MLOps Fundamentals: CI/CD/CT Pipelines of ML with Azure Demo
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Description
Important Note: The intention of this course is to teach MLOps fundamentals and not Azure ML. Azure demo section is included as a proof to show the working of an end-to-end MLOps project. All the codes involved in pipeline are explained though.
“MLOps is a culture with set of principles, guidelines defined in machine learning world for smooth implementation and productionization of Machine learning models.”
Data scientists have been experimenting with machine learning models from long time, but to provide the real business value, they must be operationalized i.e. push the models to production. Unfortunately, due to the current challenges and an non systemization in ML lifecycle, 80% of the models never make it to production and remain stagnated as an academic experiment only.
Machine Learning Operations (MLOps), emerged as a solution to the problem, is a new culture in the market and a rapidly growing space that encompasses everything required to deploy a machine learning model into production.
As per the tech talks in market, 2021 is the year of MLOps and would become the mandate skill set for Enterprise ML projects.
What’s included in the course ?
MLOps core basics and fundamentals.
What were the challenges in the traditional machine learning lifecycle management.
How MLOps is addressing those issues while providing more flexibility and automation in the ML process.
Standards and principles on which MLOps is based upon.
Continuous integration (CI), Continuous delivery (CD) and Continuous training (CT) pipelines in MLOps.
Various maturity levels associated with MLOps.
MLOps tools stack and MLOps platforms comparisons.
Quick crash course on Azure Machine learning components.
An end-to-end CI/CD MLOps pipeline for a case study in Azure using Azure DevOps & Azure Machine learning.
Who this course is for:
Data scientists
Data engineers
ML engineers
Devops engineers
Requirements
Basics of DevOps & Machine learning
Last Updated 5/2021
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/07 Azure Machine Learning Studio - Crash course/002 Azure Machine learning studio UI Tour.mp4 | 57.11 MiB |
| TutsNode.com.txt | 63 B |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/01 Introduction/002 Traditional Machine Learning Lifecycle - Part 1.en.srt | 14.9 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/02 Challenges in existing ML projects/002 Activities needed to productionize models.en.srt | 14.87 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/07 Azure Machine Learning Studio - Crash course/002 Azure Machine learning studio UI Tour.en.srt | 14.6 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/03 MLOps - A solution/002 MLOps implementation.en.srt | 14.46 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/05 MLOps Tools_Platforms Stack/001 MLOps Platform requirements.en.srt | 14.43 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/05 MLOps Tools_Platforms Stack/003 Which MLOps Platform to choose_.en.srt | 9.41 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/03 MLOps - A solution/004 Difference between DevOps & MLOps.en.srt | 9.32 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/04 Maturity levels in MLOps/001 MLOps level 0.en.srt | 8.92 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/10 Demo - CI_CD MLOps Pipeline/006 Run the Pipeline.en.srt | 8.61 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/03 MLOps - A solution/001 Standards_Principles in MLOps.en.srt | 8.34 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/02 Challenges in existing ML projects/001 Problems in traditional ML lifecycle.en.srt | 8 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/04 Maturity levels in MLOps/002 MLOps level 1.en.srt | 7.37 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/03 MLOps - A solution/003 Benefits of MLOps.en.srt | 7.28 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/01 Introduction/004 Roles & Responsibilities in ML projects.en.srt | 7.22 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/05 MLOps Tools_Platforms Stack/002 MLOps Platforms comparison.en.srt | 7.18 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/01 Introduction/003 Traditional Machine Learning Lifecycle - Part 2.en.srt | 6.98 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/10 Demo - CI_CD MLOps Pipeline/002 Continuous Integration (CI) script.en.srt | 6.58 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/09 Demo - Orchestrated Experiment ML codes/004 Scoring code.en.srt | 6.58 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/07 Azure Machine Learning Studio - Crash course/001 Introduction to Azure Machine Learning.en.srt | 6.52 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/09 Demo - Orchestrated Experiment ML codes/001 Model Training code.en.srt | 6.4 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/10 Demo - CI_CD MLOps Pipeline/003 Code to publish the pipeline.en.srt | 6.2 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/09 Demo - Orchestrated Experiment ML codes/002 Model Evaluation code.en.srt | 6.15 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/09 Demo - Orchestrated Experiment ML codes/003 Model Registry code.en.srt | 6.14 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/10 Demo - CI_CD MLOps Pipeline/004 Code to run the published package.en.srt | 5.97 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/01 Introduction/001 What is MLOps.en.srt | 5.95 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/08 Demo - Data scientist's experiment/001 EDA notebook.en.srt | 5.9 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/04 Maturity levels in MLOps/004 Importance of Maturity levels.en.srt | 2.14 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/10 Demo - CI_CD MLOps Pipeline/005 Continuous Deployment (CD) script.en.srt | 4.94 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/08 Demo - Data scientist's experiment/002 Azure DevOps & Azure ML connections.en.srt | 4.77 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/08 Demo - Data scientist's experiment/003 Training & Evaluation notebook.en.srt | 4.54 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/11 BONUS/001 Bonus lecture.en.srt | 4.09 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/10 Demo - CI_CD MLOps Pipeline/001 Overview.en.srt | 3.91 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/06 Demo - Build & Run MLOps pipeline in Azure Cloud/001 Notice.en.srt | 3.75 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/04 Maturity levels in MLOps/003 MLOps level 2.en.srt | 3.64 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/06 Demo - Build & Run MLOps pipeline in Azure Cloud/002 Project requirements.en.srt | 2.58 KiB |
| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/11 BONUS/external-assets-links.txt | 68 B |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/06 Demo - Build & Run MLOps pipeline in Azure Cloud/external-assets-links.txt | 166 B |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/10 Demo - CI_CD MLOps Pipeline/006 Run the Pipeline.mp4 | 46.99 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/10 Demo - CI_CD MLOps Pipeline/003 Code to publish the pipeline.mp4 | 40.2 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/03 MLOps - A solution/002 MLOps implementation.mp4 | 39.66 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/05 MLOps Tools_Platforms Stack/001 MLOps Platform requirements.mp4 | 38.47 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/10 Demo - CI_CD MLOps Pipeline/004 Code to run the published package.mp4 | 33.86 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/01 Introduction/002 Traditional Machine Learning Lifecycle - Part 1.mp4 | 33.15 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/10 Demo - CI_CD MLOps Pipeline/002 Continuous Integration (CI) script.mp4 | 32.24 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/09 Demo - Orchestrated Experiment ML codes/001 Model Training code.mp4 | 31.5 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/09 Demo - Orchestrated Experiment ML codes/003 Model Registry code.mp4 | 31.15 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/02 Challenges in existing ML projects/002 Activities needed to productionize models.mp4 | 30.42 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/08 Demo - Data scientist's experiment/001 EDA notebook.mp4 | 29.58 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/09 Demo - Orchestrated Experiment ML codes/004 Scoring code.mp4 | 26.72 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/01 Introduction/003 Traditional Machine Learning Lifecycle - Part 2.mp4 | 24.02 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/03 MLOps - A solution/004 Difference between DevOps & MLOps.mp4 | 23.27 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/01 Introduction/004 Roles & Responsibilities in ML projects.mp4 | 20.81 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/11 BONUS/001 Bonus lecture.mp4 | 19.37 MiB |
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| [TutsNode.com] - MLOps Fundamentals CICDCT Pipelines of ML with Azure Demo/07 Azure Machine Learning Studio - Crash course/001 Introduction to Azure Machine Learning.mp4 | 16.91 MiB |
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