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

2 years ago
5

#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/C...
https://twitter.com/giffmana/status/1...
https://twitter.com/wightmanr/status/...
https://twitter.com/tanmingxing/statu...

Investigating Saliency Cropping Algorithms
https://openaccess.thecvf.com/content...
https://vinayprabhu.github.io/Salienc...
https://vinayprabhu.medium.com/on-the...
https://vinayprabhu.github.io/Salienc...

YourTTS: SOTA zero-shot Text-to-Speech
https://github.com/coqui-ai/TTS?utm_s...
https://arxiv.org/abs/2112.02418?utm_...
https://coqui.ai/?utm_source=pocket_m...
https://coqui.ai/blog/tts/yourtts-zer...

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

China regulates addictive algorithms
https://technode.com/2022/01/05/china...
https://qz.com/2109618/china-reveals-...

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

Helpful Things
https://docs.deepchecks.com/en/stable...
https://github.com/deepchecks/deepchecks
https://docs.deepchecks.com/en/stable...
https://www.dagshub.com/
https://www.dagshub.com/docs/index.html
https://www.dagshub.com/blog/launchin...
https://bayesiancomputationbook.com/w...
https://mlcontests.com/
https://github.com/Yard1/ray-skorch
https://github.com/skorch-dev/skorch
https://www.rumbledb.org/?utm_source=...
https://github.com/DarshanDeshpande/j...
https://github.com/s3prl/s3prl

AlphaZero explained blog post
https://joshvarty.github.io/AlphaZero...

Ru-DOLPH: HyperModal Text-to-Image-to-Text model
https://github.com/sberbank-ai/ru-dolph
https://colab.research.google.com/dri...

Google AI 2021 Review
https://ai.googleblog.com/2022/01/goo...

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