Deep Learning - Convolutional Neural Networks with TensorFlow - Some Pre-Trained Models (VGG, ResNet, Inception, MobileN

Deep Learning - Convolutional Neural Networks with TensorFlow - Some Pre-Trained Models (VGG, ResNet, Inception, MobileN

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Interactive Video

Information Technology (IT), Architecture, Social Studies

University

Hard

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The video tutorial covers various pre-trained models used in transfer learning, including VGG, Resnet, Inception, and Mobile Net. It explains the architecture and variations of each model, highlighting their unique features and use cases. The tutorial also emphasizes the importance of data preprocessing and provides guidance on using Tensorflow and Keras functions to handle input data formats.

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3 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

How does the Inception network differ from Resnet in its architecture?

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

Discuss the trade-offs involved in using MobileNet for transfer learning.

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

What are the preprocessing requirements for using pre-trained CNNs like VGG, Resnet, and Inception?

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