Overview

Virtual Data Scientist Platform by AutoML

The PROFET AI AutoML Enterprise/Lite is an AutoML solution (Industrial AI Solution for numerical analysis) gains the insight for manufacturing parameters, recipes, unexpected failure, anomaly detection and industrial issues from field (ISA 95, Level 0 and 1) to Level 3 IT systems (Manufactruing Operations Management/ MOM) and Level 4 IT Systems (Enterprise Process Management/ EPM). Flow-oriented UI/UX design makes it intuitive to input datasets (SQL, MSSQL, MySQL, ProstgreSQL, Oracle Databse, MongoDB, Excel, CSV),clean data(ETL/ Extract, Transform, Load),pick ML (Machine Learning) algorithms, train models in 5 minnutes then view score, performance of build-models, deploy models for inference to verify target/valued matrix of industrial issues and applications.



Furthermore, the Industrial AI Solution can re-train the models, manage the product life cycle of models and even record the relation among datasets, applied algorithms and models as history to accumulate the knowhow and experiences of your business.
The PROFET AI AutoML Enterprise/Lite is not just an AutoML solutions, but also the Virtual Data Scientist Platform to help employees to upgrade the AI & Analytics capabilities and gain the profitable insight to improve business performance at all times.

With 50 more up-to-date machine learning algorithms(Bagging, Decision Tree, Gradient Boosting, and more), the Industrial AI Solution can train the models more advance and accurate. The models can be downloaded to IIoT gateway, PAC, PLC, PC-based PLC (SoftPLC), PC-based PAC (SoftMotion), Motion Controller then deploy the models for inference and profitable actions by RESTful API, such as SIEMENS SIMATIC S7-1500, Rockwell Automation (Allen Bradley) CompactLogix 5480, BECKHOFF TwinCAT 3 on CX 2072 as microservices (container-based). It competes with DataRobot, PTC ThingWorx, SAS, C3 AI as AI SaaS for numerical analysis. The cloud native architecture makes it available on the platforms of marquee Cloud Service Providers (CSP), including AWS (Amazon Web Service), Microsoft Azure, Oracle Cloud Infrastructure and SIEMENS MindSphere. Besides the on-premise installation is also available, the users can deploy securely in-house or perform hybrid cloud architecture for powerful and Elastic Computing resources and yet data privacy. This is a complementary software suite to AVEVA, OSIsoft PI, Aspentech, Wonderware InTouch, Bentley Systems and any industrial software suites for AI/ML/Big Data/Numerical Analysis as the assistive tool in many industrial applications and systems.
The PROFET AI AutoML Enterprise/Lite is a no-code AutoML platform to make your business protfit at all times.

AI Functions & Mudules


System Management
The System Management offers user setup, job status & system loading, license activation and log recording to monitor and operate the PROFET AI suite.



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Dataset Manager
The Dataset Manager adds, operates and manages the datasets from files and database.




Model Manager
The Model Manager includes ML model training(Model Manager) and model inference(Model Result) for numerical and time-series data and applications.
The Model Manager allows you to train the ML models by Auto/Rapid/Precision Modes with no coding and low-understanding of the ML algorithms.
The Model Result allows you to run the followings:

• View the score and performance KPIs of each models
• Compare the score and relationship among models.
• Perform the model inference of each models for label simulation

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Parameter Optimization
The Parameter Optimization allows you to combine various models and configure labels, features, weight then generate the optimized results combinations by features for the target labeling value of your applications.