If you work in a job where you're frequently asked to apply your code using different cloud environments (AWS, Azure, Google, local machines, etc, etc), then it's good to dev/test code locally and have a mix of Windows and Mac on your team. If your tests pass on both Mac and Windows, then they'll probably also pass on just about any Linux based environment in a cloud service. Dev local, train on cloud with minimal debugging because you pay by the hour.

"Buzzword" is not the right term for this term lol

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It's meaningful and... not just fashionable. Whether you think it's easily benchmarked is a different story.

I would use instance segmentation, it will feed the network more information and increase the chance if success. The output is also easier to interpret to guide data selection in the next iteration. The annotation process is more labour intensive, but using good tools/annotation platform go a long way to speed things up. Once your model is good enough, it is mostly a matter of correcting small mistakes.

IDK for me the models always work out of the box. Not doing anything fancy though, just three liners: image to text, text to embedding...

Oh god…

”I wasn’t that great with math, but I know +,-,*/, can I become a professionell data scientist like yesterday?”

I’m studying a Bachelor in ML/DS and had a pretty solid background joining the program. In 1 year, we’ve had maybe 50% drop offs because “Too much math bro”…

Do you agree with the lack of influence or do you see many models where it does not apply, that give you a great deal of tweaking abilities?

If the latter, name them, so we can discuss that.

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any idea how they format the search results, because out of all of them that would seem to be the most tricky. No idea if the google summery text preview contains the answer or enough context to get the answer. If it needs to actually go to the website the tool has no knowledge of how the website will be formatted or length of the site. (potential context window issues)

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Ok what’s your point? How do you propose to fix this?

The thread just say those external tool can be a source if memory so that it will be turing complete. How this compare to embed the memory tape into the architecture itself?

I am doing my very first machine learning project and am hoping to follow the word intrusion and topic intrusion human judgement/validation tasks outlines by Chang, et al 2009 <- https://proceedings.neurips.cc/paper/2009/file/f92586a25bb3145facd64ab20fd

can someone please break down these equations for me/ provide hypothetical numbers to plug in? thank you so much:

Just stop fighting it. Add whatever keywords you don't want to see to your block list. You see a stupid question, low quality, etc, block user.

Grounded vision understanding for qa relating to spatial concepts

I agree. It also helps with deploying an API for you model. Also systemMD is useful to keep things running is the server gets reset for whatever reason.

Running Linux on your desktop/laptop makes it significantly easier to run projects on the cloud. Namely, you will be familiar with all dependencies needed to run your project and how to install them online. Moreover, you will not need to make many, if any changes, to your scripts to get them to work.

I'm having trouble understanding a lot of explanations of different neural networks online because I can't wrap my head around any of the diagrams. Any good resources that do a good job linking the diagrams to the mathematical equations because I am completely lost

Yes, you can expect leetcode-esque questions in an MLE job interview, in addition to questions about ML foundations and possibly system design questions that are geared more toward the MLE role.

That's a fair enough point, I can see where you're coming from on that. Although my perspective is perhaps as the models become increasingly large, to the point of being almost entirely a "black box" from a dev perspective, maybe something resembling sentience could emerge spontaneously as a function of some type of self-referential or evaluative model within the primary. It would obviously be a more limited form of sentience (not human-level) but perhaps.

There are no stupid questions. There are only stupid answers.

Yup. That's pretty much it lol

Uh cause the programmers literally added that in. It’s a obvious question. So no of course not.

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Regarding terms, who knows. It's still a great idea

This is something most cloud services use to lock you in to their services and discourage migrations to another vendor.