... https://studio.ai21.com/ https://twitter.com/yoavgo/status/142... Tortured Phrases point to plagiarism https://www.nature.com/articles/d4158... Real Neurons are insanely complex https://www.sciencedirect.com/science... OpenAI Codex Challenge & Update https://challenge.openai.com/ https://challenge.openai.com/codex/le... https://openai.com/blog/openai-codex/... Automated drug abuse prevention goes wrong https://www.wired.com/story/opioid-dr... News Questions https://www.imeche.org/news/news-arti... https://newseu.cgtn.com/news/2021-08-... https://www.growingproduce.com/citrus... https://www.cioreview.com/news/artifi... SoundStream Neural Audio Codec https://ai.googleblog.com/2021/08/sou... RoboMimic Framework https://arise-initiative.github.io/ro... Droidlet Framework https://ai.facebook.com/blog/droidlet... Unidentified Video Objects Benchmark https://ai.facebook.com/blog/introduc... Grammatical Error Correction Dataset https://ai.googleblog.com/2021/08/the... Colab Pro Plus is "even better" https://colab.research.google.com/signup BIG-Bench Self-Awareness Benchmark for Language Models https://github.com/google/BIG-bench/t... 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/yann... Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/yannic-ki... 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/yannick... Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq Ethereum (ETH): 0x7ad3513E3B8f66799f507Aa7874b1B0eBC7F85e2 Litecoin (LTC): LQW2TRyKYetVC8WjFkhpPhtpbDM4Vw7r9m

#apple #icloud #privacy Apple recently announced scanning all images uploaded to iCloud for CSAM (child abuse material), and that this scan would happen locally on users' phones. We take a look at the technical report and explore how the system works in detail, how it is designed to preserve user privacy, and what weak points it still has. OUTLINE: 0:00 - Introduction 3:05 - System Requirements 9:15 - System Overview 14:00 - NeuralHash 20:45 - Private Set Intersection 31:15 - Threshold Secret Sharing 35:25 - Synthetic Match Vouchers 38:20 - Problem 1: Who controls the database? 42:40 - Problem 2: Adversarial Attacks 49:40 - Comments & Conclusion Paper: https://www.apple.com/child-safety/pd... ML News Episode about CSAM: https://youtu.be/gFkBqD2hbnU Abstract: CSAM Detection enables Apple to accurately identify and report iCloud users who store known Child Sexual Abuse Material (CSAM) in their iCloud Photos accounts. Apple servers flag accounts exceeding a threshold number of images that match a known database of CSAM image hashes so that Apple can provide relevant information to the National Center for Missing and Exploited Children (NCMEC). This process is secure, and is expressly designed to preserve user privacy. CSAM Detection provides these privacy and security assurances: • Apple does not learn anything about images that do not match the known CSAM database. • Apple can’t access metadata or visual derivatives for matched CSAM images until a threshold of matches is exceeded for an iCloud Photos account. • The risk of the system incorrectly flagging an account is extremely low. In addition, Apple manually reviews all reports made to NCMEC to ensure reporting accuracy. • Users can’t access or view the database of known CSAM images. • Users can’t identify which images were flagged as CSAM by the system. For detailed information about the cryptographic protocol and security proofs that the CSAM Detection process uses, see The Apple PSI System. 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/yann... Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/yannic-ki... 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/yannick... Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq Ethereum (ETH): 0x7ad3513E3B8f66799f507Aa7874b1B0eBC7F85e2 Litecoin (LTC): LQW2TRyKYetVC8WjFkhpPhtpbDM4Vw7r9m Monero (XMR): 4ACL8AGrEo5hAir8A9CeVrW8pEauWvnp1WnSDZxW7tziCDLhZAGsgzhRQABDnFy8yuM9fWJDviJPHKRjV4FWt19CJZN9D4n

