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001 Bonus Lecture - There is more.html
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001 Course Conclusion.mp4
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001 Course Conclusion_en.vtt
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001 Course Curriculum Overview.mp4
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001 Course Curriculum Overview_en.vtt
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001 Deploying a Model to Production.mp4
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001 Deploying a Model to Production_en.vtt
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001 Monitoring Logs for ML - Theory.mp4
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001 Monitoring Logs for ML - Theory_en.vtt
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001 Section Overview.mp4
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002 API Conceptual Guide.mp4
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002 API Conceptual Guide_en.vtt
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002 Code Conventions.mp4
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002 Code Conventions_en.vtt
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002 Congratulations.html
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002 Course Requirements.mp4
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002 Course Requirements_en.vtt
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002 Course Scenario Predicting House Sale Price.mp4
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002 Course Scenario Predicting House Sale Price_en.vtt
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002 Differential Testing Theory.mp4
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002 Differential Testing Theory_en.vtt
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002 Quick Docker Recap.mp4
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002 Quick Docker Recap_en.vtt
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002 Shadow Mode Theory.mp4
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002 Shadow Mode Theory_en.vtt
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002 Testing Focus in This Course.mp4
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002 Testing Focus in This Course_en.vtt
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002 The Elastic Stack (Formerly ELK) - Overview.mp4
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002 The Elastic Stack (Formerly ELK) - Overview_en.vtt
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002 Why Monitor.mp4
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002 Why Monitor_en.vtt
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003 Differential Testing Implementation.mp4
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003 Differential Testing Implementation_en.vtt
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003 How to Approach This Course (Important).mp4
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003 How to Approach This Course (Important)_en.vtt
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003 Kibana Hands-on Exercise.mp4
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003 Kibana Hands-on Exercise_en.vtt
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003 Monitoring Theory.mp4
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003 Monitoring Theory_en.vtt
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003 Overview of the Codebase.mp4
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003 Overview of the Codebase_en.vtt
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003 Pytest.mp4
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003 Pytest_en.vtt
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003 Setup A Python Installation (Important).mp4
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003 Setup A Python Installation (Important)_en.vtt
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003 Testing Models in Production.mp4
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003 Testing Models in Production_en.vtt
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003 Why Test.mp4
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003 Why Test_en.vtt
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003 Why Use Docker.mp4
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003 Why Use Docker_en.vtt
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004 All Notes & Slides For This Course.html
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004 Complete-Course-Notes.pdf
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004 Integrating Kibana into The Example Project.mp4
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004 Integrating Kibana into The Example Project_en.vtt
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004 Introduction to Docker Compose.mp4
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004 Introduction to Docker Compose_en.vtt
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004 Metrics for Machine Learning Systems.mp4
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004 Metrics for Machine Learning Systems_en.vtt
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004 Setup - Kaggle Data.mp4
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004 Setup - Kaggle Data_en.vtt
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004 Setup B Git and Github Setup (Advanced users can skip).mp4
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004 Setup B Git and Github Setup (Advanced users can skip)_en.vtt
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004 Testing Theory.mp4
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004 Testing Theory_en.vtt
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004 Tests in Shadow Deployments.mp4
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004 Tests in Shadow Deployments_en.vtt
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004 Using our Open API Spec Part 1.mp4
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004 Using our Open API Spec Part 1_en.vtt
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004 all-course-slides.pdf
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005 Code Overview - DB Setup.mp4
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005 Code Overview - DB Setup_en.vtt
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005 Course Github Repo & Data.mp4
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005 Course Github Repo & Data_en.vtt
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005 Docker & Docker Compose Installation.mp4
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005 Docker & Docker Compose Installation_en.vtt
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005 Download the data set - Text Summary.html
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005 FAQ I would like to learn more about the topics not covered.html
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005 Prometheus & Grafana Overview.mp4
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005 Prometheus & Grafana Overview_en.vtt
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005 Setting Up a Kibana Dashboard for Model Inputs.mp4
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005 Setting Up a Kibana Dashboard for Model Inputs_en.vtt
