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Kernel methods give a systematic and principled approach to training learning machines and the good generalization performance achieved can be readily justified using statistical learning theory or Bayesian arguments. We describe how to use kernel methods for classification, regression and novelty detection and in each case we find that training can be reduced to optimization of a convex cost function.

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If you've ever asked yourself: "How do I choose the covariance function for a Gaussian process?" this is the page for you. Here you'll find concrete advice on how to choose a covariance function for your problem, or better yet, make your own.

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This tutorial aims to provide an intuitive understanding of the Gaussian processes regression. Gaussian processes regression (GPR) models have been widely used in machine learning applications because of their representation flexibility and inherent uncertainty measures over predictions.

[-] ShadowAether@sh.itjust.works 3 points 1 year ago

Did you check if your city will take them? Sometimes you need to go a specific dropoff site but usually they have instructions for household hazardous material

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Vol 9 Soundtrack Released (open.spotify.com)
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Has nice interactive examples and UMAP vs t-SNE

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[-] ShadowAether@sh.itjust.works 6 points 1 year ago* (last edited 1 year ago)

3D printers and laser cutters are significantly cheaper now. Also those and CNC machines, people can use them for business like you send them the file and they ship you the item. Laser cutters people use for custom engraving, they just buy a bunch of blank keychains, coasters, etc off alibaba and make them on demand. You can find tons of these stores on etsy (people will just steal the models for popular characters and print them out on demand for a profit), here's a more expensive one. Or like my family, print out warhammer 40k models instead of buying them because it's literally cheaper.

Also these they might not have bought them new, like our university will rarely get rid of equipment to free up storage and because it's so specialized and so few people know how to get access, you can get a really good price. We had two rooms of printers that we had to get rid of because students kept breaking them and it was too much of a pain to keep them running. We also bought new milling equipment to upgrade the shop and got rid of the old stuff which was working fine.

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Broadly speaking, Machine Learning refers to the automated identification of patterns in data. As such it has been a fertile ground for new statistical and algorithmic developments. The purpose of this course is to provide a mathematically rigorous introduction to these developments with emphasis on methods and their analysis.

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Includes lectures, lecture notes and assignments.

Lectures for Deep Learning: https://www.youtube.com/playlist?list=PLMsTLcO6etti_SObSLvk9ZNvoS_0yia57

Lectures for Reinforcement Learning: https://www.youtube.com/playlist?list=PLMsTLcO6ettgmyLVrcPvFLYi2Rs-R4JOE

[-] ShadowAether@sh.itjust.works 7 points 1 year ago* (last edited 1 year ago)

That's not unusual, imo high refresh rates on phones are a bit of a marketing tactic bc they don't really have the computation power to support it when it counts (no one really cares if a static GUI is shown at 120 Hz but it is a waste of battery, you want it for gaming, videos, etc)

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A good set of best practices for deployment that isn't language-specific

[-] ShadowAether@sh.itjust.works 3 points 1 year ago

No dash maybe? OtterMod? OtterModBot?

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submitted 1 year ago* (last edited 1 year ago) by ShadowAether@sh.itjust.works to c/learnmachinelearning@sh.itjust.works

Coding nowadays is a big part of ML and while it's important that the model works well, it's also important that the code is written properly too.

Link is the general python version, ML-specific version here: https://github.com/davified/clean-code-ml

Video version: https://bit.ly/2yGDyqT

[-] ShadowAether@sh.itjust.works 2 points 1 year ago* (last edited 1 year ago)

They say they'll do it but if they get a enough users without it then I think they might scrape that feature. I can't imagine it integrates well with their existing code

[-] ShadowAether@sh.itjust.works 23 points 1 year ago* (last edited 1 year ago)

Not really a new thing for them, they've been trying to milk r/place since the first one. The last time they let it run too long as well, it needed to be like a 1 or 2 day max thing not a week

[-] ShadowAether@sh.itjust.works 5 points 1 year ago

It's not a required ingredient for sunscreen to work, it's just to make it more water resistant (it stays on your skin longer) so those chemicals are typically used in sunscreen that's marked for water/sports applications. You can buy PFAS free sunscreen too

[-] ShadowAether@sh.itjust.works 11 points 1 year ago* (last edited 1 year ago)

Largely by avoiding waterproof or water resistant skincare products such as sunscreen and makeup. Also avoid using nonstick cookware.

[-] ShadowAether@sh.itjust.works 3 points 1 year ago

I have about 3-4 TB (maybe 5 if some old drives still work)

[-] ShadowAether@sh.itjust.works 5 points 1 year ago

That is an ad, they just posted it instead of paying LinkedIn

[-] ShadowAether@sh.itjust.works 2 points 1 year ago

The thing that's missing here most is the niche communities (I'm talking about like the ended 10 years ago tv shows and people are still posting about them). On the other hand, I noticed while most countries have 1 or 2 communities, my country already has at least 7 for specific locations and people still want to make more so it feels very much like home already

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ShadowAether

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