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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(KerasCompVisionopenCVSequencesFuncAPI). 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

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