Equivariance to translations implies the use of convolutions *if* we insist on using linear operators.
There are lots of non-linear operators that are equivariant.
COMPUTING
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Equivariance to translations beyond linear convolution operators
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Docker Container Errors Learning Opportunity Development
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I will learn so much if my docker containers start running without giving me errors.
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Turing Completeness and Computational Theory: Computer Science Foundations
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Yes, it's called the theory of computation, Turing completeness, and complexity theory.
In other words, the very foundation of computer science. -
Scalable Cloud Inference Architecture for Local Storage Systems
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storage is local + cloud inference for everything else. trying to figure out something scalable for that second part
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Swift LPC Algorithm Open Source Release for On-Device Speech
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We're releasing an open source Swift implementation of the LPC algorithm for on-device speech analysis. Uses Accelerate.framework and runs 2.75x faster than librosa on an M1 Pro! One of @hyperonline_
's first open source repos and a key part of our on-device pipeline for avatars: -
Creating HD Videos with SVD: Memory Optimization Techniques
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If you've got the memory, you can make HD videos with SVD, using larger images.
— fofr (@fofrAI) 26 novembre 2023
This example is 1408 × 768 (bigger than 720p) straight out of SVD – no upscaling (but I did add interpolation).
Set the number of frames to decode at a time to 1 (decoding_t) to avoid OOM
1/2 pic.twitter.com/aeRXmlok5QIf you've got the memory, you can make HD videos with SVD, using larger images. This example is 1408 × 768 (bigger than 720p) straight out of SVD – no upscaling (but I did add interpolation). Set the number of frames to decode at a time to 1 (decoding_t) to avoid OOM 1/2
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Databricks AI Predictive Optimization Enhances Data Performance
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Databricks Predictive Optimization helps you optimize your table data layouts with #AI for improved performance and cost-efficiency. Discover how it can free up your time to focus on getting business value from your data. Now in public preview https://
bit.ly/3sg8tGz -
Industry 4.0 Success Depends on Effective Data Management
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As organizations incorporate more and more #Industry40 technology & practices into their operations, the ability to effectively realize these concepts boils down to #data. Unlock the potential of your data. Read the article now! https://
ow.ly/ysbf50Q3yyc #sponsored #influxdata_iiot -
Heat Transfer Limitations in Advanced Computational Systems
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Terrible heat transfer. Dumping all your entropy into Earth's oceans as a negentropy sink doesn't last but it gets you a valuable early burst of computation before you start disassembling planets to enclose the Sun in solar panels, which Earth also doesn't survive.