Deep learning(AI) Training

Ducat provides Best training in Delhi ncr on Deep Learning doing which you will be able to work on that wonderful arm of Artificial Intelligence. You will get to learn artificial neural networks and also about supervised and unsupervised learning. Python is a very important technology in machine learning which is also covered.

Image: Convolutional Neural Networks

  • What is computer vision?
  • Why Convolutions (CNN)?
  • Introduction to CNN
  • Train a simple convolutional neural net
  • Explore the design space for convolutional nets
  • Pooling layer motivation in CNN
  • Design a convolutional layer application
  • Understanding and visualizing a CNN
  • Transfer learning and fine-tuning CNN

Detection & Recognition

  • Padding & Edge Detection
  • Strided Convolutions
  • Networks in Networks and 1x1 Convolutions
  • Inception Network Motivation
  • Data Augmentation
  • Object Localization
  • Landmark Detection
  • Object Detection
  • Bounding Box Predictions
  • YOLO Algorithm
  • What is face recognition?
  • One Shot Learning
  • Siamese Network
  • Triplet Loss
  • Face Verification and Binary Classification
  • What is neural style transfer?
  • What are deep ConvNets learning?

Recurrent Neural Networks

  • Why use sequence models?
  • Recurrent Neural Network Model
  • Notation
  • Back-propagation through time (BTT)
  • Different types of RNNs
  • Language model and sequence generation
  • Sampling novel sequences
  • Vanishing gradients with RNNs
  • Gated Recurrent Unit (GRU)
  • Long Short Term Memory (LSTM)
  • Bidirectional RNN
  • Deep RNNs

Models of Recurrent Neural Networks

  • Sequence models & Attention mechanism
  • Basic Models
  • Picking the most likely sentence
  • Beam Search
  • Refinements to Beam Search
  • Error analysis in beam search
  • Attention Model Intuition
  • Attention Model
  • Speech recognition
  • Trigger Word Detection
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