#mlnews #apple #nolamarck Your update on the latest news in the AI and Machine Learning world. OUTLINE: 0:00 - Intro 0:15 - Sponsor: Weights & Biases 3:30 - Apple to scan iDevices for illegal content 14:10 - EU approves chatcontrol 15:20 - Machine Learning FAQ book 17:40 - TimeDial & Disfl-QA Conversation Datasets 20:30 - VoxPopuli Speech Dataset 21:00 - Google Tensor chip coming to Pixel 6 21:30 - Pentagon uses AI to predict events 23:10 - Sketch your own GAN 24:45 - Can a Fruit Fly learn Word Embeddings? 26:00 - Master Faces beat facial recognition system 27:25 - PyTorch profiler 1.9 27:55 - 0 A.D. gets reinforcement learning interface 28:40 - BeatBot cleans up cigarette butts on the beach Sponsor: Weights & Biases https://wandb.ai References: Apple to scan iDevices for illegal content https://techcrunch.com/2021/08/05/app... http://tylerneylon.com/a/lsh1/ EU approves chatcontrol https://european-pirateparty.eu/parli... Machine Learning FAQ book https://rentruewang.github.io/learnin... TimeDial & Disfl-QA: New datasets for conversational NLP https://ai.googleblog.com/2021/08/two... VoxPopuli: Giant partially labeled speech dataset https://github.com/facebookresearch/v... Google's Tensor chip coming to Pixel 6 https://blog.google/products/pixel/go... Pentagon uses AI for predicting relevant events in advance https://www.engadget.com/pentagon-ai-... Sketch Your Own GAN https://peterwang512.github.io/GANSke... Can a fruit fly learn word embeddings? https://arxiv.org/pdf/2101.06887.pdf Master Faces for attacking facial recognition systems https://arxiv.org/pdf/2108.01077.pdf PyTorch Profiler v1.9 https://www.marktechpost.com/2021/08/... 0 A.D. adds Reinforcement Learning interface https://play0ad.com/media/screenshots/ https://trac.wildfiregames.com/wiki/G... BeachBot cleans up cigarette butts on the beach https://news.yahoo.com/beachbot-rover... 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/yann... Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/yannic-ki... 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/yannick... Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq Ethereum (ETH): 0x7ad3513E3B8f66799f507Aa7874b1B0eBC7F85e2 Litecoin (LTC): LQW2TRyKYetVC8WjFkhpPhtpbDM4Vw7r9m Monero (XMR): 4ACL8AGrEo5hAir8A9CeVrW8pEauWvnp1WnSDZxW7tziCDLhZAGsgzhRQABDnFy8yuM9fWJDviJPHKRjV4FWt19CJZN9D4n

#mlnews #dabus #alephalpha OUTLINE: 0:00 - Intro 0:20 - Sponsor: Weights & Biases 3:45 - AI legally recognized as patent inventor 8:35 - Alpeh Alpha raises USD 27Mio to build European OpenAI 10:20 - AMP advances AI aided recycling 11:20 - DeepMind builds XLand RL environment 13:15 - Cognitive Behavioral Therapy as an app 16:15 - Wordcraft interactive AI text editor 17:05 - ML used to cheat in console games 18:10 - Google's OpenBuildings Dataset 20:00 - Most ML COVID tools are flawed 21:10 - DALL-E mini released 21:55 - Helpful Libraries 25:20 - FSF funds papers discussing CoPilot SPONSOR: Weights & Biases https://wandb.ai References: AI legally recognized as patent inventor https://www.globallegalpost.com/news/... https://www.abc.net.au/news/2021-08-0... https://artificialinventor.com/freque... https://artificialinventor.com/dabus/ https://www.worldscientific.com/doi/a... https://www.worldscientific.com/doi/e... https://imagination-engines.com/dabus... https://imagination-engines.com/about... https://www.nextbigfuture.com/2016/03... https://www.actiac.org/system/files/D... Alpeh Alpha raises USD 27Mio to build European OpenAI https://techcrunch.com/2021/07/27/ger... AMP advances AI aided recycling https://www.robotics247.com/article/a... DeepMind builds XLand RL environment https://deepmind.com/blog/article/gen... https://deepmind.com/research/publica... Cognitive Behavioral Therapy as an app https://www.nytimes.com/2021/06/01/he... Wordcraft interactive AI text editor https://syncedreview.com/2021/07/21/d... https://arxiv.org/abs/2107.07430 https://www.youtube.com/watch?v=9p4mf... ML used to cheat in console games https://au.pcmag.com/games/88121/mach... Google's OpenBuildings Dataset https://ai.googleblog.com/2021/07/map... https://sites.research.google/open-bu... Most