RapidMiner Academy - Content Library
We offer direct access to our micro-modular learning content through the Catalog below.
We have grouped the content into the general topics, 'Applications & Use Cases', 'Machine Learning', 'Data Engineering' and 'Administration and Deployment’. These topics form the basic structure for the majority of our Courses. They are designed with our users' role-based learning requirements in mind.
The same structure is also used for naming the Certification Exams which we provide to you for assessment and proof of your skills and to celebrate your learning progress.
For additional guidance, we have created Learning Paths
-
Get Started with RapidMiner & Machine Learning
This track of RapidMiner Tutorials introduces you to RapidMiner's Studio and platform, while also explaining many important data science concepts.
-
Data Science Professional with RapidMiner
Te Professional level path covers the full breath of knowledge required to succeed with Data Science for beginners and intermediate users.
-
Data Science Master with RapidMiner
The title of this learning path says it all. This track is pushing skills to an advanced level in machine learning, deployment, operationalization, da…
-
Applications & Use Cases of Data Science
Knowing where, when and how to put data science and machine learning into action is of great value. So we created this learning path to help with that…
-
Machine Learning
RapidMiner's core competence is Machine Learning, so this learning path is close to our heart. It leads the way from beginner level through some reall…
-
Data Engineering
Data extraction, transformation and aggregation but also enrichment and reduction are part of data engineering and they are all covered in this track.
-
AI for Executives
Every executive needs to be AI literate. This is a short-course that covers what you need to know in order to ask the right questions.
-
Applications & Use Cases Professional
AI, machine learning and data science can become a competitive advantage and so everyone is interested to see if they can be applied on their problems…
-
Machine Learning Professional
The topics of this course form the foundation of data science and machine learning. Classification, clustering and regression and the relevant common …
-
Data Engineering Professional
Data Engineering is about all aspects of data and so is this course. We address how to access and load data, how to transform it and how to do calcula…
-
Applications & Use Cases Master
When machine learning and data science is addressed it is often overlooked that there is a great gap between producing a good model and having it run …
-
Machine Learning Master
This course is all focused on machine learning and core data science topics. It covers advanced classification and regression models as well as time s…
-
Data Engineering Master
This course is about advanced methods of handling, preparing and enriching data. It addresses data cleansing but also processing of unstructured text …
-
Platform Administration Master
The Platform Administration Master is focused on classical administration knowledge such as installation and configuration of the RapidMiner AI Hub an…
-
Time Series Analytics
This short course is focusing on all aspects of time series analytics. It covers the tools and techniques around data preparation as well as time seri…
-
Text and Web Mining with RapidMiner
This short course is focusing on Text and Web Mining. We are starting you off with a fun introduction on the core concept (word-vectors, tokenization,…
-
Dashboards with Web Apps
RapidMiner AI Hub provides the option to create Web Apps which can be displayed as full pages embedded into other sites. Her we show you how Web Apps …
-
Establishing Data Science in Organizations
The adoption of Data Science in an organization depends not only on suitable use cases and availability of data but also on a clear plan on how to inv…
-
Data Science Solutions Master Certification
This is your chance to demonstrate your applied data science skills. It is a project based certification. You bring your own use-case, your own data, …
Content Catalog
-
Visualizing Data with Animated Plot
VideoViewing time: ~5m Create an animation on a time-series weather dataset usin…
Open -
Python Learner
VideoViewing time: ~3m Use the Python Learner operator to create a custom machi…
Open -
Python Transformer
VideoViewing time: ~5m Use the Python Transformer operator to create a custom R…
Open -
Solution: Retail Pricing Optimization
RapidMiner Goldmine SolutionHere we attempt to prescribe the commodity pricing that will optimize total…
Open -
Data Visualization - Plot Style & Settings
VideoViewing time: ~3m In this video, we will show you how we can configure our …
Open -
Establishing Data Science in Organizations
CourseThe adoption of Data Science in an organization depends not only on suitabl…
Open -
Projects and version control
VideoViewing time: ~7m AI Hub uses Git-based repositories for version-controlle…
Open -
Solution: Hydraulics Condition
RapidMiner Goldmine SolutionHere we attempt to monitor hydraulics equipment based on sensor data.
Open -
Scoring data with the RTS-Agent
VideoViewing time: ~8m How to test or invoke the RapidMiner's Real-time Scoring…
Open -
Adding a deployment to the Real-time Scoring Agent
VideoViewing time: ~7m To put your scoring processes into production simply dow…
Open -
RTS-Agent - what's that?
