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#HighlyCitedPaper Short-Term Occupancy Forecasting for a Smart Home Using Optimized Weight Updates Based on GA and PSO Algorithms for an LSTM Network 👉 brnw.ch/21wXEfP #DeepNeuralNetworks #LSTM #TimeSeriesPrediction #Optimisation #GA #PSO #mdpienergies #openaccess

energies_mdpi's tweet image. ✨ #HighlyCitedPaper Short-Term Occupancy Forecasting for a Smart Home Using Optimized Weight Updates Based on GA and PSO Algorithms for an LSTM Network

👉 brnw.ch/21wXEfP

#DeepNeuralNetworks #LSTM #TimeSeriesPrediction #Optimisation #GA #PSO

#mdpienergies #openaccess

#Steganalysis of Neural Networks Based on Symmetric Histogram Distribution ✏️ Xiong Tang, Zichi Wang and Xinpeng Zhang 🔗 brnw.ch/21wX932 Viewed: 2313; Cited: 4 #mdpisymmetry #deepneuralnetworks

Symmetry_MDPI's tweet image. #Steganalysis of Neural Networks Based on Symmetric Histogram Distribution
✏️ Xiong Tang, Zichi Wang and Xinpeng Zhang
🔗 brnw.ch/21wX932
Viewed: 2313; Cited: 4
#mdpisymmetry #deepneuralnetworks

🔔 New Published Papers of #MDPIfutureinternet Title: BIMW: Blockchain-Enabled Innocuous Model Watermarking for Secure Ownership Verification mdpi.com/1999-5903/17/1… Keywords: ownership verification; model watermarking; #deepneuralnetworks; #blockchain; #edgecomputing

FutureInternet6's tweet image. 🔔 New Published Papers of #MDPIfutureinternet 

Title: BIMW: Blockchain-Enabled Innocuous Model Watermarking for Secure Ownership Verification

mdpi.com/1999-5903/17/1…  

Keywords: ownership verification; model watermarking; #deepneuralnetworks; #blockchain; #edgecomputing

Attention mechanisms let networks focus on relevant inputs, ignoring distractions. Like selective human attention, AI learns what deserves focus and what can be ignored. Efficiency through intelligent selectivity. #DeepNeuralNetworks #AttentionMechanism #SelectiveFocus


Wide networks versus deep networks—breadth versus depth. Wider networks capture more features per layer, deeper networks build more abstract representations. Architecture determines the type of intelligence that emerges. #DeepNeuralNetworks #ArchitectureDesign #WidthVsDepth


ResNet's skip connections solve the degradation problem in very deep networks. Information highways allow gradients to flow unimpeded to early layers. Sometimes the best path forward is a shortcut. #DeepNeuralNetworks #ResNet #SkipConnections andrewroche.ai/deep-neural-ne…


Deep neural networks (DNNs) mimic how the human brain learns. These complex, layered systems power the most advanced AI—from self-driving cars to real-time language translation. #DeepNeuralNetworks #AI #DeepLearning andrewroche.ai/deep-neural-ne…


Deep neural networks prove that more isn't always better—it's about finding the sweet spot. Too shallow and they can't learn complex patterns. Too deep and they become unstable. Architecture is the art of intelligent design. #DeepNeuralNetworks #NetworkDepth #AIArchitecture


Vanishing gradients in deep networks are like whispers in a long telephone chain—by the time the message reaches the end, it's too faint to understand. Skip connections and advanced architectures solve this by creating shortcuts for information flow. #DeepNeuralNetworks


Activation functions in deep networks aren't just mathematical curiosities—they're the decision makers that determine how information flows. ReLU, sigmoid, and tanh each shape learning differently, influencing AI behavior and performance. #DeepNeuralNetworks #ActivationFunctions


The deeper the network, the more abstract the representations become. Early layers detect edges, middle layers recognize shapes, deep layers understand concepts. Intelligence emerges through layers of increasing abstraction. #DeepNeuralNetworks #AbstractRepresentation


(Open Access) Deep Neural Networks and Data for Automated Driving: freecomputerbooks.com/Deep-Neural-Ne… Look for "Read and Download Links" section to download. Follow me if you like. #NeuralNetworks #DeepNeuralNetworks #DeepLearning #DataScience #AutomatedDriving #LLMs #GenAI #GenerativeAI

ecomputerbooks's tweet image. (Open Access) Deep Neural Networks and Data for Automated Driving: freecomputerbooks.com/Deep-Neural-Ne…

