![]() ![]() A deployment can be shared by a group collaborating on a common project.A deployment tracks the performance of your models over time, alerting you to drift and bias.A deployment organizes your models and keeps essential data together in one place (e.g., for compliance with regulations such as GDPR).In its simplest form, it lives in a repository and scores data (e.g., makes predictions), but it can do much more! In the guided approach provided by RapidMiner Studio, that means:ĭeploying your models in the Deployments View ("Model Ops")įrom within Auto Model, you can deploy a model with a single click!Ī deployment is a collection of models describing the same input data. To realize the full value of your models, you have to put them into production. ![]() RapidMiner Studio downloads all database and other connections available to the local user upon opening the RapidMiner Server repository.See also the video introductions to Model Operations: You can define connections on RapidMiner Server and assign appropriate access rights instead of individually configuring those connections for each user. Use the RapidMiner Server repository in the same way as you use the RapidMiner Studio local repository, although additionally, with correct permissions, users can share content. ![]() Those processes reference data sources, which can exist directly in the RapidMiner Server repository, or can be referenced by connections that are used in operators. You create processes in RapidMiner Studio and then save them to the RapidMiner Server repository. When you open the RapidMiner Server repository in the Repository view of RapidMiner Studio, the platforms collaborate, making the data and process available to both applications. The RapidMiner Server repository, as with the local RapidMiner Studio repository, contains processes and data. Although true for any configuration, in the case of multiple clients, access rights management is particularly important for preventing unauthorized user access to repositories. RapidMiner Studio and RapidMiner Server communicate via HTTP(S) you must assign and open the communication port on each instance in the configuration. (The installation instructions provide an example of creating a MySQL database schema.) You can use an existing database server or create a new one it can reside locally or on a remote host. The RapidMiner Server database (schema) stores configuration files, cron job details, user report requests, and other internal RapidMiner data. Connections to the data sources are used when building processes with operators such as Read Database or Write Amazon S3. Best practice suggests that you configure both RapidMiner Server and RapidMiner Studio with access to the data source. Connections allow you to connect to databases or to connect to other data sources. The individual user data sources, for example, those used for model building. While you can run a process from RapidMiner Server, if you want to edit or change a process, you must make those changes through RapidMiner Studio.Īlso accessible from RapidMiner Studio, the RapidMiner Server repository contains the RapidMiner Server processes and data. For each instance of RapidMiner Server, you can connect one or multiple RapidMiner Studio clients.Īlthough a separate application and license, RapidMiner Server requires RapidMiner Studio for operations. RapidMiner Studio and RapidMiner Server connect and interact with each other, employing standard protocols. RapidMiner Studio is where you build and edit analytic processes. There are several main components to a RapidMiner Server configuration: Component With shared repositories and version management, contributors throughout your organization can - locally or remotely - collaborate, build interactive apps, and visualize results using HTML5 charts and maps. It seamlessly integrates with not only RapidMiner Studio, but other enterprise data sources as well, allowing processes to continually update so that they reflect any changes to external data sources. RapidMiner Server is a performance-optimized application server where you can schedule and run your analytic processes and quickly return your results. You are viewing the RapidMiner Server documentation for version 7.6 - Check here for latest version RapidMiner Server Overview ![]()
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