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TORRENT DETAILS
Linkedin - MLOps Essentials - Model Development And Integration
TORRENT SUMMARY
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Machine Learning Operations (MLOps) is a fast-growing domain the field of AI. As more models are deployed in production, the need for a structured, agile, end-to-end ML lifecycle with automation has grown multifold. MLOps provides structure to machine learning projects and help them succeed over the long run. In this course, instructor Kumaran Ponnambalam focuses on the key concepts of MLOps and helps you apply these concepts to your day-to-day ML work. Kumaran introduces you to the machine learning life cycle and explains unique challenges with ML, as well as important definitions and principles. He walks you through the requirements and design for ML projects, then dives into data processing and management. Kumaran explains various tools and technologies that you can use in the automation and management of continuous training. He covers best practices for model management, then offers detailed instruction on continuous integration.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Getting started with MLOps.mp4
6.1 MB
~Get Your Files Here !/01 - Introduction/01 - Getting started with MLOps.srt
1.5 KB
~Get Your Files Here !/01 - Introduction/02 - Scope and prerequisites.mp4
6.4 MB
~Get Your Files Here !/01 - Introduction/02 - Scope and prerequisites.srt
5.3 KB
~Get Your Files Here !/02 - 1. Introduction to MLOps/01 - Machine learning life cycle.mp4
3.9 MB
~Get Your Files Here !/02 - 1. Introduction to MLOps/01 - Machine learning life cycle.srt
3.5 KB
~Get Your Files Here !/02 - 1. Introduction to MLOps/02 - Unique challenges with ML.mp4
6.3 MB
~Get Your Files Here !/02 - 1. Introduction to MLOps/02 - Unique challenges with ML.srt
5.3 KB
~Get Your Files Here !/02 - 1. Introduction to MLOps/03 - What is DevOps.mp4
3.5 MB
~Get Your Files Here !/02 - 1. Introduction to MLOps/03 - What is DevOps.srt
2.9 KB
~Get Your Files Here !/02 - 1. Introduction to MLOps/04 - What is MLOps.mp4
7.2 MB
~Get Your Files Here !/02 - 1. Introduction to MLOps/04 - What is MLOps.srt
6.9 KB
~Get Your Files Here !/02 - 1. Introduction to MLOps/05 - Principles of MLOps.mp4
4.3 MB
~Get Your Files Here !/02 - 1. Introduction to MLOps/05 - Principles of MLOps.srt
3.9 KB
~Get Your Files Here !/02 - 1. Introduction to MLOps/06 - When to start MLOps.mp4
6.4 MB
~Get Your Files Here !/02 - 1. Introduction to MLOps/06 - When to start MLOps.srt
5.5 KB
~Get Your Files Here !/03 - 2. Requirements and Design/01 - Selecting ML projects.mp4
4.3 MB
~Get Your Files Here !/03 - 2. Requirements and Design/01 - Selecting ML projects.srt
4 KB
~Get Your Files Here !/03 - 2. Requirements and Design/02 - Creating requirements.mp4
6.9 MB
~Get Your Files Here !/03 - 2. Requirements and Design/02 - Creating requirements.srt
7.5 KB
~Get Your Files Here !/03 - 2. Requirements and Design/03 - Designing the ML workflow.mp4
4.9 MB
~Get Your Files Here !/03 - 2. Requirements and Design/03 - Designing the ML workflow.srt
4.7 KB
~Get Your Files Here !/03 - 2. Requirements and Design/04 - Assembling the team.mp4
5.2 MB
~Get Your Files Here !/03 - 2. Requirements and Design/04 - Assembling the team.srt
4.4 KB
~Get Your Files Here !/03 - 2. Requirements and Design/05 - Choosing tools and technologies.mp4
3.9 MB
~Get Your Files Here !/03 - 2. Requirements and Design/05 - Choosing tools and technologies.srt
3.3 KB
~Get Your Files Here !/04 - 3. Data Processing and Management/01 - Managed data pipelines.mp4
7.4 MB
~Get Your Files Here !/04 - 3. Data Processing and Management/01 - Managed data pipelines.srt
6.3 KB