ML COVID tools are flawed https://www.technologyreview.com/2021... DALL-E mini released https://wandb.ai/dalle-mini/dalle-min... https://huggingface.co/spaces/flax-co... Helpful Libraries https://www.openai.com/blog/triton/ https://github.com/openai/triton https://github.com/microsoft/FLAML https://github.com/clip-italian/clip-... https://deepmind.com/research/open-so... https://github.com/deepmind/meltingpot https://www.roboti.us/license.html https://github.com/openai/gym/issues/... https://github.com/jkterry1 FSF funds papers discussing CoPilot https://www.fsf.org/blogs/licensing/f... https://www.gnu.org/philosophy/who-do... 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/yann... Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/yannic-ki... 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/yannick... Patreon: https://www.patreon.com/yannickilcher

#chai #mlnews #nvidia Follow Saynam here: YouTube: https://www.youtube.com/c/ChaiTimeDat... Twitter: https://twitter.com/bhutanisanyam1 Apple Podcasts: https://podcasts.apple.com/us/podcast... LinkedIn: https://www.linkedin.com/in/sanyambhu... Spotify: https://open.spotify.com/show/7IbEWJj... Anchor.fm RSS: https://anchor.fm/s/c19772c/podcast/rss Outline: 0:00 - Intro & Overview 1:30 - Amazon's MMO may destroy gaming GPUs 2:40 - OpenAI pivots away from Robotics 3:35 - Google parent Alphabet launches Intrinsic 4:55 - AI learns how vegetables taste 5:55 - NASA uses AI to better understand the sun 6:50 - Man used AI to bring back deceased fiancee 7:45 - Robot collision sparks warehouse fire 8:20 - AI deduces patients' racial identities from medical records 9:40 - AlphaFold protein structure database 10:15 - ICCV BEHAVIOR challenge 11:05 - IBM, MIT, Harvard release Common Sense database 11:35 - High quality image generation using diffusion models 12:50 - Conclusion References: 1 Amazon’s new MMO may be bricking Nvidia 3090s https://www.theverge.com/2021/7/21/22... https://www.youtube.com/watch?v=KLyNF... 2 Open AI pivotes from Robots https://venturebeat.com/2021/07/23/ai... 3 Google parent Alphabet launches Intrinsic: a new company to build software for industrial robots https://www.theverge.com/2021/7/23/22... Introducing Intrinsic https://blog.x.company/introducing-in... https://x.company/projects/intrinsic/ https://www.forbes.com/sites/jennifer... 4 Artificial Intelligence Helps Improve NASA’s Eyes on the Sun https://www.nasa.gov/feature/goddard/... 5 A man used AI to bring back his deceased fiancé. But the creators of the tech warn it could be dangerous https://www.businessinsider.co.za/man... 6 Robot collision at Ocado warehouse near London sparks fire, delaying customer orders https://www.theverge.com/2021/7/18/22... 10 Reading Race: AI Recognizes Patient’s Racial Identity In Medical Images https://arxiv.org/pdf/2107.10356.pdf 11 AlphaFold Protein Structure Database https://alphafold.ebi.ac.uk https://www.theverge.com/2021/7/22/22... 12 Behavior Challenge http://svl.stanford.edu/behavior/chal... 13 Researchers from IBM, MIT and Harvard Announced The Release Of DARPA “Common Sense AI” Dataset Along With Two Machine Learning Models At ICML 2021 https://www.marktechpost.com/2021/07/... https://www.reddit.com/r/MachineLearn... 14 Google uses diffusion model for image generation https://www.reddit.com/r/MachineLearn... https://www.reddit.com/r/MachineLearn... 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/yann... Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/yannic-ki... 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/yannick... Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq

