RapidMiner certified · ML Professional | Use Cases Master

Engineering Next-Gen
Intelligence on RapidMiner

Custom operators, GenAI agents, and document & time-series toolkits for Altair AI Studio and RapidMiner.

Altair AI Studio  ·  my workbench
Data science workspace with a neural workflow graph on a curved monitor
Altair AI Studio ONLINE
Operators shipped 98
Extensions 5 Java & Python extensions built
Operators 98 Across my Python toolkits
Model providers 10 Supported by AI Studio Agent
Experience 20+ Years in technology & data
// Extensions I build

Featured Projects & Extensions

Built for Altair AI Studio / RapidMiner Studio 10.2+

Flagship Extension GenAI agent · MCP AI Studio 10.2+ · Java

AI Studio Agent

An AI agent that lives inside Altair AI Studio. Chat with it from a dockable panel, connect it to the model provider you already use, and give it tools through MCP servers. It plans multi-step tasks, can look up examples in your own local repositories, and remembers corrections you teach it with /learn.

​
Privacy first

Conversation memory, learned lessons, and usage statistics are opt-in, stay on your computer, and are never transmitted.

— Field experiment by Marco A. Barradas · not an official Siemens product
AI Studio Agent · chat commands v2.1.2

// Teach, track and review — without leaving Studio

/learn <lesson>  remember a correction
/done <step>    mark a plan step as handled
/stats           local usage statistics
/export          share them explicitly

Providers: 10 MCP: stdio · HTTP/SSE
Documents & RAG 39 operators

Documents Toolbox

Convert PDF, Word, Excel and PowerPoint files to Markdown or PDF, run OCR, extract text, tables and images, chunk content for RAG, compare document versions, and render Markdown back to HTML, PDF, DOCX or PPTX.

Python extension · MarkItDown & Docling engines
Time Series 29 operators

Time Series Toolbox

Explore seasonality and stationarity, transform series, then train, backtest, compare and explain Darts forecasting models — and detect anomalies with PyOD models you can train, compare and evaluate.

Python SDK 2.0 · Darts & PyOD · Beta
Production Process Architectures

Sample Process & Workflow Downloads

Plug-and-play RapidMiner process files (.rmp) with bundled synthetic datasets, ready for immediate validation.

Browse all workflows
Industrial IoT 84 KB

End-to-End Predictive Maintenance & Failure Anomaly Detection

Full-cycle anomaly segmentation for rotating factory turbines. Streams sensor logs through rolling time-series windows, synthesizes spectral features, fits a memory-tuned XGBoost model, and exports compiled binaries for edge scoring gateways.

AUC 0.963 4.2 s execution
Download .rmp & data
Customer Experience 62 KB

Customer Sentiment & Intent Classification with HuggingFace Embeddings

Brings transformer representations into RapidMiner without leaving the canvas. Streams tokenized sentence vectors into a regularized logistic regression with automated LDA topic clustering.

Accuracy 94.8% MiniLM-L6-v2 embeddings
Download .rmp & data
Telco & Churn 54 KB

Enterprise Churn Prevention with Automated Cost-Matrix Optimization

Handles class imbalance with SMOTE and shifts the focus from accuracy to business risk: false negatives (a lost subscriber, $950) are weighted 9.5× over false positives (a retention discount, $100).

ROI +$412k / quarter Slack-triggered alerts
Download .rmp & data
Built and tested on Altair AI Studio / RapidMiner 10.2+ Extensions Index  •  GitHub Repository  •  Download All .rmp Samples