Look for "Read and Download Links" section to download. Follow me if you like.
#NeuralNetworks #DeepNeuralNetworks #DeepLearning #DataScience #AutomatedDriving #LLMs #GenAI #GenerativeAI

🔥 Read our Highly Cited Paper 📚 A Multi-Scale #AttentionFusionNetwork for #RetinalVesselSegmentation 🔗 mdpi.com/2076-3417/14/7… 👨‍🔬 Shubin Wang, Yuanyuan Chen and Zhang Yi 🏫 @SCUCN #deepneuralnetworks #attentionmechanism

Applsci's tweet image. 🔥 Read our Highly Cited Paper
📚 A Multi-Scale #AttentionFusionNetwork for #RetinalVesselSegmentation
🔗 mdpi.com/2076-3417/14/7…
👨‍🔬 Shubin Wang, Yuanyuan Chen and Zhang Yi
🏫 @SCUCN
#deepneuralnetworks #attentionmechanism

The deeper the network, the more complex problems it can solve—but also the more data and computing power it needs. Finding the right balance between network depth and practical constraints is the art of deep learning engineering. #DeepNeuralNetworks #AIEngineering


Deep neural networks are digital brains with millions of connections, processing information through layers of artificial neurons. Each layer builds understanding, from simple patterns to complex concepts. Intelligence emerging from interconnection. #DeepNeuralNetworks


Design neural networks that solve your specific problems. Learn how to choose layer types, determine network depth, and implement regularization. From computer vision to time series prediction, build architectures optimized for your use case. 🎯 #DeepNeuralNetworks #AIDesign


Deep neural networks achieve what shallow networks cannot. By stacking layers, they learn abstract concepts from raw data. Understand why depth enables complex reasoning and how modern techniques make 1000-layer networks trainable. Depth equals capability! 🏗️ #DeepNeuralNetworks


Are you familiar with #Deepnets? Check this out and learn all about #BigML’s implementation of #DeepNeuralNetworks that offer two unique parameter optimization options: Automatic Network Search and Structure Suggestion. bigml.com/releases/summe… #NoCode #MachineLearning

bigmlcom's tweet image. Are you familiar with #Deepnets? Check this out and learn all about #BigML’s implementation of #DeepNeuralNetworks that offer two unique parameter optimization options: Automatic Network Search and Structure Suggestion. 

bigml.com/releases/summe… 

#NoCode #MachineLearning

Deep Neural Networks and Data for Automated Driving - freecomputerbooks.com/Deep-Neural-Ne… Computer vision and machine learning meet environment perception for highly automated driving. #ComputerVision #DeepNeuralNetworks #AutomatedDriving #deeplearning #MachineLearning #AI #ChatGPT

ecomputerbooks's tweet image. Deep Neural Networks and Data for Automated Driving - freecomputerbooks.com/Deep-Neural-Ne…
Computer vision and machine learning meet environment perception for highly automated driving.
#ComputerVision #DeepNeuralNetworks #AutomatedDriving #deeplearning #MachineLearning  #AI #ChatGPT

The Man Who came up with 𝐭𝐡𝐞 𝐮𝐧𝐢𝐯𝐞𝐫𝐬𝐚𝐥 𝐚𝐩𝐩𝐫𝐨𝐱𝐢𝐦𝐚𝐭𝐢𝐨𝐧 𝐭𝐡𝐞𝐨𝐫𝐞𝐦 for #deepneuralnetworks, George Cybenko, was also (semi-jokingly) accused of having set back #deeplearning by a decade or more! Why? Cybenko's story is the stuff of an entire chapter in…

anilananth's tweet image. The Man Who came up with 𝐭𝐡𝐞 𝐮𝐧𝐢𝐯𝐞𝐫𝐬𝐚𝐥 𝐚𝐩𝐩𝐫𝐨𝐱𝐢𝐦𝐚𝐭𝐢𝐨𝐧 𝐭𝐡𝐞𝐨𝐫𝐞𝐦 for #deepneuralnetworks, George Cybenko, was also (semi-jokingly) accused of having set back #deeplearning by a decade or more! Why? Cybenko's story is the stuff of an entire chapter in…

SpAD: Semantically localized (fine-grained) biclustering of Neuroimaging data Q: Can #DeepNeuralNetworks do the subgrouping better? Follow poster ID 1717 at #OHBM2023

abramunna's tweet image. SpAD: Semantically localized (fine-grained) biclustering of Neuroimaging data 
Q: Can #DeepNeuralNetworks do the subgrouping better? 
Follow poster ID 1717 at #OHBM2023

