[ML News] Uber: Deep Learning for ETA | MuZero Video Compression | Block-NeRF | EfficientNet-X

#mlnews #muzero #nerf

Your regularly irregular updates on everything new in the ML world!

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OUTLINE:

0:00 - Intro

0:15 - Sponsor: Weights & Biases

2:15 - Uber switches from XGBoost to Deep Learning for ETA prediction

5:45 - MuZero advances video compression

10:10 - Learned Soft Prompts can steer large language models

12:45 - Block-NeRF captures entire city blocks

14:15 - Neural Architecture Search considers underlying hardware

16:50 - Mega-Blog on Self-Organizing Agents

18:40 - Know Your Data (for Tensorflow Datasets)

20:30 - Helpful Things

Sponsor: Weights & Biases

https://wandb.me/yannic

References:

https://docs.wandb.ai/guides/integrat...

https://colab.research.google.com/git...

https://wandb.ai/borisd13/GPT-3/repor...

Uber switches from XGBoost to Deep Learning for ETA prediction

https://eng.uber.com/deepeta-how-uber...

MuZero advances video compression

https://deepmind.com/blog/article/MuZ...

https://storage.googleapis.com/deepmi...

Learned Soft Prompts can steer large language models

https://ai.googleblog.com/2022/02/gui...

https://aclanthology.org/2021.emnlp-m...

Block-NeRF captures entire city blocks

https://arxiv.org/abs/2202.05263

https://arxiv.org/pdf/2202.05263.pdf

https://waymo.com/intl/zh-cn/research...

Neural Architecture Search considers underlying hardware

https://ai.googleblog.com/2022/02/unl...

https://openaccess.thecvf.com/content...

Mega-Blog on Self-Organizing Agents

https://developmentalsystems.org/sens...

https://flowers.inria.fr/

Know Your Data (for Tensorflow Datasets)

https://knowyourdata-tfds.withgoogle....

https://knowyourdata.withgoogle.com/

Helpful Things

https://twitter.com/casualganpapers/s...

https://www.reddit.com/r/MachineLearn...

https://arxiv.org/abs/2202.02435

https://github.com/vicariousinc/PGMax

https://www.vicarious.com/posts/pgmax...

https://diambra.ai/tournaments

https://github.com/diambra/diambraArena

https://www.youtube.com/watch?v=dw72P...

https://gitlab.com/deepcypher/python-...

https://python-fhez.readthedocs.io/en...

https://joss.theoj.org/papers/10.2110...

https://github.com/PyTorchLightning/m...

https://torchmetrics.readthedocs.io/e...

https://twitter.com/alanyttian/status...

https://github.com/google/evojax

https://arxiv.org/abs/2202.05008

https://www.reddit.com/r/MachineLearn...

https://www.gymlibrary.ml/pages/api/#...

Links:

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