Understanding the features of Keras
Advantages of Keras
Installation of dependencies
Installation of Theano
Installation of TensorFlow
Installation of Keras
Testing each Installation
Installation of Keras on Docker
Installation of Keras on Google Cloud ML
Installation of Keras on Amazon AWS
Installation of Keras on Microsoft Azure
Basic Architecture of Keras
Overview of predefined neural network layers
Overview of predefined activation functions
Understanding Losses Functions
Some Useful Operations
Deep Convolutional Neural Network
Understanding Deep Convolutional Neural Network (DCNN)
Simple Example of DCNN
Recognizing CIFAR-10 images with DL
Overview of GAN
Keras adversarial GANs for forging MNIST
Keras adversarial GANs for forging CIFAR
GloVe Exploring functionalities
Using pre-trained embeddings
Basics of SimpleRNN cells
Understanding RNN Topologies
Using Gated Recurrent Unit -GRU
Concept of Bidirectional RNNs
Vanishing and exploding gradients
Using Long Short Term Memory -LSTM
Understanding Stateful RNNs
Dealing with Keras Functional API
Understanding Regression Networks
Concept of Unsupervised Learning
Keras Customization scenario
Using Generative Models
27 Feb, 2021 - 03 Apr, 2021
28 Feb, 2021 - 30 Mar, 2021
03 Mar, 2021 - 18 Mar, 2021
06 Mar, 2021 - 10 Apr, 2021
07 Mar, 2021 - 06 Apr, 2021
10 Mar, 2021 - 25 Mar, 2021
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