Introduction to Neural Networks and Deep Learning-Syllabus
Syllabus
Introduction to Neural Networks and Deep Learning-Welcome
Welcome
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Introduction to Neural Networks and Deep Learning-Introduction to Deep Learning
Introduction to Deep Learning
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Introduction to Neural Networks and Deep Learning-Neural Networks - Making Predictions
Neurons and Neural Networks
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Artificial Neural Networks
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Artificial Neural Networks-Training a Neural Network
Gradient Descent
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Backpropagation
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Vanishing Gradient
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Activation Functions
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Keras and Deep Learning Libraries-Deep Learning Libraries
Deep Learning Libraries
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Keras and Deep Learning Libraries-Regression with Keras
Regression Models with Keras
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Keras and Deep Learning Libraries-Classification with Keras
Classification Models with Keras
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Deep Learning Models-Shallow Versus Deep Neural Networks
Shallow Versus Deep Neural Networks
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Deep Learning Models-Supervised Learning Models
Convolutional Neural Networks
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Recurrent Neural Networks
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Deep Learning Models-Unsupervised Learning Models
Autoencoders
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Course Project-Summary
Summary
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