Online Course on Deep Learning and Computer Vision OpenCV, SSD and GANs | Digital Image Processing

Course Duration:

20 to 25 Days based on students interaction during the live session

1 hour daily using online gotomeeting

Course Fee: 2000 INR

Prerequisites:

Nothing, we start from the very basic.

Artificial Neural Networks

  • What is Deep Learning?
  • The Neuron
  • The Activation Function
  • How do Neural Networks work?
  • How do Neural Networks learn?
  • Gradient Descent
  • Stochastic Gradient Descent
  • Backpropagation

Convolutional Neural Networks

  • What are convolutional neural networks?
  • Convolution Operation
  • ReLU Layer
  • Pooling
  • Flattening
  • Full Connection
  • Summary
  • Softmax & Cross-Entropy

Face Detection with OpenCV

  • Viola-Jones Algorithm
  • Haar-like Features
  • Integral Image
  • Training Classifiers
  • Adaptive Boosting (Adaboost)
  • Cascading
  • Face Detection Intuition
  • Face Detection with OpenCV

Object Detection using SSD

  • How SSD is different
  • The Multi-Box Concept
  • Predicting Object Positions
  • Object Detection Intuition
  • Object Detection with SSD

Image Creation using Generative Adversarial Networks (GANs)

  • The Idea Behind GANs
  • How Do GANs Work?
  • Applications of GANs
  • Generative Adversarial Networks (GANs) Intuition
  • Image Creation with GANs

Please feel free to contact us by filling the below contact form.

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