VideoViewing time: ~5m What is the Real-time Scoring Agent, when to use it and …
Open -
AI Hub Components Overview
VideoViewing time: ~5m Developing processes is step one but then what? This modu…
Open -
Adding extensions to AI Hub
VideoViewing time: ~4m To add the extensions to the AI Hub, you need to find th…
Open -
Upgrading Rapidminer AI Hub
VideoViewing time: ~6m Learn different Docker upgrades- for smaller patch relea…
Open -
Solution: Milling Insert Predictive Maintenance
RapidMiner Goldmine SolutionWe would like to design a gauge and warning light for a milling machine for…
Open -
Data Science Solutions Master Certification
Certification ExamThis is your chance to demonstrate your applied data science skills. It is …
Open -
Dashboards - 08 - Create Series Graphs
VideoViewing time: ~5m Create series graphics; they are a very important part o…
Open -
Dashboards - 07 - Prepare for Series Graphs
VideoViewing time: ~4m How to override display names, individual colors and mor…
Open -
Dashboards - 06 - Attributes Stats And Layout
VideoViewing time: ~6m How to override display names, individual colors and mor…
Open -
Dashboards - 05 - Input Selection And Change Graph
VideoViewing time: ~5m Create multiple graphs, with different, but related, inp…
Open -
Dashboards - 04 - Configure Graph
VideoViewing time: ~3m Configure a simple graph in RapidMiner AI Hub Dashboards
Open -
Dashboards - 03 - Create Graph
VideoViewing time: ~3m Create a simple graph in RapidMiner AI Hub
Open -
Dashboards - 02 - Create First Dashboard
VideoViewing time: ~2m Create a simple dashboard in RapidMiner AI Hub
Open -
Dashboards - 01 - Data and Webservice
VideoViewing time: ~3m This guide shows the creation of dashboards in RapidMine…
Open -
Deep Learning for Regression
VideoViewing time: ~2m Build a Deep Learning model for regression in RapidMiner…
Open -
Deep Learning for Classification
VideoViewing time: ~4m Build a Deep Learning model for classification in RapidM…
Open -
Introduction to Deep Learning
VideoViewing time: ~16m Learn concepts and terminology for Deep Learning.
Open -
Time Series Forecast and Validation with Holt-Winters
VideoViewing time: ~4m See how to generate and configure a Holt-Winters model. …
Open -
Introduction to Ensembles
VideoViewing time: ~3m Learn about different types of ensemble models with spec…
Open -
R Model Demo
VideoViewing time: ~3m Watch and do! Integrate and cross validate an r language…
Open -
Python Model Demo
VideoViewing time: ~3m Watch and do! Integrate and cross validate a python mode…
Open -
Evolutionary Parameter Optimization Demo
VideoViewing time: ~2m Programmatically optimize model parameters in RapidMiner…
Open -
Evolutionary Parameter Optimization Intro
VideoViewing time: ~2m Programmatically optimize model parameters
Open -
Auto Feature Engineering demo
VideoViewing time: ~5m Watch and do! Implement multi-objective feature engineer…
Open -
Evolutionary Feature Selection demo
VideoViewing time: ~2m Watch and do! Implement evolutionary feature selection, …
Open -
Performance Costs intro
VideoViewing time: ~4m Get a preview of a powerful performance measurement tech…
Open -
Cross Validation Introduction
VideoViewing time: ~8m Take a deeper look into cross validation performance mea…
Open -
AI Hub Deployment with Docker
VideoViewing time: ~5m In this tutorial we demo a full RapidMiner AI Hub deploy…
Open -
Docker on Windows
VideoViewing time: ~10m Objective of this demo is to show how to install and us…
Open -
Docker on Linux
VideoViewing time: ~18m In this demo we show you how to install docker and dock…
Open -
Introduction to Docker
VideoViewing time: ~5m Get a quick intro to Docker, Docker Compose and Docker H…
Open -
Logging Runtime Values
VideoViewing time: ~3m Programmatically optimize model parameters in RapidMiner…
Open -
Text Processing Demo
VideoViewing time: ~4m Watch and do! Explore several ways to process text.
Open -
TFIDF Demo
VideoViewing time: ~1m Watch and do! Explore a manual implementation of TFIDF…
Open -
Basic Text Vectorization
VideoViewing time: ~3m Watch and do! Explore a manual implementation of simple …
Open -
Text Processing Extension
VideoViewing time: ~2m Learn about the Text Processing Extension and key concep…
Open -
TFIDF Intro
VideoViewing time: ~3m Learn about what TFIDF is and what it is for.
Open -
Text Processing Intro
VideoViewing time: ~7m Learn the basic concepts of text processing and preparin…
Open