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Deep Learning Foundations to Stable Diffusion

course.fast.ai

41–50 of 121 posts

Re: Deep Learning Foundations to Stable Diffusion

#41

I just finished this! My thoughts: I recommend it. I feel I can now read an arbitrary paper, frown a lot, and eventually understand what it's talking about - to the point where I can implement my own buggy version. And hey, I built my own stable diffusion!! I found the previous version of this course[1] to be a good complement: it's older (predates SD) but I feel it explains core concepts slightly better. Very unders…

Do you recommend doing fastai and karpathy simultaneously or one at a time?

Re: Deep Learning Foundations to Stable Diffusion

#42
post #4

Hi folks. Nice to see our new free (and ad-free) course here on HN! This course is for folks that are already comfortable training neural nets and understand the basic ideas of SGD, cross-entropy, embeddings, etc. It will help you both understand these foundations more deeply, since you'll be creating everything from scratch (i.e. from only Python and its standard library), and to understand modern generative modelin…

How long does it take to go through the course? I know the on-demand are self paced, but are we talking “expect 1 lecture a week full time”?

Based on the last time we did a part 2 course, time spent varied a lot. Some folks could do it in 10 hours study (plus watch time) per lesson, and some took a whole year off to do the two parts of the course (including doing significant projects).

Re: Deep Learning Foundations to Stable Diffusion

#43
post #30
post #10

This is cool, but I have a fundamental question. Why learn machine learning when all the machines will learn how to create and control themselves and powerful elites will offload the burden of governments to control us? Or we race ourselves to fulfill the last jobs on earth? Is this progress for humanity or enslavement and the end of our species? I am serious. This question is honest. Maybe my IQ is too low to unders…

I don't get why your question is getting unvoted. This is a serious question. For engineers and "normal people" as well : why bother learning ?

It's going to be very useful to know how all this stuff works so you can apply it or even just understand it, it's strengths and weaknesses. The is still a lot of stuff to happen and be done before any of it near enough useful and safe and reliable to be just let loose, if anything will be more and more need for "humans in the loop" as we maybe delegate some stuff to be a bit more ML assisted or even semi autonomous.

The original question is a bit "why bother with anything?" so a little hard to answer I think the way it was phrased.

Re: Deep Learning Foundations to Stable Diffusion

#44
post #4

Hi folks. Nice to see our new free (and ad-free) course here on HN! This course is for folks that are already comfortable training neural nets and understand the basic ideas of SGD, cross-entropy, embeddings, etc. It will help you both understand these foundations more deeply, since you'll be creating everything from scratch (i.e. from only Python and its standard library), and to understand modern generative modelin…

Maybe odd question, but: would you recommend taking this course if my goal is to build (and sell) products leveraging ML? (e.g. SaaS)

As in, with the pace of improvements from other AI startups and general availability of their APIs (e.g. GPT-4), is there a specific advantage (aside from maybe cost) to learning to build my own models? Or is the course more suitable for people wanting to become ML engineers (or similar) and to find a job as such? Thanks in advance

Re: Deep Learning Foundations to Stable Diffusion

#45
post #30
post #10

This is cool, but I have a fundamental question. Why learn machine learning when all the machines will learn how to create and control themselves and powerful elites will offload the burden of governments to control us? Or we race ourselves to fulfill the last jobs on earth? Is this progress for humanity or enslavement and the end of our species? I am serious. This question is honest. Maybe my IQ is too low to unders…

I don't get why your question is getting unvoted. This is a serious question. For engineers and "normal people" as well : why bother learning ?

[deleted]

Re: Deep Learning Foundations to Stable Diffusion

#46

Earlier quoted context omitted.

Is there any chance that the transcripts can be published on the website? I'd love to be able to search through them. love the course btw!

This would be ideal. I much prefer seeing everything in text form, in the same place, without having to jump out to YouTube. I can read many times faster than listen, and more easily skim back if I realise I don't understand something.

The full transcripts are available here in plain text form:

https://github.com/fastai/course22p2/tree/master/summaries

Re: Deep Learning Foundations to Stable Diffusion

#50
post #10

This is cool, but I have a fundamental question. Why learn machine learning when all the machines will learn how to create and control themselves and powerful elites will offload the burden of governments to control us? Or we race ourselves to fulfill the last jobs on earth? Is this progress for humanity or enslavement and the end of our species? I am serious. This question is honest. Maybe my IQ is too low to unders…

> Or we race ourselves to fulfill the last jobs on earth?

I find the gitlab employees (developers) being excited over copilot to be almost the definition of insane

short term gain, but in the long term it destroys demand for their own product

developers that don't need to be employed don't need a subscription to github

automating your own company/business out of existence

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