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Deep Learning:Basics to Advanced (CV/IP, Sequences, FuncAPI)

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.

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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