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Language:
English
Total Size:
2.8 GB
Info Hash:
72EEF99997B3863C698AB7EE664308AF0B46144D
Added By:
Added:
Oct. 23, 2023, 3:01 p.m.
Stats:
|
(Last updated: May 17, 2025, 3:56 a.m.)
| File | Size |
|---|---|
| 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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SOURCE: Udemy Testing and Monitoring Machine Learning Model Deployments
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