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- AI plays a crucial role in computer vision by processing images and recognizing their contents. - It's trained with extensive data to help it recognize various elements in new images. - Real-world applications include spotting defects in production lines, healthcare scans analysis, security enhancements, and more. - Different industries utilize AI vision, like healthcare for disease detection, retail for inventory management, and agriculture for crop monitoring. - Models such as Convolutional Neural Networks (CNNs) and Generative Adversarial Networks (GANs) are utilized in AI vision processing. - Future trends include more accurate image tracking, dark object detection, and faster, detailed understanding of images due to tech advancements like higher resolution and improved processing speeds. - AI's impact on computer vision will improve efficiency, potentially enabling automatic shopping through visual identification.
- Continuous Integration (CI) is a practice where developers consistently merge changes to the main branch, while Continuous Deployment/Delivery (CD) automates the software release process. - Jenkins is a beneficial tool for CI/CD as it's open-source, easy to install, has a wide range of plugins, and allows building across multiple platforms. - Setting up a Jenkins pipeline involves installing Jenkins, configuring source control settings, creating build triggers, defining test procedures and setting up automated deployments. - Jenkins can also be integrated with other DevOps tools like Docker for task automation, Kubernetes for managing your Docker containers, and GitHub for code storage. - For security, use Jenkins' access control features and keep your tools regularly updated. Manage pipeline failures with recovery scenarios or a fail-fast strategy. To enhance performance, use Jenkins' master/agent architecture and integrate it with Ansible, Docker, and Kubernetes.
• APIs, or Application Programming Interfaces, are four primary types: Open APIs (public), Partner APIs, Private APIs (internal), and Composite APIs. • Open APIs offer visibility and audience growth potential, Partner APIs help establish business relationships and paths to income, Private APIs enhance internal efficiency, and Composite APIs save time by bundling data fetch tasks. • The audience plays a critical role in choosing an API, with private APIs used internally, partner APIs for strengthening business alliances, and open APIs to reach a wide audience. • Different API protocols cater to unique situations, with REST being a favorite due to its simplicity, scalability, and stateless servers, while SOAP is fit for enterprise-level web services. • Examples of API application include banking APIs for secure data connection and handling transactions, Selenium WebDriver APIs for testing web application interfaces, and weather monitoring APIs for guiding shipping routes. • An effective enterprise API strategy is crucial in the digital age; it fosters innovation and collaboration while potentially opening new revenue streams. Comprehensive understanding of different APIs can assist in formulating an apt enterprise strategy.
