Image Classification with Code

Image Classification with Code

Learn how to build image classification models with Keras in Dataiku

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About this course

Deep learning models are powerful tools for image classification. In Dataiku you can build a convolutional neural network model for image classification.

However, such models can be difficult and expensive to create from scratch, especially if you don’t have a large number of images for training the model. Dataiku provides a plugin that supplies a number of pre-trained deep learning models that you can use to classify images. You can also retrain a model to specialize it on a particular set of images, a process known as transfer learning.

This course walks through how to build a convolutional network for image classification, using Keras code in Dataiku’s Visual Machine Learning.

We’ll then walk through how to perform transfer learning retrain a model on a particular set of images.

Curriculum

  • Deep Learning for Images
  • Recognizing Handwritten Digits
  • Transfer Learning
  • Wrap Up: Deep Learning for Images
  • Tell Us What You Think: Image Classification with Code

About this course

Deep learning models are powerful tools for image classification. In Dataiku you can build a convolutional neural network model for image classification.

However, such models can be difficult and expensive to create from scratch, especially if you don’t have a large number of images for training the model. Dataiku provides a plugin that supplies a number of pre-trained deep learning models that you can use to classify images. You can also retrain a model to specialize it on a particular set of images, a process known as transfer learning.

This course walks through how to build a convolutional network for image classification, using Keras code in Dataiku’s Visual Machine Learning.

We’ll then walk through how to perform transfer learning retrain a model on a particular set of images.

Curriculum

  • Deep Learning for Images
  • Recognizing Handwritten Digits
  • Transfer Learning
  • Wrap Up: Deep Learning for Images
  • Tell Us What You Think: Image Classification with Code