Essays about: "Network Symmetry"
Showing result 1 - 5 of 6 essays containing the words Network Symmetry.
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1. On Linear Mode Connectivity up to Permutation of Hidden Neurons in Neural Network : When does Weight Averaging work?
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Neural networks trained using gradient-based optimization methods exhibit a surprising phenomenon known as mode connectivity, where two independently trained network weights are not isolated low loss minima in the parameter space. Instead, they can be connected by simple curves along which the loss remains low. READ MORE
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2. More efficient training using equivariant neural networks
University essay from Uppsala universitet/Avdelningen Vi3Abstract : Convolutional neural networks are equivariant to translations; equivariance to other symmetries, however, is not defined and the class output may vary depending on the input's orientation. To mitigate this, the training data can be augmented at the cost of increased redundancy in the model. READ MORE
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3. Using Neural Networks to Probe the Parameter Space of a 3HDM with a U(1) times Z2 Flavor Symmetry
University essay from Lunds universitet/Teoretisk partikelfysik - Geonomgår omorganisationAbstract : Probing the physical regions in large parameter spaces of typical Standard Model (SM) extensions can be a very difficult computational task. In this thesis project, a new framework has been developed that utilises well-known Machine Learning (ML) techniques in the form of neural networks trained by a genetic algorithm. READ MORE
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4. Platform development of body area network for gait symmetry analysis using IMU and UWB technology
University essay from Mälardalens högskola/Akademin för innovation, design och teknikAbstract : Having a device with the capability of measure motions from gait produced by a human being, could be of most importance in medicine and sports. Physicians or researchers could measure and analyse key features of a person's gait for the purpose of rehabilitation or science, regarding neurological disabilities. READ MORE
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5. Body Area Network with Gait Symmetry Analyses
University essay from Mälardalens högskola/Akademin för innovation, design och teknikAbstract : Smart portable devices is increasing in popularity in many fields. In motion tracking many devices have been created in the last years as a help in motivation and observation for training. Most of them is for tracking distance moved, heart-rate and some more basic functions. For deeper analyses in motion tracking a more advanced system is needed. READ MORE
