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Pattern Recognition with Deep Learning

( Duration: 3 Days )

The Pattern Recognition with Deep Learning training course focuses on two common pattern recognition problems - image and text recognition. This course starts by introducing the basic concepts and coding on Convolutional Neural Network (CNN) for image recognition. Next, it covers how to diagnose and overcome overfitting issues related to image recognition training on small datasets. Next, it introduces functional API which is used in the subsequent topic of transfer learning to overcome overfitting issues. Finally, we will cover text classification using Recurrent Neural Network (RNN) and word embedding.

By attending Pattern Recognition with Deep Learning workshop, delegates will learn to:

  • Understand and code CNN models for image recognition
  • Diagnose overfitting issues in image recognition and propose methods to overcome the issues.
  • Perform functional API coding based on a selected model.
  • Implement transfer learning to fine tune the image recognition models.
  • Understand code RNN models and word embedding for text recognition

  • Data Scientists
  • Data Analysts
  • AI Practitioners



Image Recognition with CNN

  • Introduction to Convolutional Neural Network (CNN)
  • Convolution & Pooling
  • Build a CNN Model for Image Recognition

Overfitting for Small Datasets

  • Overfitting and Underfitting
  • Methods to Solve Overfitting
  • Small Dataset Overfitting Issue
  • Data Augmentation & Dropout

Functional Keras API

  • What is Functional API
  • Create Sequential Model with Functional API
  • Create Non-Sequential Models with Functional API

Transfer Learning for Small Datasets

  • Introduction to Transfer Learning
  • Pre-trained Models
  • Transfer Learning on Small Dataset

Text Classification with RNN

  • Introduction to Recurrent Neural Network (RNN)
  • Types of RNN Architectures
  • LSTM and GRU
  • Word Embedding
  • Build a RNN Model for Text Classification

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 6,000 various courses on a variety of subjects
  • All courses are delivered by Industry Veterans
  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

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Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.