MLOps Essentials: Model Deployment and Monitoring
With Kumaran Ponnambalam
Liked by 248 users
Duration: 1h 23m
Skill level: Intermediate
Released: 10/7/2022
Course details
Suggested Prerequisites
Machine learning operations (MLOps) is one of the fastest growing subfields of artificial intelligence. In this course, instructor Kumaran Ponnambalam shows you how to deploy and monitor ML models to create structured, improved outcomes in your everyday workflow.
Learn how to implement MLOps to:
- Create smooth upgrades of models in production on your next machine learning project.
- Ensure continuous delivery with deployment pipelines, rollout strategies, infrastructure, and best practices.
- Pattern, scale, build resilience, optimize, and utilize automation management tools for model serving.
- Use monitoring pipelines, observability, metrics, production data, alerts, and thresholds for continuous monitoring.
- Manage concept drift and feature drift, retraining models when necessary.
- Practice effective, fair, explainable, secure, and responsible artificial intelligence.
Skills you’ll gain
Earn a sharable certificate
Share what you’ve learned, and be a standout professional in your desired industry with a certificate showcasing your knowledge gained from the course.
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Showcase on your LinkedIn profile under “Licenses and Certificate” section
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Download or print out as PDF to share with others
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Meet the instructor
Learner reviews
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Appala Raju Chapala
Appala Raju Chapala
C/C++, Java, Python, Embedded Systems, Linux, TCP/IP, AI/ML, Technical Project Management, Agile, AWS, VoIP/SIP
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Khaled_M_Ali Aklan Albanna
Khaled_M_Ali Aklan Albanna
I.T. Consultant at YBRD | Intelligent systems developer and analyst
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Subhash Subramanyam
Subhash Subramanyam
Staff Data Engineer | Snowflake Data Cloud | Tableau | Power BI | Salesforce | SAP BW4HANA | Data Science | Python | Artificial Intelligence |…
Contents
What’s included
- Practice while you learn 1 exercise file
- Test your knowledge 6 quizzes
- Learn on the go Access on tablet and phone
- Stay up to date Continuing Education Units
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