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Title: GitHub - devildances/NaturalScenesImageClassification: Image classification is still one of the interesting challenges for many data science practitioners today. In this project, I created several models to classify scene images where the models development are done in 2 ways, building the model from scratch and using pre-trained models. The data obtained from Kaggle, where the data was initially published on https://datahack.analyticsvidhya.com by Intel to host a Image classification Challenge. · GitHub

Open Graph Title: GitHub - devildances/NaturalScenesImageClassification: Image classification is still one of the interesting challenges for many data science practitioners today. In this project, I created several models to classify scene images where the models development are done in 2 ways, building the model from scratch and using pre-trained models. The data obtained from Kaggle, where the data was initially published on https://datahack.analyticsvidhya.com by Intel to host a Image classification Challenge.

X Title: GitHub - devildances/NaturalScenesImageClassification: Image classification is still one of the interesting challenges for many data science practitioners today. In this project, I created several models to classify scene images where the models development are done in 2 ways, building the model from scratch and using pre-trained models. The data obtained from Kaggle, where the data was initially published on https://datahack.analyticsvidhya.com by Intel to host a Image classification Challenge.

Description: Image classification is still one of the interesting challenges for many data science practitioners today. In this project, I created several models to classify scene images where the models development are done in 2 ways, building the model from scratch and using pre-trained models. The data obtained from Kaggle, where the data was initially published on https://datahack.analyticsvidhya.com by Intel to host a Image classification Challenge. - devildances/NaturalScenesImageClassification

Open Graph Description: Image classification is still one of the interesting challenges for many data science practitioners today. In this project, I created several models to classify scene images where the models develo...

X Description: Image classification is still one of the interesting challenges for many data science practitioners today. In this project, I created several models to classify scene images where the models develo...

Opengraph URL: https://github.com/devildances/NaturalScenesImageClassification

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ScratchModel.ipynbhttps://github.com/devildances/NaturalScenesImageClassification/blob/main/ScratchModel.ipynb
imageaugmentation.pyhttps://github.com/devildances/NaturalScenesImageClassification/blob/main/imageaugmentation.py
imageaugmentation.pyhttps://github.com/devildances/NaturalScenesImageClassification/blob/main/imageaugmentation.py
librypre.pyhttps://github.com/devildances/NaturalScenesImageClassification/blob/main/librypre.py
librypre.pyhttps://github.com/devildances/NaturalScenesImageClassification/blob/main/librypre.py
librys.pyhttps://github.com/devildances/NaturalScenesImageClassification/blob/main/librys.py
librys.pyhttps://github.com/devildances/NaturalScenesImageClassification/blob/main/librys.py
READMEhttps://github.com/devildances/NaturalScenesImageClassification
https://github.com/devildances/NaturalScenesImageClassification#image-of-natural-scenes-classificationintel-image-classification-challengebuild-from-scratch-and-use-pre-trained-models
https://github.com/devildances/NaturalScenesImageClassification/blob/main/images/dataset.png
https://github.com/devildances/NaturalScenesImageClassification#short-explanation-about-convolutional-neural-network-cnn
1. CNN Architecturehttps://en.wikipedia.org/wiki/Convolutional_neural_network
https://github.com/devildances/NaturalScenesImageClassification#1-cnn-architecture
https://github.com/devildances/NaturalScenesImageClassification/blob/main/images/cnn_architecture.jpeg
https://github.com/devildances/NaturalScenesImageClassification#1-a-convolutional
https://github.com/devildances/NaturalScenesImageClassification#1-b-pooling
https://github.com/devildances/NaturalScenesImageClassification#1-c-fully-connected
https://github.com/devildances/NaturalScenesImageClassification#1-d-receptive-field
https://github.com/devildances/NaturalScenesImageClassification#1-e-weights
https://github.com/devildances/NaturalScenesImageClassification#transfer-learning-from-pre-trained-models
their chapter on transfer learninghttp://amzn.to/2fgeVro
https://github.com/devildances/NaturalScenesImageClassification#1-resnet50
https://camo.githubusercontent.com/5cb7b985a6108fe9b0317b746abcede177b6504abe8ef6e217c1f03db38cef31/68747470733a2f2f7777772e7265736561726368676174652e6e65742f7075626c69636174696f6e2f3333343736373039362f6669677572652f666967312f41533a37383633353634313434353538303840313536343439333338373738302f5468652d6172636869746563747572652d6f662d5265734e657435302d616e642d646565702d6c6561726e696e672d6d6f64656c2d666c6f7763686172742d612d622d4172636869746563747572652d6f662e70706d
https://github.com/devildances/NaturalScenesImageClassification#2-vgg16
https://camo.githubusercontent.com/79182a26898323cc6fb51bec55a8605bcddd399411019fd81f39bdc092343178/68747470733a2f2f6e6575726f686976652e696f2f77702d636f6e74656e742f75706c6f6164732f323031382f31312f76676731362d312d65313534323733313230373137372e706e67
ILSVRC-2014http://www.image-net.org/challenges/LSVRC/2014/results
https://github.com/devildances/NaturalScenesImageClassification#3-inceptionv3
https://camo.githubusercontent.com/d93725579fc7e7140a60faadaaf47ae93eda84b6/68747470733a2f2f7777772e50657465724d6f7373416d6c416c6c52657365617263682e636f6d2f6d656469612f696d616765732f7265706f7369746f726965732f434e4e2e6a7067
ILSVRChttp://www.image-net.org/challenges/LSVRC/
datahack.analyticsvidhya.com/contest/practice-problem-intel-scene-classification-challe/https://datahack.analyticsvidhya.com/contest/practice-problem-intel-scene-classification-challe/
data-science https://github.com/topics/data-science
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