Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
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Designing Machine Learning Systems: An Iterative Process for Production-Ready ApplicationsIterative Process: A step-by-step approach to building ML systems, allowing for flexibility and continuous improvement.
Production-Ready Applications: Focus on creating systems that are reliable, scalable, and meet real-world requirements.
Key Concepts: Data collection and preparation
Model selection and training
Evaluation and deployment
Monitoring and maintenance
Benefits: Improved accuracy and performance
Reduced development time and costs
* Increased confidence in ML systems
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