Name [ FreeCourseWeb.com ] Udemy - Testing and Monitoring Machine Learning Model Deployments

File Type video

Size 2.76GB

UpdateDate 2024-9-12

hash *****99997B3863C698AB7EE664308AF0B46144

Hot 82

Files Get Bonus Downloads Here.url | 183B ~Get Your Files Here !/01 - Introduction/001 Course Curriculum Overview.mp4 | 10.12MB ~Get Your Files Here !/01 - Introduction/001 Course Curriculum Overview_en.vtt | 3.13KB ~Get Your Files Here !/01 - Introduction/002 Course Requirements.mp4 | 7.14MB ~Get Your Files Here !/01 - Introduction/002 Course Requirements_en.vtt | 2.05KB ~Get Your Files Here !/01 - Introduction/003 How to Approach This Course (Important).mp4 | 18.41MB ~Get Your Files Here !/01 - Introduction/003 How to Approach This Course (Important)_en.vtt | 4.29KB ~Get Your Files Here !/01 - Introduction/004 All Notes & Slides For This Course.html | 73B ~Get Your Files Here !/01 - Introduction/004 Complete-Course-Notes.pdf | 1.13MB ~Get Your Files Here !/01 - Introduction/004 all-course-slides.pdf | 16.08MB ~Get Your Files Here !/01 - Introduction/005 FAQ I would like to learn more about the topics not covered.html | 2.91KB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/001 Deploying a Model to Production.mp4 | 34.59MB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/001 Deploying a Model to Production_en.vtt | 9.60KB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/002 Course Scenario Predicting House Sale Price.mp4 | 43.30MB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/002 Course Scenario Predicting House Sale Price_en.vtt | 10.43KB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/003 Setup A Python Installation (Important).mp4 | 27.82MB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/003 Setup A Python Installation (Important)_en.vtt | 3.59KB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/004 Setup B Git and Github Setup (Advanced users can skip).mp4 | 25.12MB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/004 Setup B Git and Github Setup (Advanced users can skip)_en.vtt | 2.84KB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/005 Course Github Repo & Data.mp4 | 14.50MB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/005 Course Github Repo & Data_en.vtt | 2.79KB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/006 Download dataset and Github repo links and guidelines.html | 2.43KB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/007 Setup C Jupyter Notebook Setup.mp4 | 13.64MB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/007 Setup C Jupyter Notebook Setup_en.vtt | 2.70KB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/008 Setup D Install Notebook Dependencies.mp4 | 15.87MB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/008 Setup D Install Notebook Dependencies_en.vtt | 2.62KB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/009 Introduction to the Dataset & Model Pipeline.mp4 | 89.94MB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/009 Introduction to the Dataset & Model Pipeline_en.vtt | 15.05KB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/010 ML System Lifecycle.mp4 | 24.48MB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/010 ML System Lifecycle_en.vtt | 7.25KB ~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/011 Additional Links and Resources.html | 2.55KB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/001 Section Overview.mp4 | 2.40MB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/001 Section Overview_en.vtt | 1.10KB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/002 Testing Focus in This Course.mp4 | 8.63MB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/002 Testing Focus in This Course_en.vtt | 1.70KB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/003 Why Test.mp4 | 19.98MB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/003 Why Test_en.vtt | 4.52KB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/004 Testing Theory.mp4 | 23.72MB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/004 Testing Theory_en.vtt | 4.90KB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/005 Testing Machine Learning Systems (Important).mp4 | 40.04MB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/005 Testing Machine Learning Systems (Important)_en.vtt | 7.80KB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/006 Setup A Install Requirements.html | 710B ~Get Your Files Here !/03 - Testing Concepts for ML Systems/007 Wrap Up.mp4 | 1.34MB ~Get Your Files Here !/03 - Testing Concepts for ML Systems/007 Wrap Up_en.vtt | 615B ~Get Your Files Here !