Climate change prediction in Saudi Arabia using a CNN GRU LSTM hybrid deep learning model in al Qassim region https://www.byteseu.com/997621/ #Climate #ClimateChange #ClimateChangePrediction #ClimateSciences #CNNGRULSTM #ConvolutionalNeuralNetwork #EnvironmentalSciences #GlobalWarming #HumanitiesAndSocialSciences #HybridModel #LongShortTermMemory #MathematicsAndComputing #multidisciplinary #Science

Classification Of Urban Morphology With Deep Learning - Application On Urban Vitality
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https://doi.org/10.1016/j.compenvurbsys.2021.101706 <-- shared paper
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https://github.com/ualsg/Road-Network-Classification <-- shared GitHub repository
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#GIS #spatial #mapping #bigdata #city #cities #spatialanalysis #spatiotemporal #urban #analysis #model #modeling #urbanmorphology #deeplearning #machinelearning #AI #classifaction #network #streets #routing #network #connections #morphology #density #proportion #type #mixture #convolutionalneuralnetwork #CNN #regressionmodel #OpenStreetMap #groups #subgroups #vitality #indicators

Presentación tesis Teledetección-Machine Learning 02-2024 - 2025_02_07 13_45 CST - Recording

https://makertube.net/videos/watch/289c7549-8f6e-40f3-9045-9b97c7aba5b7

Going Digital: Teaching a TI-84 Handwriting Recognition https://hackaday.com/2024/12/24/going-digital-teaching-a-ti-84-handwriting-recognition/ #convolutionalneuralnetwork #ArtificialIntelligence #graphicscalculator #texasinstruments #MachineLearning #handheldshacks #neuralnetwork #handwriting #TI-84PlusCE #calculator #mnist #ti-84 #News

Going Digital: Teaching a TI-84 Handwriting Recognition - You wouldn’t typically associate graphing calculators with artificial intelligence... - https://hackaday.com/2024/12/24/going-digital-teaching-a-ti-84-handwriting-recognition/ #convolutionalneuralnetwork #artificialintelligence #graphicscalculator #texasinstruments #machinelearning #handheldshacks #neuralnetwork #handwriting #ti-84plusce #calculator #mnist #ti-84 #news

Training a Self-Driving Kart https://hackaday.com/2024/12/21/__trashed-11/ #convolutionalneuralnetwork #MachineLearning #machinelearning #self-driving #trainingdata #autonomous #crazykart #training #go-kart

Training a Self-Driving Kart - There are certain tasks that humans perform every day that are notoriously difficu... - https://hackaday.com/2024/12/21/__trashed-11/ #convolutionalneuralnetwork #machinelearning #self-driving #trainingdata #autonomous #crazykart #training #go-kart

Multi-Stage Semantic Segmentation Quantifies Fragmentation of Small Habitats at a Landscape Scale
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https://bsky.app/profile/david-alexander.bsky.social/post/3lapamlpwks25 <-- shared #BlueSky post
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https://doi.org/10.3390/rs15225277 <-- shared paper
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H/T David Alexander (@david-alexander.bsky.social‬)
“AI predictions of #LandCover in the #PeakDistrict #NationalPark [UK]…”
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#GIS #spatial #mapping #remotesensing #semanticsegmentation #convolutionalneuralnetwork #landcoverprediction #habitatfragmentation #landcover #AI #CNN #conservation #planning #management #habitats #machinelearning #PDNP #PeakDistrict #NationalPark #NP #UK #Britain #England #spatialanalysis #model #modeling

I remembered playing with DeepDream computer vision program that uses CNN (Convolutional Neural Network) almost 10 years ago. How fun it was to be able to run it locally on one my machines despite being very slow. Luckily I was able to find an already trained model, because training it locally was not feasible for me.

While we're (needfully) obsessing over AI in the world of direct human affairs, there's an explosion of productive exploitation of deep learning in the natural (often anthropogenically-influenced) world.

And these applications need to survive more than an elevator pitch.

