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

#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

AlphaZero explained blog post
https://joshvarty.github.io/AlphaZero/?utm_source=pocket_mylist

Ru-DOLPH: HyperModal Text-to-Image-to-Text model
https://github.com/sberbank-ai/ru-dolph
https://colab.research.google.com/drive/1gmTDA13u709OXiAeXWGm7sPixRhEJCga?usp=sharing

Google AI 2021 Review
https://ai.googleblog.com/2022/01/google-research-themes-from-2021-and.html

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Видео [ML News] ConvNeXt: Convolutions return | China regulates algorithms | Saliency cropping examined канала Yannic Kilcher