[ML News] ConvNeXt: Convolutions return | China regulates algorithms | Saliency cropping examined

Yannic Kilcher

description

#mlnews #convnext #mt3

Your update on what's new in the Machine Learning world!

OUTLINE: 0:00 - Intro 0:15 - ConvNeXt: Return of the Convolutions 2:50 - Investigating Saliency Cropping Algorithms 9:40 - YourTTS: SOTA zero-shot Text-to-Speech 10:40 - MT3: Multi-Track Music Transcription 11:35 - China regulates addictive algorithms 13:00 - A collection of Deep Learning interview questions & solutions 13:35 - Helpful Things 16:05 - AlphaZero explained blog post 16:45 - Ru-DOLPH: HyperModal Text-to-Image-to-Text model 17:45 - Google AI 2021 Review

References: ConvNeXt: Return of the Convolutions https://arxiv.org/abs/2201.03545 https://github.com/facebookresearch/ConvNeXt https://twitter.com/giffmana/status/1481054929573888005 https://twitter.com/wightmanr/status/1481150080765739009 https://twitter.com/tanmingxing/status/1481362887272636417

Investigating Saliency Cropping Algorithms https://openaccess.thecvf.com/content/WACV2022/papers/Birhane_Auditing_Saliency_Cropping_Algorithms_WACV_2022_paper.pdf https://vinayprabhu.github.io/Saliency_Image_Cropping/paper_html/main.html https://vinayprabhu.medium.com/on-the-twitter-cropping-controversy-critique-clarifications-and-comments-7ac66154f687 https://vinayprabhu.github.io/Saliency_Image_Cropping/

YourTTS: SOTA zero-shot Text-to-Speech https://github.com/coqui-ai/TTS?utm_source=pocket_mylist https://arxiv.org/abs/2112.02418?utm_source=pocket_mylist https://coqui.ai/?utm_source=pocket_mylist https://coqui.ai/blog/tts/yourtts-zero-shot-text-synthesis-low-resource-languages

MT3: Multi-Track Music Transcription https://arxiv.org/abs/2111.03017 https://github.com/magenta/mt3 https://huggingface.co/spaces/akhaliq/MT3 https://www.reddit.com/r/MachineLearning/comments/rtlx0r/r_mt3_multitask_multitrack_music_transcription/

China regulates addictive algorithms https://technode.com/2022/01/05/china-issues-new-rules-to-regulate-algorithms-targeting-addiction-monopolies-and-overspending/ https://qz.com/2109618/china-reveals-new-algorithm-rules-to-weaken-platforms-control-of-users/

A collection of Deep Learning interview questions & solutions https://arxiv.org/abs/2201.00650?utm_source=pocket_mylist https://arxiv.org/pdf/2201.00650.pdf

Helpful Things https://docs.deepchecks.com/en/stable/index.html https://github.com/deepchecks/deepchecks https://docs.deepchecks.com/en/stable/examples/guides/quickstart_in_5_minutes.html https://www.dagshub.com/ https://www.dagshub.com/docs/index.html https://www.dagshub.com/blog/launching-dagshub-2-0/ https://bayesiancomputationbook.com/welcome.html https://mlcontests.com/ https://github.com/Yard1/ray-skorch https://github.com/skorch-dev/skorch https://www.rumbledb.org/?utm_source=pocket_mylist https://github.com/DarshanDeshpande/jax-models https://github.com/s3prl/s3prl