Description
Our programs deliver collectively one of the best sources from main universities, firms, entrepreneurs and lecturers around the globe to ship a very unparalleled studying expertise.
Do not waste your cash, our workforce of skilled curators provides fastidiously curated schooling, offering the best high quality instructional sources from essentially the most revered establishments and business leaders to create the last word MLOps Simplified course, a possibility to amass one of the best information and expertise within the subject, offering essentially the most environment friendly and efficient sorts of objects.
THIS IS A EBOOK COURSE, A COMPILATION OF THE BEST EDUCATIONAL RESOURCES OF THE WORLD.
IT INCLUDES TEXTS, CODING EXAMPLES, CASE STUDIES AND OPTIONAL EVALUATIONS.
Course Description:
MLOps, or Machine Studying Operations, is the follow of mixing machine studying and operations to enhance the pace and high quality of deploying machine studying fashions in manufacturing. This course covers the most recent strategies and instruments utilized in MLOps, together with mannequin deployment, monitoring, and administration.
Course Goals:
Perceive the basic ideas of MLOps and its significance within the machine studying lifecycle
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Learn to deploy machine studying fashions in manufacturing utilizing varied MLOps instruments and frameworks
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Learn to monitor and handle machine studying fashions in manufacturing
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Perceive the function of DevOps in MLOps and tips on how to combine the 2 practices
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Learn to implement greatest practices for MLOps, together with model management, testing, and documentation
Course Define:
Week 1: Introduction to MLOps
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Introduction to MLOps and its significance within the machine studying lifecycle
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Overview of the machine studying lifecycle and the function of MLOps in every stage
Week 2: Mannequin Deployment
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Introduction to mannequin deployment
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Strategies for deploying machine studying fashions in manufacturing
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Palms-on deployment utilizing varied MLOps instruments and frameworks
Week 3: Mannequin Monitoring and Administration
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Introduction to mannequin monitoring and administration
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Strategies for monitoring and managing machine studying fashions in manufacturing
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Palms-on monitoring and administration utilizing varied MLOps instruments and frameworks
Week 4: DevOps and MLOps Integration
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Introduction to DevOps and its significance in MLOps
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Strategies for integrating DevOps and MLOps practices
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Palms-on integration utilizing varied MLOps instruments and frameworks
Week 5: MLOps Finest Practices
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Introduction to greatest practices for MLOps
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Implementing model management, testing, and documentation in MLOps
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Palms-on implementation utilizing varied MLOps instruments and frameworks
Week 6: Capstone Mission
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College students will work on a capstone undertaking to use the abilities and information discovered within the course
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College students will current their tasks to the category
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