A look into the happenings of the Machine Learning world. OUTLINE: 0:00 - Intro 0:25 - Facebook AI trains rapidly adapting robots 3:05 - Baidu presents autonomous excavator system 4:45 - EleutherAI turns 1 6:05 - Elon Musk says FSD harder than expected 8:10 - AI interview tools still fall short 11:10 - RunwayML AI-powered cloud video editor 11:55 - MineRL BASALT competition to learn from human feedback 13:15 - The Myth of the Expert Reviewer 15:55 - NVIDIA unveils Cambridge-1 supercomputer 17:10 - CLIP art sees rapid improvements 19:00 - AI demystifies boiling 21:20 - AI avatars for easier language learning 23:20 - Outro References: Facebook AI trains rapidly adapting robots https://ai.facebook.com/blog/ai-now-e... https://ashish-kmr.github.io/rma-legg... Baidu presents autonomous excavator system http://research.baidu.com/Blog/index-... https://www.youtube.com/watch?v=KFcNf... EleutherAI turns 1 https://blog.eleuther.ai/year-one/ Elon Musk says FSD is harder than expected https://www.theverge.com/2021/7/5/225... AI interview tools still fall short https://www.technologyreview.com/2021... RunwayML AI-powered cloud video editor https://runwayml.com/ MineRL BASALT competition to learn from human feedback https://www.aicrowd.com/challenges/ne... The Myth of the Expert Reviewer https://parameterfree.com/2021/07/06/... NVIDIA unveils Cambridge-1 supercomputer https://www.nvidia.com/en-us/industri... https://nvidianews.nvidia.com/news/nv... CLIP art sees rapid improvements https://ml.berkeley.edu/blog/posts/cl... AI demystifies boiling https://news.mit.edu/2021/infrared-ca... AI avatars for easier language learning https://www.forbes.com/sites/petergre... 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/yann... Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/yannic-ki... 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/yannick... Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq Ethereum (ETH): 0x7ad3513E3B8f66799f507Aa7874b1B0eBC7F85e2 Litecoin (LTC): LQW2TRyKYetVC8WjFkhpPhtpbDM4Vw7r9m Monero (XMR): 4ACL8AGrEo5hAir8A9CeVrW8pEauWvnp1WnSDZxW7tziCDLhZAGsgzhRQABDnFy8yuM9fWJDviJPHKRjV4FWt19CJZN9D4n

#copilot #copyright #gpl GitHub and OpenAI release Copilot, an AI-powered code autocomplete system that can generate entire functions, classes, and modules from mere definitions and docstrings. Copilot was trained on all public GitHub repositories, and this has a lot of people upset about questions on copyright, code licenses, social obligations, and how much you can profit from other people's work. I give my opinions on the issue in relation to copyright law, the GPL license, and terms of service. Further, we discuss the Brickit app to organize your LEGOs, Distill going on a break, and much more. OUTLINE: 0:00 - Intro 0:20 - GitHub Copilot 6:55 - My opinion on Copilot & Copyright 17:25 - Facebook AI image similarity challenge 18:00 - Brickit app scans your LEGOs and suggests builds 18:40 - Distill journal goes on break 19:50 - Amazon uses algorithms to hire & fire Flex drivers 23:20 - Helpful Libraries: TF Decision Forests, Habitat, Falken, Brax 24:20 - AI-generated papers give science a hard time References: GitHub Copilot: AI pair programmer https://twitter.com/gdb/status/140989... https://twitter.com/rickhanlonii/stat... https://copilot.github.com/ https://docs.github.com/en/github/cop... https://docs.github.com/en/github/sit... https://tldrlegal.com/license/gnu-gen... https://www.gnu.org/licenses/gpl-faq.... https://www.legalzoom.com/knowledge/c... https://en.wikipedia.org/wiki/Derivat... https://twitter.com/giffmana/status/1... https://twitter.com/search?q=copilot&... Facebook AI launches image similarity challenge https://www.drivendata.org/competitio... Brickit app sorts your LEGOs https://brickit.app/?ref=producthunt&... https://petapixel.com/2021/07/01/bric... Distill goes on break https://distill.pub/2021/distill-hiatus/ Amazon uses Algorithms to fire Flex drivers https://www.engadget.com/amazon-algor... TensorFlow decision forests https://blog.tensorflow.org/2021/05/i... Facebook AI habitat 2.0 https://ai.facebook.com/blog/habitat-... Google Falken trains game-playing agents https://ai.googleblog.com/2021/06/qui... https://github.com/google-research/fa... Google Brax: differentiable physics simulator https://github.com/google/brax https://arxiv.org/pdf/2106.13281.pdf Fake science is getting faker https://thenextweb.com/news/fake-scie... 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/yann... Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/yannic-ki... 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/yannick... Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq Ethereum (ETH): 0x7ad3513E3B8f66799f507Aa7874b1B0eBC7F85e2 Litecoin (LTC): LQW2TRyKYetVC8WjFkhpPhtpbDM4Vw7r9m Monero (XMR): 4ACL8AGrEo5hAir8A9CeVrW8pEauWvnp1WnSDZxW7tziCDLhZAGsgzhRQABDnFy8yuM9fWJDviJPHKRjV4FWt19CJZN9D4n

