Certificate in Practical ML Model Deployment
-- ViewingNowThe Certificate in Practical ML Model Deployment is a comprehensive course that focuses on the crucial step of deploying machine learning (ML) models in real-world scenarios. This course highlights the importance of ML model deployment, as it bridges the gap between theoretical ML knowledge and practical industry applications.
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โข Unit 1: Introduction to Machine Learning Model Deployment
โข Unit 2: Data Preparation and Preprocessing
โข Unit 3: ML Model Training and Evaluation
โข Unit 4: Model Deployment Platforms and Services
โข Unit 5: Containerization and Orchestration (Docker, Kubernetes)
โข Unit 6: Continuous Integration and Continuous Deployment (CI/CD) for ML Models
โข Unit 7: Monitoring and Maintenance of Deployed Models
โข Unit 8: Security Best Practices for ML Model Deployment
โข Unit 9: Ethical Considerations in ML Model Deployment
โข Unit 10: Advanced Topics in Practical ML Deployment (MLOps, AutoML, etc.)
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