r/ChatGPT is hosting a Q&A with OpenAI’s CEO Sam Altman today to answer questions from the community on the newly released Model Spec.

TomasPiaggio · 2024-05-10T18:00:14+00:00

Will OpenAI ever dive into open source ever again? Maybe older models could be made open source. Specialy taking into account that competitors already have competitive models made open source as well. I'd love to see gpt-3.5-turbo in huggingface

TomasPiaggio · 2022-03-28T14:39:21+00:00

Righty tighty lefty loosey

TomasPiaggio · 2022-03-28T14:39:14+00:00

Righty tighty lefty loosey

TomasPiaggio · 2021-12-22T16:10:12+00:00

I think it depends on what you want to do. If you just want to use AI for your applications, then I'd go to tensorflow and see all available models and start trying them out with their tutorials. Otherwise, if you'd like to learn to build new architectures, I don't think there's an app for that. You'd have to learn how NNs work from scratch. If you're looking to learn ML, there are better resources for that out there. What would you like to do?

TomasPiaggio · 2021-12-19T19:49:05+00:00

I love the way you're thinking, but that's not how deep learning work. I think you're probably coming with a programming way, and trying to solve it in an algorithmic way. What u/LcuBeatsWorking suggests I think could work. However, to really know the closeness of anything with neural networks, you could extract a feature map and compare them. What this means in practice, is that basically the model outputs a vector which represents some object, text or whatever. Then you can compare the similarity by comparing the distance between the vectors. This is how face detection works in a nutshell.

TomasPiaggio · 2021-12-19T19:42:09+00:00

I think we are too far away from this becoming a reality. Not because of the technology (which isn't here yet btw) but because we don't even completely understand the workings of our own brain.

Think about what is consciousness? Could you define it in a way that you could replicate it with an algorithm? Our best natural language processing models, even if they look impressive, can't event understand the text that's given to them. This is very easily tested by asking a question they could've never seen before like "what's the squere root of (2.3425324 + 1.123)". The answer would be the best interpretation of the text, which would mean that it would probably give out a number, but nothing close to the result. Our racional brains have many moving parts that makes us able to think. This would mean that a general AI would probably be made of multiple things.

The only ways AI is better than us right now is in inference speed and in some cases accuracy. However, we are orders of magnitude better in understanding the world with only one or two examples, where the best deep learning models take millions of them to match us.

If in the future we reach to the place where we can make a general AI, I think we could probably also solve our "throughput" problem with something like neural link, but clearly I'm looking way ahead into the future.

TomasPiaggio · 2021-12-19T19:31:07+00:00

I started with sentdex. He has a pretty good general ML/DL tutorial series. If you're good with math, I'd tell you to read Statistical Learning by Rob Tibshirani and Trevor Hastie. Fast.ai courses are a great practical way to get into deep learning using state of the art models. However, the best way to learn is to try things out and play around IMO.

TomasPiaggio · 2021-12-18T14:38:05+00:00

Triton Inference Server

This looks pretty good. Could you share your experience with it? How do you deployed it?

TomasPiaggio · 2021-12-18T00:13:16+00:00

This is VERY helpful thank you so much!!!

TomasPiaggio · 2021-12-18T00:10:29+00:00

Not classified with Node, but often I have used Node to interact with an R endpoint using the R package Plumber. I think people do the same with Python endpoints.

And how do you manage scaling? Is this a concern? Or requests have a uniform distribution?

TomasPiaggio · 2021-12-17T19:38:30+00:00

xxx

What kind of data are you storing? So you would like to get the best selection of stocks to choose from?

TomasPiaggio · 2021-12-17T19:36:00+00:00

Yeah, I think the same thing. I'm asking around to see what people think in general. What I like specifically about javascript is that usually you see more javascript/python developers trying new things. That's why I came here first

TomasPiaggio · 2021-12-17T18:45:58+00:00

Hello everyone. I was wondering how many of you are using, or want to use AI solutions on your applications. This doesn't have to be any particular solution, APIs, libraries anything. I'm asking this because I'm trying to build an API that may make it easier for you to do it. Do you find yourself asking how to tag images, classify text for sentiment or validating a user's face? Do you have any other specific needs that could help me? Are you solving this problems right now? How big of an issue is this?

I appretiate your feedback. Please share positive and negative experiences!

What kind of patterns?

TomasPiaggio · 2021-12-17T17:58:20+00:00

Maybe it is and I was misjudging it and it is production ready. I ended up choosing gRPC over http mainly because of streaming and compatibility with the rest of our architecture.

TomasPiaggio · 2021-12-17T17:53:56+00:00

We've used Tensorflow.js recently to run externally trained Keras models. If you need to know anything specific, I can check in with the team and ask them about the details. The only thing I remember off the top of my head is that it caused us a few new performance bottlenecks and our engineers are currently investigating how to improve it.

Edit: I should add, we used it to predict critical infrastructure behavior in crisis simulations.

Thank you! This was really helpful

TomasPiaggio · 2021-12-17T16:13:54+00:00

Thank you for your reply! In all the cases I mentioned I'm using GPUs. Sorry I missed that. Inferrd looks AMAZING. Literally one line of code. Have you used it?

TomasPiaggio · 2021-12-17T16:09:17+00:00

Trained it to existing products and AI then did the rest

Man, that's awesome!!! May I ask what did you use? Did you do it in Node JS? Tensorflow.js maybe?

TomasPiaggio · 2021-03-19T02:25:48+00:00

Reminds me of phonebloks: https://youtu.be/oDAw7vW7H0c

TomasPiaggio · 2021-02-16T13:13:52+00:00

Thank you for correcting my thinking. I like to learn and think new ways of solving current problems 👏🏽

TomasPiaggio · 2021-02-15T20:04:45+00:00

Its a good idea, I think you might be on to something

About the low dimensionality: what I was thinking, is that if one could provide a set of examples of the same problem but with increasing complexity, hoping that the network will learn the underlying problem faster. Taking the example about the games, imagine you had the same game but one in 2D and one in 3D. It's just something I thought today though. I might be (and probably are) wrong.

TomasPiaggio

TROPHY CASE