sample project

Deep Learning for Image Classification

Applies to DSS 4.1.x and above | March 06, 2018

The goal of the project is to classify images into two animals from the family Felidae: lions or tigers.
We have a list of images in a managed folder to classify.

First, we are going to classify these images using a pre-trained model. Then, we will retrain the model to try to improve our accuracy.

Explore this sample project

  • The Flow

    Start by looking at the flow. The inputs are a folder containing images to be classified, a folder containing a pre-trained deep learning model (see below), and a folder containing images to retrain the model. 

    Explore !
  • Downloading Pre-Trained Models

    The plugin includes a macro for downloading a pre-trained deep learning model. To add a pre-trained deep learning model to the flow, run the macro and look for the managed folder it creates in the flow. 

    Explore !
  • Classifying images

    The plugin includes a recipe for classifying images with a trained model. It takes as inputs a folder of images to classify and a model for classifying them. The output dataset, with some light preparation, contains the predictions. 

    Explore !
  • Retraining a Model

    The plugin includes a recipe for retraining a model. It takes as inputs the pre-trained model, a folder of images to do the retraining, and a dataset of labels for the images. The output dataset, with some light preparation, contains the predictions. 

    Explore !

Ready to enter Dataiku DSS ?

If you never used DSS, it might be worthy to familiarize yourself with DSS concepts in the first place.

Learn the concepts Enter DSS

This sample is already available in your DSS!

From your DSS home page, click on "Sample projects".

If your DSS server doesn't have Internet access, you can download this sample and import it manually (click on "Import project")

Don't have Dataiku DSS yet? Try for free now

From your DSS home page, click on "Sample projects".

If your DSS server doesn't have Internet access, you can download this sample and import it manually (click on "Import project")

Don't have Dataiku DSS yet? Try for free now

Your browser has a width smaller than 1000px

You can't access DSS using a mobile device, on desktop a browser width (Chrome or Firefox support only) of at least 1280px is recommended.

Only Chrome and Firefox are supported

Sorry you seem to use another browser not supported by DSS, please try again from Chrome or Firefox.