/04 - Unit Testing a Production ML Model/001 Section Overview.mp4 | 2.67MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/001 Section Overview_en.vtt | 1.01KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/002 Code Conventions.mp4 | 10.98MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/002 Code Conventions_en.vtt | 3.16KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/003 Pytest.mp4 | 56.63MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/003 Pytest_en.vtt | 10.30KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/004 Setup - Kaggle Data.mp4 | 20.50MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/004 Setup - Kaggle Data_en.vtt | 3.27KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/005 Download the data set - Text Summary.html | 1.27KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/006 Setup 2 - Tox.mp4 | 33.64MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/006 Setup 2 - Tox_en.vtt | 5.83KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/007 Troubleshooting Tox on Windows.mp4 | 13.59MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/007 Troubleshooting Tox on Windows_en.vtt | 1.27KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/008 Troubleshooting Tox on Windows II.html | 1.49KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/009 Code Base Overview.mp4 | 99.53MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/009 Code Base Overview_en.vtt | 15.79KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This.mp4 | 21.26MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This_en.vtt | 3.81KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/011 Temporary Fix - important.html | 301B ~Get Your Files Here !/04 - Unit Testing a Production ML Model/012 Preprocessing & Feature Engineering Unit Testing.mp4 | 80.83MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/012 Preprocessing & Feature Engineering Unit Testing_en.vtt | 10.92KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/013 Quick note on git hygiene for the course.html | 309B ~Get Your Files Here !/04 - Unit Testing a Production ML Model/014 Model Config Unit Testing Theory - Why Do This.mp4 | 16.33MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/014 Model Config Unit Testing Theory - Why Do This_en.vtt | 3.50KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/015 Model Config Unit Testing.mp4 | 88.51MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/015 Model Config Unit Testing_en.vtt | 10.22KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/016 Input Data Testing Theory - Why Do This.mp4 | 19.45MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/016 Input Data Testing Theory - Why Do This_en.vtt | 3.33KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/017 Input Data Unit Testing.mp4 | 77.78MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/017 Input Data Unit Testing_en.vtt | 8.00KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/018 Model Quality Unit Testing Theory - Why Do This.mp4 | 10.32MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/018 Model Quality Unit Testing Theory - Why Do This_en.vtt | 2.98KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/019 Model Quality Unit Testing.mp4 | 74.21MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/019 Model Quality Unit Testing_en.vtt | 10.97KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/020 Quick Lecture on Tooling Improvements.mp4 | 22.06MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/020 Quick Lecture on Tooling Improvements_en.vtt | 2.84KB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/021 Wrap Up.mp4 | 6.68MB ~Get Your Files Here !/04 - Unit Testing a Production ML Model/021 Wrap Up_en.vtt | 2.25KB ~Get Your Files Here !/05 - Docker & Docker Compose/001 Section Overview.mp4 | 2.52MB ~Get Your Files Here !/05 - Docker & Docker Compose/001 Section Overview_en.vtt | 1011B ~Get Your Files Here !/05 - Docker & Docker Compose/002 Quick Docker Recap.mp4 | 34.15MB ~Get Your Files Here !/05 - Docker & Docker Compose/002 Quick Docker Recap_en.vtt | 7.03KB ~Get Your Files Here !/05 - Docker & Docker Compose/003 Why Use Docker.mp4 | 27.40MB ~Get Your Files Here !/05 - Docker & Docker Compose/003 Why Use Docker_en.vtt | 7.29KB ~Get Your Files Here !/05 - Docker & Docker Compose/004 Introduction to Docker Compose.mp4 | 18.62MB ~Get Your Files Here !/05 - Docker & Docker Compose/004 Introduction to Docker Compose_en.vtt | 5.09KB ~Get Your Files Here !/05 - Docker & Docker Compose/005 Docker & Docker Compose Installation.mp4 | 52.49MB ~Get Your Files Here !