Side-product, perennially surfaced during weekly climate research trawl:

https://www.sciencedirect.com/science/article/pii/S0034425723003930

#DeepLearning
#TreeMortality
#WildFire
#ConvolutionalNeuralNetwork

Google’s Augmented Reality Microscope Might Help Diagnose Cancer https://hackaday.com/2023/10/01/googles-augmented-reality-microscope-might-help-diagnose-cancer/ #convolutionalneuralnetwork #augmentedreality #MedicalHacks

Google’s Augmented Reality Microscope Might Help Diagnose Cancer - Despite recent advances in diagnosing cancer, many cases are still diagnosed using... - https://hackaday.com/2023/10/01/googles-augmented-reality-microscope-might-help-diagnose-cancer/ #convolutionalneuralnetwork #augmentedreality #medicalhacks

https://phys.org/news/2023-09-ai-algorithm-microscopic-nematicity-moir.html

"…typically composed of stacks of #graphene layers with a relative twist…attracted immense attention from the #condensedmatter community…due to their high tunability and…make these systems a perfect playground for testing theories from #stronglycorrelatedphenomena…but directly obtaining these details from experimental data is often an ill-defined inverse problem…we trained a #convolutionalneuralnetwork…to recognize features of #nematicity from the data…"

Teaching a Mini-Tesla to Steer Itself https://hackaday.com/2023/09/02/teaching-a-mini-tesla-to-steer-itself/ #convolutionalneuralnetwork #TransportationHacks #MachineLearning #behaviorcloning #machinelearning #steeringangle #self-driving #autonomous #servo #tesla

Teaching a Mini-Tesla to Steer Itself - At the risk of stating the obvious, even when you’ve got unlimited resources and a... - https://hackaday.com/2023/09/02/teaching-a-mini-tesla-to-steer-itself/ #convolutionalneuralnetwork #transportationhacks #machinelearning #behaviorcloning #steeringangle #self-driving #autonomous #servo #tesla

In https://www.youtube.com/watch?v=7RyDhIrwOHM a new interview with the student who in May won a big prize for #ExoScout, an #exoplanet detection system comprising a new phase folding algorithm with a #GraphicsProcessingUnit and a #ConvolutionalNeuralNetwork - CNN; https://en.wikipedia.org/wiki/Convolutional_neural_network - detector that already found three unknown ultra-short-period (USP) planets in #Kepler data: see https://projectboard.world/isef/project/phys056-ultra-short-period-planets-discovered-by-exoscout for many details and more in https://www.snexplores.org/article/2023-regeneron-isef-winners-exoplanets-mpox-insect-pests-suicide-prevention and https://www.societyforscience.org/press-release/high-schoolers-win-nearly-9-million-at-regeneron-isef-2023/ and https://www.youtube.com/watch?v=68LqXLRD-WU

Area Estimation of Mango and Coconut Crops using Machine Learning in Hesaraghatta Hobli of Bengaluru Urban District, Karnataka [India]
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https://doi.org/10.58825/jog.2023.17.1.75 <-- shared paper
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#GIS #spatial #mapping #spatialanalysis #Mango #Coconut #Areaestimation #Machinelearning #ConvolutionalNeuralNetwork #CNN #RandomForest #RF #agricultural #agriculture #farming #estimates #Karnataka #India #acreage #production #horticulture #commodities #export #remotesensing #satellite #GoogleEarthEngine #GEE #Copernicus #Sentinel2 #algorithms #learning #google #ml

What Is a #ConvolutionalNeuralNetwork (CNN) and How Does It Work?

#AI #ML

https://buff.ly/3VxBAO4 #mst

#Introdiction : I'm a mathematician moving towards data science topics, based in Chile. Some interests:
#geometry #datageometry #discretegeometry #materialscience
#hyperbolicneuralnetwork
#GraphNeuralNetwork #GNNs
#topology #TDA #metricspaces
#equivariantneuralnetwork #enns #convolutionalneuralnetwork #networkscience
#computationalchemistry #dft #pinns
#optimaltransport
#learningTheory #generalization
#expressivity
#marinescience #biodiversity #oceanscience
#phylogenetics

Want to share a milestone on a #ml #project I’ve been working on for a while on the side. I’m working on a #computervision application for #chess to detect the game state from a photo.
I used #transferlearning to fine tune a #convolutionalneuralnetwork with a new head for #regression to predict the four corners of the board.
I found synthetic datasets online (~6k images) and labeled ~1k real photos. I trained the model with a mix of random augmentations and projections with small errors.