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

#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

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