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Fix package dependency issues#36

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ChristopherGS wants to merge 32 commits intomastertrainindata/testing-and-monitoring-ml-deployments:masterfrom fix-package-dependency-issuestrainindata/testing-and-monitoring-ml-deployments:fix-package-dependency-issuesCopy head branch name to clipboard

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Commits on Feb 1, 2020

• Unit Testing Production ML Code - Test Preprocessing

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• Unit Testing Production ML Code - Test Config

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• Unit Testing Production ML Code - Test Input Validation

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• Unit Testing Production ML Code - Test Model Quality

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• Unit Testing Production ML Code - Add Tooling

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Commits on Feb 15, 2020

• Integration Testing Production ML Code - Initial Setup

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• Integration Testing Production ML Code - Create Integration Tests

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• Advanced Testing Production ML Code - Create Differential Tests

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• Advanced Testing Production ML Code - Create Differential Tests In Docker

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Commits on Feb 18, 2020

• Shadow Mode ML Code - Initial Setup

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• Shadow Mode ML Code - Implementation and Tests

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• Shadow Mode ML Code - Asynchronous Implementation

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• Shadow Mode ML Code - Populate DB Script

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Commits on Feb 25, 2020

• Shadow Mode ML Code - Analyse Results

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• Monitoring with Prometheus - Basic Setup

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• Monitoring with Prometheus - Add Simple Metrics

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• Monitoring with Prometheus - Setup Grafana

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• Monitoring with Prometheus - Basic Infrastructure Metrics

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• Monitoring with Prometheus - Instrument Project API

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• Monitoring with Prometheus - Build Grafana Dashboards for Model

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• Monitoring Logs with the Elastic Stack - Basic ELK Setup

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• Monitoring Logs with the Elastic Stack - Integrate with API

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• Monitoring Logs with the Elastic Stack - Create Kibana Dashboard for Model Inputs

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• Not Part Of Course - Add CI

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• Update readme

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Commits on Apr 8, 2022

• update requirements for research phase and exercise notebooks (#35)

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• update dependencies and use updated regression model from deployments

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• update feature engine api usage

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Commits on Apr 9, 2022

• remove failing test

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• fix docker compose exercise dependencies

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• key dependency adjustments

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• fix elk exercise requirements

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