#tesla #selfdriving #karpathy Tesla is pushing the state-of-the-art in full self-driving, and interestingly, they explicitly switch from having multiple different sensors to a vision-only system. We discuss the highlights of Andrej Karpathy's talk about Tesla's FSD system, how to label petabytes of data, how to sample edge-cases, how to train a neural network that has to work in real-time, and why moving to having only cameras is superior to multi-sensor approaches. OUTLINE: 0:00 - Intro & Overview 1:55 - Current Auto-Breaking system 3:20 - Full Self-Driving from vision only 4:55 - Auto-Labelling for collecting data 8:45 - How to get diverse data from edge-cases 12:15 - Neural network architecture 16:05 - Tesla's in-house supercomputer 17:00 - Owning the whole pipeline 18:20 - Example results from vision only 23:10 - Conclusion & Comments 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/yann... Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/yannic-ki... 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/yannick... Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq Ethereum (ETH): 0x7ad3513E3B8f66799f507Aa7874b1B0eBC7F85e2 Litecoin (LTC): LQW2TRyKYetVC8WjFkhpPhtpbDM4Vw7r9m Monero (XMR): 4ACL8AGrEo5hAir8A9CeVrW8pEauWvnp1WnSDZxW7tziCDLhZAGsgzhRQABDnFy8yuM9fWJDviJPHKRjV4FWt19CJZN9D4n

#cvpr #socialmedia #machinelearning In this week's ML news we look at CVPR's controversial action to ban paper promotions on social media during the review phase, among other things! OUTLINE: 0:00 - Intro & Overview 0:25 - CVPR bans social media paper discussions 5:10 - WalMart uses AI to suggest substitutions 6:05 - NVIDIA releases Alias-Free GAN 7:30 - Confession Video in Myanmar possibly a DeepFake 8:50 - AI restores Rembrandt painting 10:40 - AI for healthcare not problem-free yet 11:50 - ML interviews book 12:15 - NVIDIA canvas turns sketches into paintings 13:00 - GPU prices down after crypto shock 13:30 - Facebook AI improves shopping experience 14:05 - DeepLab2 released on GitHub 14:35 - Toxic Language Models: Nobody cares 16:55 - Does AI have common sense? References: CVPR forbids social media promotion https://twitter.com/wjscheirer/status... WalMart uses AI to substitute out-of-stock products https://www.supermarketnews.com/techn... NVIDIA releases Alias-Free GAN https://nvlabs.github.io/alias-free-gan/ Myanmar Politician's confession could be DeepFake https://www.wired.com/story/opinion-t... Rembrandt restored using AI https://www.smithsonianmag.com/smart-... AI in healthcare still shaky http://www.greenvillebusinessmag.com/... https://www.theverge.com/2021/6/22/22... ML interviews book https://huyenchip.com/ml-interviews-b... NVIDIA Canvas Beta available https://blogs.nvidia.com/blog/2021/06... GPU prices down as China cracks down on Crypto https://www.theregister.com/2021/06/2... Facebook AI's big goal of improving shopping https://ai.facebook.com/blog/advancin... GoogleAI releases DeepLab2 https://github.com/google-research/de... Toxic Language Model: Nobody cares https://arxiv.org/pdf/2105.03023.pdf AI has no common sense https://www.analyticsinsight.net/inca... https://6b.eleuther.ai/ 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/yann... Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/yannic-ki... 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/yannick... Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq Ethereum (ETH): 0x7ad3513E3B8f66799f507Aa7874b1B0eBC7F85e2 Litecoin (LTC): LQW2TRyKYetVC8WjFkhpPhtpbDM4Vw7r9m Monero (XMR): 4ACL8AGrEo5hAir8A9CeVrW8pEauWvnp1WnSDZxW7tziCDLhZAGsgzhRQABDnFy8yuM9fWJDviJPHKRjV4FWt19CJZN9D4n