Knowledge Studio
Machine Learning and Predictive Analytics Solutions
Knowledge Studio is an advanced AI big data predictive analytics solution with a visual interface that can quickly turn data analysis into highly visual and easy-to-interpret results. During use, users do not need any programming background – they can build predictive models and analyze data simply by dragging and dropping functional blocks.
Product Features
Easy to Use and Quick to Learn
Knowledge Studio provides an intuitive and interactive interface that lets users quickly understand data distribution and content through visual charts.
The visualized results of predictive analytics models are also easy to understand and explain, allowing users to spend more time on decision-making and asking new questions.
Transparent and Interpretable AI Models
Knowledge Studio includes many commonly used big data analytics algorithms, including regression models, cluster analysis, random forest, deep learning, time series, and other models.
In addition, Knowledge Studio offers Automated Machine Learning (AutoML), enabling both beginners and advanced users to build effective predictive models without writing code.
The transparent workflow makes the AI model’s prediction results and selections trustworthy.
Supports Export to Common Programming Languages
.Knowledge Studio supports Python, R, and other commonly used programming languages.
Models trained in Knowledge Studio can automatically generate corresponding program code.
Advanced users can export AI big data predictive models as subroutines and integrate them with existing in-house systems, ultimately deploying them and using the models to assist with analysis and prediction.
Product Functions
Knowledge Studio can be applied to engineering problems such as preliminary evaluation of product performance, predictive maintenance of robot arms, and analysis of key factors across product design / development / failure.
Supported Input Data Formats
- Plain text files: *.txt; *.csv
- Microsoft Excel: *.xls; *.xlsx
- R language: *.rdata
- SAS: *.sas7bdat; *.ssd; *.tpt; *.stc
- SPSS: *.sav; *.por
- Altair native data analytics format: *.kdd
Data Preparation Function Blocks
Pre-built data preparation function blocks allow you to perform data aggregation and processing directly inside Knowledge Studio.
A wide range of AI big data models is available, including decision trees, strategy trees, random forests, logistic regression, linear regression, deep learning, and more.
Simply drag the blocks into the workspace to quickly configure and use them.
Deployment and Usage
Knowledge Studio can export trained predictive models as subroutines in commonly used programming languages so they can be integrated and deployed within large enterprises’ existing systems, such as Python, R, SAS, Java, and C.
Import Data |
AutoML Automated Machine Learning |
AutoML evaluates the suitability of predictive models
Conclusion
Many enterprise users leverage Knowledge Studio to realize the value of powerful analytical and predictive capabilities, maximizing the benefits generated from their big data assets.
Richin Technology is a “CAE and AI data analytics expert”, and we have successfully completed many case studies.
▶ Contact us now to get more information.
▶ Subscribe to the Richin YouTube channel to explore more CAE and data analytics content.
