[ML News] New ImageNet SOTA | Uber's H3 hexagonal coordinate system | New text-image-pair dataset

[ML News] New ImageNet SOTA | Uber's H3 hexagonal coordinate system | New text-image-pair dataset

Sep 28, 2021
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#truthfulqa #efficientnet #laion400M Your regularly irregular updates on what's happening in the Machine Learning world. OUTLINE: 0:00 - Intro 0:20 - TruthfulQA benchmark shines new light on GPT-3 2:00 - LAION-400M image-text-pair dataset 4:10 - GoogleAI's EfficientNetV2 and CoAtNet 6:15 - Uber's H3: A hexagonal coordinate system 7:40 - AWS NeurIPS 2021 DeepRacer Challenge 8:15 - Helpful Libraries 9:20 - State of PyTorch in September 2021 10:05 - Physics-Based Deep Learning Book 10:35 - Music-conditioned 3D dance generation 11:40 - Stallman's take on legal issues with Codex 12:20 - Tensorflow DirectML on AMD GPUs 13:00 - Schmidhuber Blog: Turing Oversold ERRATA: Uber's H3 is actually not new, but from 2018 References: TruthfulQA - A benchmark assessing truthfulness of language models https://owainevans.github.io/pdfs/truthfulQA_lin_evans.pdf LAION-400M image-text-pair dataset https://laion.ai/laion-400-open-dataset/ https://laion.ai/#top https://gogetfunding.com/help-us-build-the-worlds-largest-open-billion-scale-image-text-dataset-perfect-for-training-dall-e-clip-other-multimodal-models/ https://rom1504.github.io/clip-retrieval/?back=https%3A%2F%2Fsplunk.vra.ro&index=laion_400m_128G&query=yellow+train GooleAI releases EfficientNetV2 and CoAtNet https://ai.googleblog.com/2021/09/toward-fast-and-accurate-neural.html Uber's H3 hexagonal coordinate systems https://eng.uber.com/h3/?utm_source=pocket_mylist NeurIPS 2021 DeepRacer Challenge https://www.aicrowd.com/challenges/neurips-2021-aws-deepracer-ai-driving-olympics-challenge?utm_source=pocket_mylist https://aws.amazon.com/deepracer/ https://gitlab.aicrowd.com/deepracer/neurips-2021-aws-deepracer-starter-kit/-/tree/master/deepracer-gym Helpful Libraries https://github.com/rom1504/img2dataset https://github.com/facebookresearch/vissl?utm_source=pocket_mylist https://github.com/pyg-team/pytorch_geometric https://aws.amazon.com/blogs/machine-learning/announcing-the-amazon-s3-plugin-for-pytorch/ State of PyTorch in September 2021 https://dev-discuss.pytorch.org/t/state-of-pytorch-core-september-2021-edition/332 Physics-Based Deep Learning Book http://physicsbaseddeeplearning.org/intro.html https://arxiv.org/pdf/2109.05237.pdf Music Conditioned 3D dance generation https://ai.googleblog.com/2021/09/music-conditioned-3d-dance-generation.html Richard Stallman on Codex legal issues https://news.slashdot.org/story/21/09/18/0432224/richard-stallman-shares-his-concerns-about-githubs-copilot----and-about-github Tensorflow DirectML on AMD https://wccftech.com/amd-microsoft-bring-tensorflow-directml-to-life-4x-improvement-with-rdna-2-gpus/ Schmidhuber: Turing Oversold https://people.idsia.ch//~juergen/turing-oversold.html Links: TabNine Code Completion (Referral): http://bit.ly/tabnine-yannick YouTube: https://www.youtube.com/c/yannickilcher Twitter: https://twitter.com/ykilcher Discord: https://discord.gg/4H8xxDF BitChute: https://www.bitchute.com/channel/yannic-kilcher Minds: https://www.minds.com/ykilcher Parler: https://parler.com/profile/YannicKilcher LinkedIn: https://www.linkedin.com/in/ykilcher BiliBili: https://space.bilibili.com/1824646584 If you want to support me, the best thing to do is to share out the content :) If you want to support me financially (completely optional and voluntary, but a lot of people have asked for this): SubscribeStar: https://www.subscribestar.com/yannickilcher Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq Ethereum (ETH): 0x7ad3513E3B8f66799f507Aa7874b1B0eBC7F85e2 Litecoin (LTC): LQW2TRyKYetVC8WjFkhpPhtpbDM4Vw7r9m Monero (XMR): 4ACL8AGrEo5hAir8A9CeVrW8pEauWvnp1WnSDZxW7tziCDLhZAGsgzhRQABDnFy8yuM9fWJDviJPHKRjV4FWt19CJZN9D4n

0:00 - Intro 0:20 - TruthfulQA benchmark shines new light on GPT-3 2:00 - LAION-400M image-text-pair dataset 4:10 - GoogleAI's EfficientNetV2 and CoAtNet 6:15 - Uber's H3: A hexagonal coordinate system 7:40 - AWS NeurIPS 2021 DeepRacer Challenge 8:15 - Helpful Libraries 9:20 - State of PyTorch in September 2021 10:05 - Physics-Based Deep Learning Book 10:35 - Music-conditioned 3D dance generation 11:40 - Stallman's take on legal issues with Codex 12:20 - Tensorflow DirectML on AMD GPUs 13:00 - Schmidhuber Blog: Turing Oversold
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