🔔 New Published Papers of #MDPIfutureinternet Title: BIMW: Blockchain-Enabled Innocuous Model Watermarking for Secure Ownership Verification mdpi.com/1999-5903/17/1… Keywords: ownership verification; model watermarking; #deepneuralnetworks; #blockchain; #edgecomputing

FutureInternet6's tweet image. 🔔 New Published Papers of #MDPIfutureinternet 

Title: BIMW: Blockchain-Enabled Innocuous Model Watermarking for Secure Ownership Verification

mdpi.com/1999-5903/17/1…  

Keywords: ownership verification; model watermarking; #deepneuralnetworks; #blockchain; #edgecomputing

The #MLJ work of mohit yehong @bryanklow proposes to prune #DeepNeuralNetworks during training (instead of at initialization) via Bayesian early pruning. @MLJ_Social

bryanklow's tweet image. The #MLJ work of mohit yehong @bryanklow proposes to prune #DeepNeuralNetworks during training (instead of at initialization) via Bayesian early pruning.

@MLJ_Social

"Pruning during training by network efficacy modeling" by Mohit Rajpal, Yehong Zhang & Bryan Kian Hsiang Low (rdcu.be/c7YUe)



We'll be welcoming Prof Radoslaw Cichy @CCNBerlin in a few weeks' time to visit us and to deliver a seminar! 'Deep neural networks as scientific models of #vision' 📅Friday 7 July 13:00-14:00 Find out more here: birmingham.ac.uk/chbhevents #deepneuralnetworks #chbhevents

TheCHBH's tweet image. We'll be welcoming Prof Radoslaw Cichy @CCNBerlin in a few weeks' time to visit us and to deliver a seminar!
'Deep neural networks as scientific models of #vision'
📅Friday 7 July 13:00-14:00
Find out more here: birmingham.ac.uk/chbhevents
#deepneuralnetworks #chbhevents

#latestpaper 📢Comparison of #DeepNeuralNetworks in the Classification of Bark Beetle-Induced Spruce Damage Using #UAS Images by Emma Turkulainen, Eija Honkavaara, Roope Näsi, Raquel A. Oliveira, Teemu Hakala et al 👉Read the full article: mdpi.com/2072-4292/15/2…

RemoteSens_MDPI's tweet image. #latestpaper
📢Comparison of #DeepNeuralNetworks in the Classification of Bark Beetle-Induced Spruce Damage Using #UAS Images by Emma Turkulainen, Eija Honkavaara, Roope Näsi, Raquel A. Oliveira, Teemu Hakala et al

👉Read the full article: mdpi.com/2072-4292/15/2…

#highlycitedpaper Deep Learning Techniques in the Classification of ECG Signals Using R-Peak Detection Based on the PTB-XL Dataset mdpi.com/1424-8220/21/2… @Pol_Bydgoska #ECG #DeepNeuralNetworks #DeepLearning

Sensors_MDPI's tweet image. #highlycitedpaper
Deep Learning Techniques in the Classification of ECG Signals Using R-Peak Detection Based on the PTB-XL Dataset
mdpi.com/1424-8220/21/2…
@Pol_Bydgoska 
#ECG #DeepNeuralNetworks #DeepLearning

Excited to share our accepted paper at #ICML2023! Our approach tackles catastrophic forgetting in #DeepNeuralNetworks using representation replay, by incorporating constructive noises inspired by the brain.1/3 #LifelongLearning #ArtificialIntelligence #ComputerVision #Transformer

ElaheArani's tweet image. Excited to share our accepted paper at #ICML2023!
Our approach tackles catastrophic forgetting in #DeepNeuralNetworks using representation replay, by incorporating constructive noises inspired by the brain.1/3
#LifelongLearning #ArtificialIntelligence #ComputerVision #Transformer

Via #OPG_BOEx: Classifying retinal diseases via pyramid vision graph convolutional network for optical coherence tomography images bit.ly/44iEJaZ #DeepNeuralNetworks #RetinalDiseases

OpticaPubsGroup's tweet image. Via #OPG_BOEx: Classifying retinal diseases via pyramid vision graph convolutional network for optical coherence tomography images bit.ly/44iEJaZ #DeepNeuralNetworks #RetinalDiseases

Discover the latest patent application #US20250053797A1 by #INTC! It details an apparatus with a processor to optimize #DeepNeuralNetworks, enhancing compute logic for faster computations. #ComputeOptimization #NeuralNetwork #PatentApplication

