MLOps: CI/CD for Machine Learning Certificate for Justine Wacheux
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Certificate ID:
719931
Authentication Code:
d60f9
Certified Person Name:
Justine Wacheux
Trainer Name:
Augustin Poelmans
Duration Days:
5
Duration Hours:
35
Course Name:
MLOps: CI/CD for Machine Learning
Course Date:
22 May 2023 09:00 to 26 May 2023 17:00
Course Outline:
Introduction
- Machine Learning models vs traditional software
Overview of the DevOps Workflow
Overview of the Machine Learning Workflow
ML as Code Plus Data
Components of an ML System
Case Study: A Sales Forecasting Application
Accessing Data
Validating Data
Data Transformation
From Data Pipeline to ML Pipeline
Building the Data Model
Training the Model
Validating the Model
Reproducing Model Training
Deploying a Model
Serving a Trained Model to Production
Testing an ML System
Continuous Delivery Orchestration
Monitoring the Model
Data Versioning
Adapting, Scaling and Maintaining an MLOps Platform
Troubleshooting
Summary and Conclusion