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I am working on classification problem for Covid19, Pneumonia and healthy lung.
I have 3000 images for each class.
Can I apply vision transformers for this image classification instead of normal CNN?
Or is there any prerequisite for applying this? I am new to transformers.
I have tried all CNN and they have achieved 95% accuracy till now.
At small to medium datasets, ViTs don't give a performance that is comparable. On really big datasets, however, they have outperformed CNNs. More information here https://www.v7labs.com/blog/vision-transformer-guide
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Can anyone write simulated annealing algorithm code to optimize? It should be easy, simple and understandable.(for a fee, matlab or vba)
Can anyone write simulated annealing algorithm code to optimize? It should be easy, simple and understandable.(for a fee, matlab or vba)
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Closed 11 months ago.
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I'd like to buy a multi GPU motherboard but wanted to separate the workloads separately on each GPU using windows
I know you can select a GPU for high performance in Windows 10 but that's not separating tasks/workloads
I.e. one GPU can work using one program and another GPU using another program without sharing workloads
Is this possible?
This kind of explicit multi-GPU management is supported by DirectX 12.
https://devblogs.microsoft.com/directx/directx-12-multiadapter-lighting-up-dormant-silicon-and-making-it-work-for-you/
https://gpuopen.com/wp-content/uploads/2017/03/GDC2017-Explicit-DirectX-12-Multi-GPU-Rendering.pdf
https://developer.nvidia.com/explicit-multi-gpu-programming-directx-12
https://www.intel.com/content/www/us/en/developer/articles/technical/multi-adapter-support-in-directx-12.html
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Closed 6 months ago.
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I'm learning the formal language and the theory of computation,
and new in draw finite automata.
So I want to ask how to draw FA or NFA for:
b*(ab) * a*
The simplified automaton is this one:
Where 1 is the starting state and all states are accepting states. It needs to be completed with a "Trash" state where all missing transitions will go.
Here I just drew a simple understandable NFA To demonstrate the solution for the given question
Image 1
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Closed 7 years ago.
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I have read blogpost about TensorFlow is being open sourced.
In the tutorials and the examples on the TensorFlow website, I see that they are mostly classification problems. (e.g. given an image, classify the number written in it)
I am curious about it the software also suitable for solving problems in recommendation system?
For example, is it good for solving problems on collaborative filtering / content-based filtering?
Tensorflow is great for deep learning, or training large neural nets. Although, it can be used for several other mathematical applications such as PDEs, various classifiers, recommendation systems etc, there doesn't seem to have a lot of support for them as yet.
This reddit thread might be a good place to start for searching libraries which are centred around recommendation systems.
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I was wandering if (most common) motherboards provide hardware capabilities for measuring the exact power, expanded by the individual components - CPU, RAM, WiFi, etc.
As voltages are read and directly available e.g. in BIOS, I reckon that similar interface may be provided for the power consumption as well.
Searching Google for fedora18 power optimization pops up a nice guide. Inside, PowerTOP is recommended and it's use is described. The program "is a software utility designed to measure, explain and minimise a computer's electrical power consumption", and this is as close as it gets to answering my question. Voila.