PatentPulse's tweet image. Discover the latest patent application #US20250053797A1 by #INTC! It details an apparatus with a processor to optimize #DeepNeuralNetworks, enhancing compute logic for faster computations. #ComputeOptimization #NeuralNetwork #PatentApplication
PatentPulse's tweet image. Discover the latest patent application #US20250053797A1 by #INTC! It details an apparatus with a processor to optimize #DeepNeuralNetworks, enhancing compute logic for faster computations. #ComputeOptimization #NeuralNetwork #PatentApplication
PatentPulse's tweet image. Discover the latest patent application #US20250053797A1 by #INTC! It details an apparatus with a processor to optimize #DeepNeuralNetworks, enhancing compute logic for faster computations. #ComputeOptimization #NeuralNetwork #PatentApplication

Recurrent Convolutional #DeepNeuralNetworks for Modeling Time-Resolved #Wildfire Spread Behavior by John Burge, @MatthewBonanni, R. Lily Hu & Matthias Ihme ➡ bitly.ws/RbYA @FxLabStanford @StanfordEng

FireTechnology's tweet image. Recurrent Convolutional #DeepNeuralNetworks for Modeling Time-Resolved #Wildfire Spread Behavior by John Burge, @MatthewBonanni,  R. Lily Hu & Matthias Ihme 
➡ bitly.ws/RbYA
@FxLabStanford @StanfordEng

On the way to University of Kassel for an invited-talk on "Efficient #multiscale modeling of #heterogeneous materials using #deepneuralnetworks". Thank you Detlef Kuhl & Andreas Ricoeur for the kind invitation, looking forward to fruitful discussions & future collaboration.

AldakheelFadi's tweet image. On the way to University of Kassel for an invited-talk on "Efficient #multiscale modeling of #heterogeneous materials using #deepneuralnetworks".

Thank you Detlef Kuhl & Andreas Ricoeur for the kind invitation, looking forward to fruitful discussions & future collaboration.

Demetri Psaltis, pioneer of Optical Deep Neural Networks, returns to this technology after twenty years spent waiting for the infrastructure to catch up... Harnessing Light: ecocloud.epfl.ch/2023/04/12/har… #deepneuralnetworks #opticalcomputing @EPFLEngineering

epflecocloud's tweet image. Demetri Psaltis, pioneer of Optical Deep Neural Networks, returns to this technology after twenty years spent waiting for the infrastructure to catch up...

Harnessing Light:
ecocloud.epfl.ch/2023/04/12/har…

#deepneuralnetworks #opticalcomputing @EPFLEngineering

#HighlyCitedPaper Short-Term Occupancy Forecasting for a Smart Home Using Optimized Weight Updates Based on GA and PSO Algorithms for an LSTM Network 👉 brnw.ch/21wXEfP #DeepNeuralNetworks #LSTM #TimeSeriesPrediction #Optimisation #GA #PSO #mdpienergies #openaccess

energies_mdpi's tweet image. ✨ #HighlyCitedPaper Short-Term Occupancy Forecasting for a Smart Home Using Optimized Weight Updates Based on GA and PSO Algorithms for an LSTM Network

👉 brnw.ch/21wXEfP

#DeepNeuralNetworks #LSTM #TimeSeriesPrediction #Optimisation #GA #PSO

#mdpienergies #openaccess

Light Model Transformer is a lightweight software tool that transforms a trained #TensorFlow model into C++ code & generated code is based on Intel Math Kernel #MKL Library for #DeepNeuralNetworks & intent to accelerate the inference performance bit.ly/3q29r7V #BERT

TechBytesAnish's tweet image. Light Model Transformer is a lightweight software tool that transforms a trained  #TensorFlow model into C++ code &  generated code is based on Intel Math Kernel #MKL Library for #DeepNeuralNetworks & intent to accelerate the inference performance
bit.ly/3q29r7V #BERT

#highlycitedpaper Missing-Sheds Granularity Estimation of Glass Insulators Using Deep Neural Networks Based on Optical Imaging mdpi.com/1424-8220/22/5… #deepneuralnetworks #OpticalImaging

Sensors_MDPI's tweet image. #highlycitedpaper 
Missing-Sheds Granularity Estimation of Glass Insulators Using Deep Neural Networks Based on Optical Imaging
mdpi.com/1424-8220/22/5…
#deepneuralnetworks #OpticalImaging

In a new #BSSA paper, scientists explore how they can improve ground motion models using #DeepNeuralNetworks. buff.ly/4cM3NdA

SeismoSocietyAm's tweet image. In a new #BSSA paper, scientists explore how they can improve ground motion models using #DeepNeuralNetworks.

buff.ly/4cM3NdA

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