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DevNation Workshop: Object detection with Red Hat OpenShift Data Science [Mar 16, 2022]

DevNation Workshop: Object detection with Red Hat OpenShift Data Science [Mar 16, 2022]

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In this workshop, you’ll learn an easy way to incorporate data science and AI/ML into an OpenShift development workflow. As an example, you’ll use an object detection model to detect ‘dog(s)’ in an image.

You will:

Use Jupyter Notebooks and TensorFlow to explore a pre-trained object detection model
Serve the model in a REST API as a Flask App
Use Source-to-Image (S2I) to build and deploy the Flask app
Explore Kafka streams from Notebooks
Deploy a Kafka consumer with the same object detection model

You’ll be able to do all of this without having to install anything on your own computer, thanks to Red Hat OpenShift Data Science and Red Hat OpenShift Streams for Apache Kafka.

Note:  Beginner data handling and Python skills are required for this workshop.

In this workshop, you’ll learn an easy way to incorporate data science and AI/ML into an OpenShift development workflow. As an example, you’ll use an object detection model to detect ‘dog(s)’ in an image.

You will:

Use Jupyter Notebooks and TensorFlow to explore a pre-trained object detection model
Serve the model in a REST API as a Flask App
Use Source-to-Image (S2I) to build and deploy the Flask app
Explore Kafka streams from Notebooks
Deploy a Kafka consumer with the same object detection model

You’ll be able to do all of this without having to install anything on your own computer, thanks to Red Hat OpenShift Data Science and Red Hat OpenShift Streams for Apache Kafka.

Note:  Beginner data handling and Python skills are required for this workshop.

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DevNation Workshop: Object detection with Red Hat OpenShift Data Science [Mar 16, 2022]

  1. 1. A Workshop Object Detection on OpenShift Prasanth Anbalagan Senior Principal Software Engineer Max Murakami Specialist Solution Architect
  2. 2. 2 developers.redhat.com/register
  3. 3. Object Detection 3
  4. 4. Gather and prepare data Integrate models in app dev Model monitoring and management Develop model 4 Red Hat OpenShift Data Science RHODS Core OpenShift-native services Red Hat managed cloud services Open hybrid cloud platform with self service capabilities Accelerators Cloud infrastructure Red Hat OpenShift Service on Amazon Web Services Red Hat managed cloud platform * *post initial release ISV managed cloud services Customer managed ISV software
  5. 5. red.ht/rhods-sandbox 5
  6. 6. 6 console.redhat.com/application-services/streams
  7. 7. Deploying an intelligent application data scientist ML model S2I public cloud on premise user https://red.ht/rhods-od-workshop
  8. 8. 8 Deploy object detection app Explore Kafka integration Explore object detection REST service Object Detection on OpenShift Explore object detection model in Jupyter Lab Deploy real-time object detection app
  9. 9. redhat-scholars.github.io/rhods-od-workshop/od-workshop

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