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005 Testing Machine Learning Systems (Important).mp4
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005 Testing Machine Learning Systems (Important)_en.vtt
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005 WINDOWS SPECIFIC SETUP.html
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006 Download dataset and Github repo links and guidelines.html
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006 Setup 2 - Tox.mp4
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006 Setup 2 - Tox_en.vtt
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006 Setup A Install Requirements.html
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006 Using our Open API Spec Part 2.mp4
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006 WINDOWS port mapping.html
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006 Windows Specific Docker Issue.mp4
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006 Windows Specific Docker Issue_en.vtt
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006 [WINDOWS ONLY] Additional Setup.mp4
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006 [WINDOWS ONLY] Additional Setup_en.vtt
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007 Basic Prometheus Setup - Hands-on.mp4
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007 Basic Prometheus Setup - Hands-on_en.vtt
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007 Gotcha breaking changes in sqlalchemy_utils.html
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007 Important Requirements Fix.html
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007 Integration Testing Theory.mp4
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007 Integration Testing Theory_en.vtt
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007 Setup C Jupyter Notebook Setup.mp4
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007 Setup C Jupyter Notebook Setup_en.vtt
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007 Troubleshooting Tox on Windows.mp4
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007 Troubleshooting Tox on Windows_en.vtt
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007 Wrap Up.mp4
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007 Wrap Up_en.vtt
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008 Adding Metrics - Hands-on.mp4
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008 Adding Metrics - Hands-on_en.vtt
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008 Docker Space Consumption Tips.html
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008 Setup D Install Notebook Dependencies.mp4
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008 Setup Tests for Shadow Mode.mp4
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008 Setup Tests for Shadow Mode_en.vtt
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008 Troubleshooting Tox on Windows II.html
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008 WORK AROUND LECTURE - 32 bit Operating Systems.html
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009 Adding Grafana - Hands-on.mp4
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009 Adding Grafana - Hands-on_en.vtt
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009 Code Base Overview.mp4
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009 Integration Testing Hands-On Code.mp4
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009 Introduction to the Dataset & Model Pipeline.mp4
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009 Shadow Mode - Asynchronous Implementation.mp4
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010 A note on benchmark integration tests.mp4
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010 A note on benchmark integration tests_en.vtt
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010 Infrastructure Metrics - Hands-on.mp4
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010 Infrastructure Metrics - Hands-on_en.vtt
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010 ML System Lifecycle.mp4
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010 Populate Database with Shadow Predictions.mp4
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010 Populate Database with Shadow Predictions_en.vtt
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010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This.mp4
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010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This_en.vtt
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011 Adding Metrics Monitoring to Our Example Project.mp4
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011 Adding Metrics Monitoring to Our Example Project_en.vtt
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011 Additional Links and Resources.html
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011 Jupyter Demo - Setup.mp4
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011 Jupyter Demo - Setup_en.vtt
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011 Temporary Fix - important.html
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012 Creating an ML System Grafana Dashboard.mp4
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012 Creating an ML System Grafana Dashboard_en.vtt
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012 Jupyter Demo - Tests in Shadow Mode.mp4
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012 Preprocessing & Feature Engineering Unit Testing.mp4
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012 Preprocessing & Feature Engineering Unit Testing_en.vtt
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013 Quick note on git hygiene for the course.html
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014 Model Config Unit Testing Theory - Why Do This.mp4
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014 Model Config Unit Testing Theory - Why Do This_en.vtt
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015 Model Config Unit Testing.mp4
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015 Model Config Unit Testing_en.vtt
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016 Input Data Testing Theory - Why Do This.mp4
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016 Input Data Testing Theory - Why Do This_en.vtt
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017 Input Data Unit Testing.mp4
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017 Input Data Unit Testing_en.vtt
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018 Model Quality Unit Testing Theory - Why Do This.mp4
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018 Model Quality Unit Testing Theory - Why Do This_en.vtt
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019 Model Quality Unit Testing.mp4
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019 Model Quality Unit Testing_en.vtt
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020 Quick Lecture on Tooling Improvements.mp4
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020 Quick Lecture on Tooling Improvements_en.vtt
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021 Wrap Up.mp4
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021 Wrap Up_en.vtt
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Bonus Resources.txt
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Get Bonus Downloads Here.url
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