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via Udemy |
Go to Course: https://www.udemy.com/course/r-plumber/
Certainly! Here's a comprehensive review and recommendation for the Coursera course on developing and hosting APIs with the Plumber package in R: --- **Course Review and Recommendation: Developing and Hosting APIs with R Plumber (Coursera)** Are you interested in harnessing R's capabilities to build modern, scalable APIs but lack prior experience? This Coursera course offers a practical and thorough introduction to developing, securing, and deploying APIs using the popular R package, Plumber. Whether you're a data scientist, developer, or an R enthusiast venturing into web service creation, this course is designed to guide you from zero to deployment seamlessly. **What the Course Offers:** - **Beginner-Friendly Approach:** Starting with no prior knowledge of APIs, the course covers foundational networking concepts alongside detailed instructions on using the Plumber package. It emphasizes a step-by-step progression from a blank project to a fully functional, production-ready API. - **Hands-On Learning:** The course incorporates extensive hands-on activities, including coding exercises, quizzes, and assignments. You will design various API endpoints, handle different request parameters, and implement features like search and booking systems modeled on real-life scenarios such as airline passenger data management. - **Comprehensive Content:** Beyond coding, the course provides the necessary theoretical background on REST APIs, security best practices, and serialization formats. Topics like authentication via API keys, logging, and asynchronous processing are thoroughly covered to prepare you for real-world challenges. - **Deployment Expertise:** One of the courses’ strengths is its focus on deploying APIs live on the internet. You'll learn how to host your API on popular cloud services like Digital Ocean and AWS, as well as configure custom domains via Cloudflare — skills crucial for professional API deployment. - **Use Cases:** The course demonstrates practical applications including replacing legacy APIs, building internal dashboards, and integrating R functionalities with external platforms like Slack. It prepares you to create secure, scalable, and practical APIs for diverse needs. **Why You Should Take It:** - You want a detailed, project-based learning experience that balances theory and practice. - You're looking to expand your skill set into API development without prior coding experience. - You seek to understand how to deploy R-based APIs in cloud environments, enhancing your portfolio. - You aim to develop APIs for personal projects, business applications, or to modernize existing systems. **Final Recommendation:** This course is an excellent choice for anyone interested in leveraging R for web-based services. Its structured approach, combined with real-world scenarios and clear demonstrations, ensures you gain both conceptual understanding and practical skills. The active support through Q&A sessions further enriches your learning experience. **In conclusion,** whether you're aiming to build robust APIs for enterprise solutions, personal projects, or to explore the intersection of data science and web development, this Coursera course is a valuable investment. Enroll today and start transforming your R skills into powerful web services! --- Let me know if you'd like a shorter summary or specific points emphasized!
Start developing and hosting your own APIs with the Plumber package in R!This course, assuming zero knowledge of APIs, covers all the fundamental concepts behind networking and the R Plumber package, gradually iterating from a blank project, to a production-grade API based on a real-life scenario. You'll get hands-on pretty quickly, with tons of applied coding, testing, quizzes and assignments. Once you have optimised and secured your API, you'll observe first hand its power as you integrate with a pre-built frontend framework. Finally, you will deploy your API live on the internet, using both the Digital Ocean and AWS cloud services, before configuring your custom domain name with Cloudflare.Each practical exercise aims to improve your Plumber knowledge, starting with simple endpoints all the way to handling advanced API requests and features. For example, you'll design endpoints in order to search and book flights, as well as display passenger numbers and visualisations strictly to the airline's internal team only. But the course doesn't simply tell you how to code - we always provide all the theoretical groundings needed for you to understand why and how to implement such functionality, whether that be in the Plumber or REST API world. Support is always there if you need it too, as we'll be actively monitoring the course's Q & A section to answer your queries on Plumber and running the API.We can't wait to see what you can build!Some of the practical use cases to taking this course and creating Plumber APIs include:Gaining knowledge of REST APIs and hosting providersApplication of best practices and conventions for API developmentMoving away from R Shiny whilst keeping the same R code and functionalitySeparation of concerns of frontend and backend components, though allowing for easy integrations between them Building a backend for a personal or business websiteDesigning a company-internal dashboarding platform, such as a Customer Data Platform (CDP)Replacing legacy APIs with modern, secure and sophisticated endpointsDeveloping a quick proof-of-concept to demonstrate new models, algorithms and visualisations built in RAllowing existing R functionality to connect with the internet (such as integrating a Slack command to an R function)The course covers:Basics of REST APIsSending API requests using the command line library CURLSetting up a Plumber projectPlumber endpoints (static and dynamic routes)Running and testing our API locallySwagger API DocumentationHandling parameter data typesQuery / path / body request parametersSerialization (such as HTML, images, interactive plots and CSV formats)REST API method typesResponse status codesAPI securityPre-processing tasks such as logging and gatekeeping using filtersAuthentication via API keysFunction asynchronyIntegration with frontend filesDeploying our API onto Digital Ocean and AWS!Configuring a custom domain