AI / Data Insights Execute Your Architecture Workshop
(1-Day Session)
If you need a plan to Execute your data-driven, AI solution through MLOps, this workshop is for you.
WORKSHOP PARTICIPANTS WILL LEARN:
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How to deploy an ML model
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How to monitor model performance
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How to retrain and update model
What to Expect:
Our Strategy, Data Insights and AI experts will lead your team through exercises and activities to establish the best plan for your specific needs.
Module 1: Model Deployment
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Set dev and prod environments with dependencies
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Set up inference data pipeline
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Set up inference API
Module 2: Model Training and Retraining
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Determine data needs and data validation
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Determine automated retraining cadence
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Save trained artifacts
Module 3: Model Monitoring
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Decide on performance metrics and thresholds
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Track and visualize performance over time
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Record inferences
Module 4: Automated Testing and Delivery
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Automated testing
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Automated deployment of new versions upon approval
Participants walk away with:
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MLOps Architecture with training and deployment pipelines
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Recommendation of component choices and pro/cons of possible alternatives
This workshop is best suited for:
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CTO/CIO/COO
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Heads of Engineering
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Directors of Machine Learning
