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Udemy Testing and Monitoring Machine Learning Model Deployments

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Udemy Testing and Monitoring Machine Learning Model Deployments

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English

Category:

Other

Size:

2.8 GB

Added:

Oct. 23, 2023, 3:01 p.m.

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Files:

Get Bonus Downloads Here.url 183 bytes
001 Course Curriculum Overview.mp4 10.1 MB
001 Course Curriculum Overview_en.vtt 3.1 KB
002 Course Requirements.mp4 7.1 MB
002 Course Requirements_en.vtt 2.0 KB
003 How to Approach This Course (Important).mp4 18.4 MB
003 How to Approach This Course (Important)_en.vtt 4.3 KB
004 All Notes & Slides For This Course.html 73 bytes
004 Complete-Course-Notes.pdf 1.1 MB
004 all-course-slides.pdf 16.1 MB
005 FAQ I would like to learn more about the topics not covered.html 2.9 KB
001 Deploying a Model to Production.mp4 34.6 MB
001 Deploying a Model to Production_en.vtt 9.6 KB
002 Course Scenario Predicting House Sale Price.mp4 43.3 MB
002 Course Scenario Predicting House Sale Price_en.vtt 10.4 KB
003 Setup A Python Installation (Important).mp4 27.8 MB
003 Setup A Python Installation (Important)_en.vtt 3.6 KB
004 Setup B Git and Github Setup (Advanced users can skip).mp4 25.1 MB
004 Setup B Git and Github Setup (Advanced users can skip)_en.vtt 2.8 KB
005 Course Github Repo & Data.mp4 14.5 MB
005 Course Github Repo & Data_en.vtt 2.8 KB
006 Download dataset and Github repo links and guidelines.html 2.4 KB
007 Setup C Jupyter Notebook Setup.mp4 13.6 MB
007 Setup C Jupyter Notebook Setup_en.vtt 2.7 KB
008 Setup D Install Notebook Dependencies.mp4 15.9 MB
008 Setup D Install Notebook Dependencies_en.vtt 2.6 KB
009 Introduction to the Dataset & Model Pipeline.mp4 89.9 MB
009 Introduction to the Dataset & Model Pipeline_en.vtt 15.0 KB
010 ML System Lifecycle.mp4 24.5 MB
010 ML System Lifecycle_en.vtt 7.2 KB
011 Additional Links and Resources.html 2.6 KB
001 Section Overview.mp4 2.4 MB
001 Section Overview_en.vtt 1.1 KB
002 Testing Focus in This Course.mp4 8.6 MB
002 Testing Focus in This Course_en.vtt 1.7 KB
003 Why Test.mp4 20.0 MB
003 Why Test_en.vtt 4.5 KB
004 Testing Theory.mp4 23.7 MB
004 Testing Theory_en.vtt 4.9 KB
005 Testing Machine Learning Systems (Important).mp4 40.0 MB
005 Testing Machine Learning Systems (Important)_en.vtt 7.8 KB
006 Setup A Install Requirements.html 710 bytes
007 Wrap Up.mp4 1.3 MB
007 Wrap Up_en.vtt 615 bytes
001 Section Overview.mp4 2.7 MB
001 Section Overview_en.vtt 1.0 KB
002 Code Conventions.mp4 11.0 MB
002 Code Conventions_en.vtt 3.2 KB
003 Pytest.mp4 56.6 MB
003 Pytest_en.vtt 10.3 KB
004 Setup - Kaggle Data.mp4 20.5 MB
004 Setup - Kaggle Data_en.vtt 3.3 KB
005 Download the data set - Text Summary.html 1.3 KB
006 Setup 2 - Tox.mp4 33.6 MB
006 Setup 2 - Tox_en.vtt 5.8 KB
007 Troubleshooting Tox on Windows.mp4 13.6 MB
007 Troubleshooting Tox on Windows_en.vtt 1.3 KB