/05 - Docker & Docker Compose/005 Docker & Docker Compose Installation_en.vtt | 6.00KB ~Get Your Files Here !/05 - Docker & Docker Compose/006 Windows Specific Docker Issue.mp4 | 28.85MB ~Get Your Files Here !/05 - Docker & Docker Compose/006 Windows Specific Docker Issue_en.vtt | 3.92KB ~Get Your Files Here !/05 - Docker & Docker Compose/007 Important Requirements Fix.html | 330B ~Get Your Files Here !/05 - Docker & Docker Compose/008 Docker Space Consumption Tips.html | 508B ~Get Your Files Here !/06 - Integration Testing the ML API/001 Section Overview.mp4 | 2.98MB ~Get Your Files Here !/06 - Integration Testing the ML API/001 Section Overview_en.vtt | 873B ~Get Your Files Here !/06 - Integration Testing the ML API/002 API Conceptual Guide.mp4 | 6.71MB ~Get Your Files Here !/06 - Integration Testing the ML API/002 API Conceptual Guide_en.vtt | 2.75KB ~Get Your Files Here !/06 - Integration Testing the ML API/003 Overview of the Codebase.mp4 | 43.42MB ~Get Your Files Here !/06 - Integration Testing the ML API/003 Overview of the Codebase_en.vtt | 6.99KB ~Get Your Files Here !/06 - Integration Testing the ML API/004 Using our Open API Spec Part 1.mp4 | 10.98MB ~Get Your Files Here !/06 - Integration Testing the ML API/004 Using our Open API Spec Part 1_en.vtt | 2.10KB ~Get Your Files Here !/06 - Integration Testing the ML API/005 WINDOWS SPECIFIC SETUP.html | 376B ~Get Your Files Here !/06 - Integration Testing the ML API/006 Using our Open API Spec Part 2.mp4 | 22.04MB ~Get Your Files Here !/06 - Integration Testing the ML API/006 Using our Open API Spec Part 2_en.vtt | 2.91KB ~Get Your Files Here !/06 - Integration Testing the ML API/007 Integration Testing Theory.mp4 | 8.08MB ~Get Your Files Here !/06 - Integration Testing the ML API/007 Integration Testing Theory_en.vtt | 2.33KB ~Get Your Files Here !/06 - Integration Testing the ML API/008 WORK AROUND LECTURE - 32 bit Operating Systems.html | 343B ~Get Your Files Here !/06 - Integration Testing the ML API/009 Integration Testing Hands-On Code.mp4 | 78.23MB ~Get Your Files Here !/06 - Integration Testing the ML API/009 Integration Testing Hands-On Code_en.vtt | 10.58KB ~Get Your Files Here !/06 - Integration Testing the ML API/010 A note on benchmark integration tests.mp4 | 12.98MB ~Get Your Files Here !/06 - Integration Testing the ML API/010 A note on benchmark integration tests_en.vtt | 1.90KB ~Get Your Files Here !/07 - Differential Testing/001 Section Overview.mp4 | 1.76MB ~Get Your Files Here !/07 - Differential Testing/001 Section Overview_en.vtt | 805B ~Get Your Files Here !/07 - Differential Testing/002 Differential Testing Theory.mp4 | 12.60MB ~Get Your Files Here !/07 - Differential Testing/002 Differential Testing Theory_en.vtt | 4.41KB ~Get Your Files Here !/07 - Differential Testing/003 Differential Testing Implementation.mp4 | 56.96MB ~Get Your Files Here !/07 - Differential Testing/003 Differential Testing Implementation_en.vtt | 7.85KB ~Get Your Files Here !/08 - Shadow Mode Deployments/001 Section Overview.mp4 | 3.63MB ~Get Your Files Here !/08 - Shadow Mode Deployments/001 Section Overview_en.vtt | 1.04KB ~Get Your Files Here !/08 - Shadow Mode Deployments/002 Shadow Mode Theory.mp4 | 19.02MB ~Get Your Files Here !/08 - Shadow Mode Deployments/002 Shadow Mode Theory_en.vtt | 5.64KB ~Get Your Files Here !/08 - Shadow Mode Deployments/003 Testing Models in Production.mp4 | 46.37MB ~Get Your Files Here !/08 - Shadow Mode Deployments/003 Testing Models in Production_en.vtt | 10.30KB ~Get Your Files Here !/08 - Shadow Mode Deployments/004 Tests in Shadow Deployments.mp4 | 66.88MB ~Get Your Files Here !/08 - Shadow Mode Deployments/004 Tests in Shadow Deployments_en.vtt | 17.07KB ~Get Your Files Here !/08 - Shadow Mode Deployments/005 Code Overview - DB Setup.mp4 | 118.04MB ~Get Your Files Here !/08 - Shadow Mode Deployments/005 Code Overview - DB Setup_en.vtt | 15.13KB ~Get Your Files Here !/08 - Shadow Mode Deployments/006 WINDOWS port mapping.html | 646B ~Get Your Files Here !/08 - Shadow Mode Deployments/007 Gotcha breaking changes in sqlalchemy_utils.html | 433B ~Get Your Files Here !/08 - Shadow Mode Deployments/008 Setup Tests for Shadow Mode.mp4 | 99.01MB ~Get Your Files Here !/08 - Shadow Mode Deployments/008 Setup Tests for Shadow Mode_en.vtt | 12.81KB ~Get Your Files Here !/08 - Shadow Mode Deployments/009 Shadow Mode - Asynchronous Implementation.mp4 | 38.42MB ~Get Your Files Here !/08 - Shadow Mode Deployments/009 Shadow Mode - Asynchronous Implementation_en.vtt | 4.64KB ~Get Your Files Here !