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

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3 years ago
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mlnews muzero nerf

#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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