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CMSR Data Miner / Machine Learning / Rule Engine Studio
Predictive Modeling by Machine Learning & Rule Engine & Data Mining

CMSR Data Miner / Machine Learning / Rule Engine Studio (CMSR Studio for short) provides an integrated environment for machine learning, predictive modeling, expert system shell rule engine, and big-data data mining. CMSR is a perfect platform to develop advanced predictive models using deep learning techniques, for business data, combining predictive models and business rules. Deploy models on the web and mobile devices, and embed machine learning predictive models into business applications.

CMSR Studio Screenshots

Full Graphical User Interface and Powerful Data Visualization Tools
CMSR provides easy-to-use Graphical User Interfaces (GUI) with intuitive powerful model and data visualization tools. You can analyze data and develop advanced powerful models very easily with GUI interface. No need for programming long cranky codes.

Codingless Machine Learning: No Coding and No Debugging!
Machine learning? CMSR provides easy-to-use powerful graphical interface. No error-prone coding and debugging is required!

Full Model Development Life Cycle Support
Data Analysis, Variable Relevancy/Principal Factor Analysis, (Rule-based) Data Transformation, Modeling, Model Integration, Deep Learning with Rule Engine, Model Validation & Fitness Testing, Database Scoring & Updates, Model Deployment on the web and Android and embedded applications. CMSR is a Swiss Army Knife of machine learning, predictive modeling and data science. It covers full model development life cycle.

Model Code Generation for Embedded Applications
Designed for developing AI/ML-based business & medical solutions, and embedded applications. Predictive models (neural networks, SOM, decision tree, regression) can generate model source codes in Python, PHP, Java/JSP/Android, C/C++/Objective-C, C#, VB, Excel/VBA, Swift, Ruby and JavaScript/Node.js. Image processing models can generate source codes in Java, C/C++ and Swift.

High Performance
CMSR employs the following technology to provide high performance;

  • In-Memory Technology: Large advanced in-memory data management technology provides high performance.
  • Fine-grained Data Parallel Image Processing: CPU and GPU. Multi-core-threads and GPU computing for image modeling.

SQL Database Support
CMSR supports connections to most standard SQL database systems through JDBC drivers: MySQL, PostgreSQL, SQL Server, MariaDB, Amazon Redshift, Hive/Hadoop, Oracle, DB2, etc. Models can be applied to database tables directly. Data can be imported directly from database tables. Charts can be drawn directly from database tables.

Windows and MacOS Supported
CMSR is developed with Java. It can run on Windows and Mac OS.

YouTube Tutorial Demo Videos: CMSR and Neural Network Modeling

YouTube Videos on Basic operations. Neural network modeling for risk management.

For free downloads, please visit CMSR Download Request.

Neural Network Algorithms and Applications

Object labeling and image creation software is also included. It supports various image augmentation tools such as crop, resize shift,, rotation, etc.

Other Algorithms and Charts

For more information, please click here.

For free downloads, please visit CMSR Download Request.


[ Screenshots of CMSR Data Miner / Machine Learning Studio ]

(For full view, click the images.)

For free downloads, please visit CMSR Download Request.

[CMSR Update] If you already have CMSR Studio, you can update to the latest version. For update download, click CMSR Update Download.


(Note that StarProbe data miner is replaced with CMSR Data Miner / Machine Learning / Rule Engine Studio.)