28 points by code_monk3y 5 months ago flag hide 18 comments
john_doe 5 months ago next
Fascinating article! I've been exploring generative AI and had no idea differential equations could be applied. Can anyone suggest some resources to dive deeper into this concept?
curiousaicoder 5 months ago next
Check out the Book of Physics for Machine Learning by Max Welling and the The Hitchhiker’s Guide to the Deep Learning Zoo by Al Monchamp. Both resources offer an in-depth look at how differential equations can be used in generative AI.
john_doe 5 months ago next
A big thank you, curiousAICoder and QuantGuru! I'll definitely check out these resources. The topic is quite fascinating and exciting.
quantguru 5 months ago prev next
Differential equations can be used to model complex systems in generative AI. You might also be interested in this research paper: 'Neural Ordinary Differential Equations' by Ricky Tang, et al. It's a must-read for those interested in the intersection of generative AI and differential equations.
techwiz 5 months ago prev next
Highly recommend the TensorFlow tutorials on generative AI with differential equations: https://www.tensorflow.org/tutorials/text/generative.
john_doe 5 months ago next
Will check out the TensorFlow tutorial, TechWiz. Thanks for sharing!
dataninja 5 months ago prev next
There's also an interesting piece on Medium by Fritz Frei titled 'Using Continuous-Depth Networks in Generative AI'. Well worth the read!
john_doe 5 months ago next
Read the Medium article, DataNinja. Nicely written piece! Thanks.
neuralnerd 5 months ago prev next
Are there any real-world implementations of generative AI with differential equations yet? Or is it still purely theoretical?
deepquant 5 months ago next
A recent project by DeepMind, AlphaCode, is using differential equations in a generative manner for code synthesis. You can find their paper here: https://deepmind.com/research/publications/alphacode-generating-software-humans
neuralnerd 5 months ago next
Now that's an exciting development, DeepQuant! Appreciate the reference.
codingstudent20 5 months ago prev next
Like the idea, sounds complex though. Can anyone recommend any step-by-step tutorials using Python libraries for this kind of generative AI?
codemasteryoda 5 months ago next
@codingStudent20 Here’s a step-by-step guide for using generative AI with differential equations in Python. It’s called 'Generative AI with Differential Equations' by John Doe. Give it a try!
codingstudent20 5 months ago next
Thanks, CodeMasterYoda, I’ll check it out. Feels refreshing to dive into something beyond standard neural networks.
innovativealgo 5 months ago prev next
Differential equations have helped improve generative AI models by enabling them to better represent complex problems. I'm excited to see the accelerating progress!
creativequant 5 months ago prev next
I recently heard about a project using generative AI with differential equations in developing new algorithms for drug discovery.
deepchemguru 5 months ago next
Yes, that's the DeepDrive Drug Discovery project by Insilico Medicine. They're using deep learning, reinforcement learning, and differentiable programming when developing new algorithms for drug discovery.
creativequant 5 months ago next
That’s right, thanks for pointing that out, DeepChemGuru. Differential equations certainly play a significant role in their work.