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TensorFlow Image Classification Tutorial: ResNet50 vs. MobileNet
Published at
7/28/2023
Categories
python
tensorflow
neuralnetwork
computervision
Author
feitgemel
Author
9 person written this
feitgemel
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This is an image Classification tutorial using Python, TensorFlow, and Keras with Convolutional Neural Networks (CNNs).
In this video, we'll learn how to use pre-trained models to classify images based on Resnet50 and Mobilenet.
- Introduction to image classification and CNNs.
- Using TensorFlow and Keras for building the classification process.
- Loading pre-trained models from the Keras application library (such as ResNet50 and MobileNet).
- Explaining how to prepare a fresh image for classification, including resizing it to the model's shape and converting it to a batch of images using the Numpy expand_dims function.
- Running the prediction process on the pre-trained models (ResNet50 and MobileNet) for the given image.
- Comparing and analyzing the quality of predictions between the two models.
If you are interested in learning modern Computer Vision course with deep dive with TensorFlow , Keras and Pytorch , you can find it here : http://bit.ly/3HeDy1V
Perfect course for every computer vision enthusiastic
A recommended book , https://amzn.to/44GnlLW - "Make Your Own Neural Network - An In-depth Visual Introduction For Beginners "
The link for the video : https://youtu.be/40_NC2Ahs_8
I also shared the Python code in the video description .
Enjoy
Eran
Python #TensorFlow #Deeplearning #convolutionalneuralnetwork #mobilenet #Resnet50
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