~Get Your Files Here !/04 - 3. Data Processing and Management/02 - Automated data validation.mp4
3.9 MB
~Get Your Files Here !/04 - 3. Data Processing and Management/02 - Automated data validation.srt
3.1 KB
~Get Your Files Here !/04 - 3. Data Processing and Management/03 - Managed feature stores.mp4
4.6 MB
~Get Your Files Here !/04 - 3. Data Processing and Management/03 - Managed feature stores.srt
3.5 KB
~Get Your Files Here !/04 - 3. Data Processing and Management/04 - Data versioning.mp4
4.5 MB
~Get Your Files Here !/04 - 3. Data Processing and Management/04 - Data versioning.srt
3.6 KB
~Get Your Files Here !/04 - 3. Data Processing and Management/05 - Data governance.mp4
6.2 MB
~Get Your Files Here !/04 - 3. Data Processing and Management/05 - Data governance.srt
5.4 KB
~Get Your Files Here !/04 - 3. Data Processing and Management/06 - Tools and technologies for data processing.mp4
2.1 MB
~Get Your Files Here !/04 - 3. Data Processing and Management/06 - Tools and technologies for data processing.srt
1.6 KB
~Get Your Files Here !/05 - 4. Continuous Training/01 - Managed training pipelines.mp4
6.6 MB
~Get Your Files Here !/05 - 4. Continuous Training/01 - Managed training pipelines.srt
5.9 KB
~Get Your Files Here !/05 - 4. Continuous Training/02 - Creating data labels.mp4
6.2 MB
~Get Your Files Here !/05 - 4. Continuous Training/02 - Creating data labels.srt
5.3 KB
~Get Your Files Here !/05 - 4. Continuous Training/03 - Experiment tracking.mp4
5.3 MB
~Get Your Files Here !/05 - 4. Continuous Training/03 - Experiment tracking.srt
4.8 KB
~Get Your Files Here !/05 - 4. Continuous Training/04 - AutoML.mp4
7.3 MB
~Get Your Files Here !/05 - 4. Continuous Training/04 - AutoML.srt
7.4 KB
~Get Your Files Here !/05 - 4. Continuous Training/05 - Tools and technologies for training.mp4
1.5 MB
~Get Your Files Here !/05 - 4. Continuous Training/05 - Tools and technologies for training.srt
1.4 KB
~Get Your Files Here !/06 - 5. Model Management/01 - Model versioning.mp4
2.4 MB
~Get Your Files Here !/06 - 5. Model Management/01 - Model versioning.srt
2.1 KB
~Get Your Files Here !/06 - 5. Model Management/02 - Model registry.mp4
4 MB
~Get Your Files Here !/06 - 5. Model Management/02 - Model registry.srt
3.7 KB
~Get Your Files Here !/06 - 5. Model Management/03 - Benchmarking models.mp4
6.4 MB
~Get Your Files Here !/06 - 5. Model Management/03 - Benchmarking models.srt
5.9 KB
~Get Your Files Here !/06 - 5. Model Management/04 - Model life cycle management.mp4
5.1 MB
~Get Your Files Here !/06 - 5. Model Management/04 - Model life cycle management.srt
4.6 KB
~Get Your Files Here !/06 - 5. Model Management/05 - Tools and technologies for model management.mp4
2.2 MB
~Get Your Files Here !/06 - 5. Model Management/05 - Tools and technologies for model management.srt
1.8 KB
~Get Your Files Here !/07 - 6. Continuous Integration/01 - Solution integration pipelines.mp4
3.5 MB
~Get Your Files Here !/07 - 6. Continuous Integration/01 - Solution integration pipelines.srt
3 KB
~Get Your Files Here !/07 - 6. Continuous Integration/02 - Notebook to software.mp4
7.1 MB
~Get Your Files Here !/07 - 6. Continuous Integration/02 - Notebook to software.srt
6.3 KB
~Get Your Files Here !/07 - 6. Continuous Integration/03 - Solution integration patterns.mp4
6.4 MB
~Get Your Files Here !/07 - 6. Continuous Integration/03 - Solution integration patterns.srt
5.1 KB
~Get Your Files Here !/07 - 6. Continuous Integration/04 - Best practices for solution integration.mp4
1.9 MB
~Get Your Files Here !/07 - 6. Continuous Integration/04 - Best practices for solution integration.srt
1.6 KB
~Get Your Files Here !/08 - Conclusion/01 - Continuing on with MLOps.mp4
1.4 MB
~Get Your Files Here !/08 - Conclusion/01 - Continuing on with MLOps.srt
