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Production ML Deprecated

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Chris Fregly edited this page Jul 4, 2016 · 1 revision

Deprecated

  • Start the finagle-based recommendation service
$MYAPPS_HOME/serving/finagle/start-finagle-recommendation-service.sh
  • Verify predictions at the following /predict/<userId>/<itemId> endpoint which uses the Dynomite/Redis backend
http://<ip>:5080/prediction/12663/7

Flask-based (Python) Recommendation Service

$MYAPPS_HOME/serving/flask/start-flask-recommendation-service.sh
  • Verify predictions at the following /predict/<userId>/<itemId> endpoint which uses the Dynomite/Redis backend
http://<ip>:5090/predict/12663/7

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0. Architecture Overview

Environment Setup

1. Setup Cloud Environment

2. Environment README

3. Start Docker Environment

Demos

4. Demo Code Layout

5. Explore Services

6. Serve Batch Recommendations

7. Realtime Recommendations

8. Streaming Probabilistic Algos

9. TensorFlow Image Classifier

10. AWS GPU TensorFlow Docker

11. Monitoring Metrics

Active Research (Unstable)

12. More TensorFlow Examples

13. Spark ML Code Generation

14. Spark ML PMML Support

15. Kubernetes Docker Spark ML

Managing Environment

15. Stop and Start Environment

16. Save and Restore Environment

17. Troubleshooting Guide

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