Deep Learning(Keras: CompVision, openCV, Sequences, FuncAPI)

Deep Learning(Keras: CompVision, openCV, Sequences, FuncAPI)

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Deep Learning with Python/ Keras Deep Learning(Keras: CompVision, openCV, Sequences, FuncAPI). Deep Learning with Python/ Keras. Rating: 4.3 out of 54.3 ...

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

Requirements

• Python language

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

• Gradient Descent
• Mathematics

Image Processing  / CV - Advanced

• Image Data Generator
• Image Data Generator - Data Augmentation
• Pre-trained network

Functional API

• Intro to Functional API
• Multi Input Multi Output Model

The videos are concepts and hands-on implementation of topics

Who this course is for:

• Beginner Python developers, Data Science students, Students who have some exposure to Machine Learning