008 Troubleshooting Tox on Windows II.html 1.5 KB
009 Code Base Overview.mp4 99.5 MB
009 Code Base Overview_en.vtt 15.8 KB
010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This.mp4 21.3 MB
010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This_en.vtt 3.8 KB
011 Temporary Fix - important.html 301 bytes
012 Preprocessing & Feature Engineering Unit Testing.mp4 80.8 MB
012 Preprocessing & Feature Engineering Unit Testing_en.vtt 10.9 KB
013 Quick note on git hygiene for the course.html 309 bytes
014 Model Config Unit Testing Theory - Why Do This.mp4 16.3 MB
014 Model Config Unit Testing Theory - Why Do This_en.vtt 3.5 KB
015 Model Config Unit Testing.mp4 88.5 MB
015 Model Config Unit Testing_en.vtt 10.2 KB
016 Input Data Testing Theory - Why Do This.mp4 19.4 MB
016 Input Data Testing Theory - Why Do This_en.vtt 3.3 KB
017 Input Data Unit Testing.mp4 77.8 MB
017 Input Data Unit Testing_en.vtt 8.0 KB
018 Model Quality Unit Testing Theory - Why Do This.mp4 10.3 MB
018 Model Quality Unit Testing Theory - Why Do This_en.vtt 3.0 KB
019 Model Quality Unit Testing.mp4 74.2 MB
019 Model Quality Unit Testing_en.vtt 11.0 KB
020 Quick Lecture on Tooling Improvements.mp4 22.1 MB
020 Quick Lecture on Tooling Improvements_en.vtt 2.8 KB
021 Wrap Up.mp4 6.7 MB
021 Wrap Up_en.vtt 2.2 KB
001 Section Overview.mp4 2.5 MB
001 Section Overview_en.vtt 1011 bytes
002 Quick Docker Recap.mp4 34.1 MB
002 Quick Docker Recap_en.vtt 7.0 KB
003 Why Use Docker.mp4 27.4 MB
003 Why Use Docker_en.vtt 7.3 KB
004 Introduction to Docker Compose.mp4 18.6 MB
004 Introduction to Docker Compose_en.vtt 5.1 KB
005 Docker & Docker Compose Installation.mp4 52.5 MB
005 Docker & Docker Compose Installation_en.vtt 6.0 KB
006 Windows Specific Docker Issue.mp4 28.8 MB
006 Windows Specific Docker Issue_en.vtt 3.9 KB
007 Important Requirements Fix.html 330 bytes
008 Docker Space Consumption Tips.html 508 bytes
001 Section Overview.mp4 3.0 MB
001 Section Overview_en.vtt 873 bytes
002 API Conceptual Guide.mp4 6.7 MB
002 API Conceptual Guide_en.vtt 2.7 KB
003 Overview of the Codebase.mp4 43.4 MB
003 Overview of the Codebase_en.vtt 7.0 KB
004 Using our Open API Spec Part 1.mp4 11.0 MB
004 Using our Open API Spec Part 1_en.vtt 2.1 KB
005 WINDOWS SPECIFIC SETUP.html 376 bytes
006 Using our Open API Spec Part 2.mp4 22.0 MB
006 Using our Open API Spec Part 2_en.vtt 2.9 KB
007 Integration Testing Theory.mp4 8.1 MB
007 Integration Testing Theory_en.vtt 2.3 KB
008 WORK AROUND LECTURE - 32 bit Operating Systems.html 343 bytes
009 Integration Testing Hands-On Code.mp4 78.2 MB
009 Integration Testing Hands-On Code_en.vtt 10.6 KB
010 A note on benchmark integration tests.mp4 13.0 MB
010 A note on benchmark integration tests_en.vtt 1.9 KB
001 Section Overview.mp4 1.8 MB
001 Section Overview_en.vtt 805 bytes
002 Differential Testing Theory.mp4 12.6 MB
002 Differential Testing Theory_en.vtt 4.4 KB
003 Differential Testing Implementation.mp4 57.0 MB
