4

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.

3

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.

7

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.

1
Vol 9 Soundtrack Released (open.spotify.com)
8

Has nice interactive examples and UMAP vs t-SNE

4
1
2
7

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.

5

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

6

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

13
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 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 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 8 points 1 year ago

CAPTCHA is re-enabled so email verification is optional

[-] ShadowAether@sh.itjust.works 8 points 1 year ago

Also beehaw doesn't appear on the community browser https://browse.feddit.de/

[-] ShadowAether@sh.itjust.works 7 points 1 year ago

That's disappointing, I would've hoped that if open signups were their main problem then they would have communicated that. Other instances have "closed signups" but are effectively only bot gateways.

[-] ShadowAether@sh.itjust.works 8 points 1 year ago

Tbh I think an instance not enforcing tagging content as nsfw is probably very strong grounds for blocking imo

[-] ShadowAether@sh.itjust.works 7 points 1 year ago

From what I've seen people saying it's because the users have a reputation for getting overly involved in other instances (skewing voting in news communities) which seems like a recipe for conflict. That kind of thing can have a big impact on a new/small instance, maybe if this was bigger with more mods then it wouldn't be such a problem. I think some separation of politically extreme communities might be required in general because they mix like oil and fire then spill everywhere.

More discussion: https://www.reddit.com/r/Lemmy/comments/142h1a5/choosing_an_instance_and_my_issues_with_lemmygrad/

[-] ShadowAether@sh.itjust.works 7 points 1 year ago

People certainly code as a hobby or have personal projects. But I wouldn't say reading a textbook is fun for me, if I want to make a personal app then I'll just learn what I need as I go.

[-] ShadowAether@sh.itjust.works 7 points 1 year ago

I don't know if that's really required, there will probably be a mix of specialized and general servers when things settle down which is probably fine. And after the feature for moving communities is done, then they could be grouped or redistributed.

Salamander did the same as you https://mander.xyz/u/Sal and is listed as a mod on nearly all the communities. But I don't really know if "pre-making" a bunch of communities is great for growth cuz when I started here, I found a bunch of machine learning ones but they all seemed dead. Like I've been posting stuff in the community I started just so there's something there and people can get a feel for what it's about.

[-] ShadowAether@sh.itjust.works 16 points 1 year ago

I thought the idea with lemmy was that the instances would tend to be grouped by topic/area so it makes sense that the people running a tech instance would also be involved in creating/running the tech communities on that instance. Some are more purpose-built than others tho.

[-] ShadowAether@sh.itjust.works 12 points 1 year ago

Hey those are the reasons I signed up. It's less canada-centric than lemmy.ca. Beeshaw and lemmy.ml are at high capacity rn, it's important to spread new users over multiple servers so welcome!

[-] ShadowAether@sh.itjust.works 22 points 1 year ago

Listed as the 3rd most popular article rn too

view more: next ›

ShadowAether

joined 1 year ago
MODERATOR OF