Oreillys 47th The author then dives deep into the most common deployment scenario: serving machine learning models through web applications. Geron explains how to use popular web frameworks like Flask and Django to build RESTful APIs that can serve machine learning models. He also discusses the importance of versioning models and data, and how to use tools like Docker and Kubernetes to manage and scale model deployments. Another critical aspect of model deployment that Geron covers is monitoring and logging. He emphasizes the importance of tracking model performance and usage in production environments, and how to use tools like Prometheus and Grafana to monitor models and collect metrics. The chapter also covers some advanced deployment topics, such as model explainability and interpretability, and how to use tools like SHAP and LIME to explain model predictions. Geron also discusses the importance of model fairness and ethics, and how to use techniques like adversarial training and bias mitigation to ensure that models are fair and unbiased. Towards the end of the chapter, Geron provides a case study of deploying a machine learning model in a real-world scenario. He walks the reader through the entire process, from building the model to deploying it in a production environment, highlighting the challenges and best practices along the way. In summary, O'Reilly's 47th is a must-read for anyone interested in deploying machine learning models in production environments. The chapter covers a wide range of topics, from web application development and monitoring to model explainability and fairness, providing a comprehensive guide to the practical aspects of machine learning deployment. The Outer Banks, a 200-mile stretch of barrier islands off the coast of North Carolina, is a popular destination for tourists seeking beautiful beaches, stunning sunsets, and a variety of outdoor activities. However, the weather in April can be quite variable, making it important for visitors to be prepared for a range of conditions. * Charges Towards the end of the chapter, Geron provides a case study of deploying a machine learning model in a real-world scenario. He walks the reader through the entire process of building and deploying a model, from data preprocessing to model training and deployment.
In addition to traditional 2D showings, the theater also offers 3D movies for an enhanced viewing experience. These showings require the use of 3D glasses, which can be purchased at the theater for a small fee.