/08 - Shadow Mode Deployments/010 Populate Database with Shadow Predictions.mp4 | 44.12MB ~Get Your Files Here !/08 - Shadow Mode Deployments/010 Populate Database with Shadow Predictions_en.vtt | 6.27KB ~Get Your Files Here !/08 - Shadow Mode Deployments/011 Jupyter Demo - Setup.mp4 | 35.93MB ~Get Your Files Here !/08 - Shadow Mode Deployments/011 Jupyter Demo - Setup_en.vtt | 5.02KB ~Get Your Files Here !/08 - Shadow Mode Deployments/012 Jupyter Demo - Tests in Shadow Mode.mp4 | 102.37MB ~Get Your Files Here !/08 - Shadow Mode Deployments/012 Jupyter Demo - Tests in Shadow Mode_en.vtt | 16.35KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/001 Section Overview.mp4 | 4.90MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/001 Section Overview_en.vtt | 1.91KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/002 Why Monitor.mp4 | 28.37MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/002 Why Monitor_en.vtt | 5.97KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/003 Monitoring Theory.mp4 | 40.28MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/003 Monitoring Theory_en.vtt | 10.06KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/004 Metrics for Machine Learning Systems.mp4 | 24.30MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/004 Metrics for Machine Learning Systems_en.vtt | 7.10KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/005 Prometheus & Grafana Overview.mp4 | 32.70MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/005 Prometheus & Grafana Overview_en.vtt | 7.73KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/006 [WINDOWS ONLY] Additional Setup.mp4 | 17.05MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/006 [WINDOWS ONLY] Additional Setup_en.vtt | 2.29KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/007 Basic Prometheus Setup - Hands-on.mp4 | 35.46MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/007 Basic Prometheus Setup - Hands-on_en.vtt | 5.86KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/008 Adding Metrics - Hands-on.mp4 | 48.32MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/008 Adding Metrics - Hands-on_en.vtt | 8.10KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/009 Adding Grafana - Hands-on.mp4 | 40.62MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/009 Adding Grafana - Hands-on_en.vtt | 7.62KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/010 Infrastructure Metrics - Hands-on.mp4 | 43.71MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/010 Infrastructure Metrics - Hands-on_en.vtt | 6.88KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/011 Adding Metrics Monitoring to Our Example Project.mp4 | 53.46MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/011 Adding Metrics Monitoring to Our Example Project_en.vtt | 7.52KB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/012 Creating an ML System Grafana Dashboard.mp4 | 107.61MB ~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/012 Creating an ML System Grafana Dashboard_en.vtt | 16.46KB ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/001 Monitoring Logs for ML - Theory.mp4 | 16.71MB ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/001 Monitoring Logs for ML - Theory_en.vtt | 4.88KB ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/002 The Elastic Stack (Formerly ELK) - Overview.mp4 | 15.84MB ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/002 The Elastic Stack (Formerly ELK) - Overview_en.vtt | 5.45KB ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/003 Kibana Hands-on Exercise.mp4 | 65.13MB ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/003 Kibana Hands-on Exercise_en.vtt | 9.51KB ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/004 Integrating Kibana into The Example Project.mp4 | 70.08MB ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/004 Integrating Kibana into The Example Project_en.vtt | 9.63KB ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/005 Setting Up a Kibana Dashboard for Model Inputs.mp4 | 85.86MB ~Get Your Files Here !/10 - Monitoring - Logs with Kibana/005 Setting Up a Kibana Dashboard for Model Inputs_en.vtt | 12.97KB ~Get Your Files Here !/11 - Conclusion/001 Course Conclusion.mp4 | 4.99MB ~Get Your Files Here !/11 - Conclusion/001 Course Conclusion_en.vtt | 1.26KB ~Get Your Files Here !/11 - Conclusion/002 Congratulations.html | 624B ~Get Your Files Here !/12 - Final Section/001 Bonus Lecture - There is more.html | 625B ~Get Your Files Here !/Bonus Resources.txt | 386B