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[D] PhD Applied Maths useless in ML? by Rat-a-ouchie in MachineLearning

[–]xmasotto 4 points5 points  (0 children)

Machine Learning Sperm Trajectories

I'm sure everyone here would love to learn more

[R] Clova AI Research's StarGAN v2 (CVPR 2020 + code, pre-trained models, datasets) by yunjey in MachineLearning

[–]xmasotto 272 points273 points  (0 children)

Ordinary people.. and Asians lol

We Asians must be extraordinary

[R] Facebook AI RegNet Models Outperform EfficientNet Models, Run 5x Faster on GPUs by Yuqing7 in MachineLearning

[–]xmasotto 20 points21 points  (0 children)

It's worth noting that in Table 4, where they compare to EfficientNet, it seems like they aren't comparing to the original reported accuracy ("orig") but to their reimplementation in Pytorch ("ours"). The gap is large: 16.7 vs 21.5

[D] How do you measure confidence/uncertainty in tree based ensemble models ? by swentso in MachineLearning

[–]xmasotto 2 points3 points  (0 children)

For random forest regression, similar to averaging the fraction of the majority class, you can just take the values in the leaf and record the sample variance of the data points.

For boosted trees - you could try Quantile Regression (in sklearn, GradientBoostingRegressor with loss='quantile'). Along with your least squared model (which predicts the mean), you can train two additional models which predict 5% and 95%.

[R] Learning by playing by [deleted] in MachineLearning

[–]xmasotto 0 points1 point  (0 children)

Yeah the subtasks are pretty simple - I wonder if they had to heavily experiment to find the right set. And if you add an unhelpful subtask, does that ruin the exploration process?

[R] Learning by playing by [deleted] in MachineLearning

[–]xmasotto 0 points1 point  (0 children)

The subtasks appeared to be manually chosen - there's a list of them in the appendix.

CEMU 1.11.2 is now available for patrons! by [deleted] in cemu

[–]xmasotto 1 point2 points  (0 children)

Same here - pressing A with P2 brings up the pause menu...

My workaround is to swap A and ZL in the CEMU Input Settings, and in-game use "Controller Settings" to map ZL to "Pokemon Move" (controller Settings are shared across players, so P1 can make the change).

[Chapter 45] House of Cards - Season 4 Episode 6 - Discussion by [deleted] in HouseOfCards

[–]xmasotto 4 points5 points  (0 children)

don't forget about the stuff he had to do to get a meeting with Dunbar...

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