Deep Learning (from basics) [Free Online Course] - TechCracked

Deep Learning with Python/ Keras

This course includes:

• 7 hours on-demand video
• Full lifetime access
• Access on mobile and TV
• Certificate of completion

What you'll learn

• The students will be able to understand what is Deep Learning. How to create various model and solve the problems hands-on using Keras.
• As part of various hands-on activities, students will learn how to apply Deep Learning to real world problems

Description

Following topics are covered as part of the course

Explore building blocks of neural networks
Data representation, Tensor, Back propagation

Keras

• Dataset, Applying Keras to cases studies, over fitting / under fitting

Artificial Neural Networks (ANN)

• Activation functions
• Loss functions
• Gradient Descent
• Optimizer

Image Processing

• Convnets (CNN), hands-on with CNN

Text and Sequences

• Text data, Language Processing
• Recurrent Neural Network (RNN)
• LSTM
• Bidirectional RNN

• Gradients and Back Propagation - Mathematics

Also See : Deep Learning A-Z™: Hands-On Artificial Neural Networks

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