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

Learn to create Deep Learning Algorithms in Python from two Machine Learning & Data Science experts. Templates included.

Instructor:

Kirill Eremenko

125,524 students enrolled

English [Auto-generated] More

Understand the intuition behind Artificial Neural Networks

Apply Artificial Neural Networks in practice

Understand the intuition behind Convolutional Neural Networks

Apply Convolutional Neural Networks in practice

Understand the intuition behind Recurrent Neural Networks

Apply Recurrent Neural Networks in practice

Understand the intuition behind Self-Organizing Maps

Apply Self-Organizing Maps in practice

Understand the intuition behind Boltzmann Machines

Apply Boltzmann Machines in practice

Understand the intuition behind AutoEncoders

Apply AutoEncoders in practice

--------------------- Part 1 - Artificial Neural Networks ---------------------

ANN Intuition

6

Welcome to Part 1 - Artificial Neural Networks

Text lesson

Building an ANN

Homework Challenge - Should we say goodbye to that customer ?

Evaluating, Improving and Tuning the ANN

Homework Challenge - Put me one step down on the podium

-------------------- Part 2 - Convolutional Neural Networks --------------------

34

Homework Instruction

Text lesson

CNN Intuition

35

Welcome to Part 2 - Convolutional Neural Networks

Text lesson

Building a CNN

Homework - What's that pet ?

Evaluating, Improving and Tuning the CNN

---------------------- Part 3 - Recurrent Neural Networks ----------------------

RNN Intuition

63

Welcome to Part 3 - Recurrent Neural Networks

Text lesson

Building a RNN

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