003 Differential Testing Implementation_en.vtt 7.9 KB
001 Section Overview.mp4 3.6 MB
001 Section Overview_en.vtt 1.0 KB
002 Shadow Mode Theory.mp4 19.0 MB
002 Shadow Mode Theory_en.vtt 5.6 KB
003 Testing Models in Production.mp4 46.4 MB
003 Testing Models in Production_en.vtt 10.3 KB
004 Tests in Shadow Deployments.mp4 66.9 MB
004 Tests in Shadow Deployments_en.vtt 17.1 KB
005 Code Overview - DB Setup.mp4 118.0 MB
005 Code Overview - DB Setup_en.vtt 15.1 KB
006 WINDOWS port mapping.html 646 bytes
007 Gotcha breaking changes in sqlalchemy_utils.html 433 bytes
008 Setup Tests for Shadow Mode.mp4 99.0 MB
008 Setup Tests for Shadow Mode_en.vtt 12.8 KB
009 Shadow Mode - Asynchronous Implementation.mp4 38.4 MB
009 Shadow Mode - Asynchronous Implementation_en.vtt 4.6 KB
010 Populate Database with Shadow Predictions.mp4 44.1 MB
010 Populate Database with Shadow Predictions_en.vtt 6.3 KB
011 Jupyter Demo - Setup.mp4 35.9 MB
011 Jupyter Demo - Setup_en.vtt 5.0 KB
012 Jupyter Demo - Tests in Shadow Mode.mp4 102.4 MB
012 Jupyter Demo - Tests in Shadow Mode_en.vtt 16.4 KB
001 Section Overview.mp4 4.9 MB
001 Section Overview_en.vtt 1.9 KB
002 Why Monitor.mp4 28.4 MB
002 Why Monitor_en.vtt 6.0 KB
003 Monitoring Theory.mp4 40.3 MB
003 Monitoring Theory_en.vtt 10.1 KB
004 Metrics for Machine Learning Systems.mp4 24.3 MB
004 Metrics for Machine Learning Systems_en.vtt 7.1 KB
005 Prometheus & Grafana Overview.mp4 32.7 MB
005 Prometheus & Grafana Overview_en.vtt 7.7 KB
006 [WINDOWS ONLY] Additional Setup.mp4 17.1 MB
006 [WINDOWS ONLY] Additional Setup_en.vtt 2.3 KB
007 Basic Prometheus Setup - Hands-on.mp4 35.5 MB
007 Basic Prometheus Setup - Hands-on_en.vtt 5.9 KB
008 Adding Metrics - Hands-on.mp4 48.3 MB
008 Adding Metrics - Hands-on_en.vtt 8.1 KB
009 Adding Grafana - Hands-on.mp4 40.6 MB
009 Adding Grafana - Hands-on_en.vtt 7.6 KB
010 Infrastructure Metrics - Hands-on.mp4 43.7 MB
010 Infrastructure Metrics - Hands-on_en.vtt 6.9 KB
011 Adding Metrics Monitoring to Our Example Project.mp4 53.5 MB
011 Adding Metrics Monitoring to Our Example Project_en.vtt 7.5 KB
012 Creating an ML System Grafana Dashboard.mp4 107.6 MB
012 Creating an ML System Grafana Dashboard_en.vtt 16.5 KB
001 Monitoring Logs for ML - Theory.mp4 16.7 MB
001 Monitoring Logs for ML - Theory_en.vtt 4.9 KB
002 The Elastic Stack (Formerly ELK) - Overview.mp4 15.8 MB
002 The Elastic Stack (Formerly ELK) - Overview_en.vtt 5.5 KB
003 Kibana Hands-on Exercise.mp4 65.1 MB
003 Kibana Hands-on Exercise_en.vtt 9.5 KB
004 Integrating Kibana into The Example Project.mp4 70.1 MB
004 Integrating Kibana into The Example Project_en.vtt 9.6 KB
005 Setting Up a Kibana Dashboard for Model Inputs.mp4 85.9 MB
005 Setting Up a Kibana Dashboard for Model Inputs_en.vtt 13.0 KB
001 Course Conclusion.mp4 5.0 MB
001 Course Conclusion_en.vtt 1.3 KB
002 Congratulations.html 624 bytes
001 Bonus Lecture - There is more.html 625 bytes
Bonus Resources.txt 386 bytes

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