SAS Viya: The Comprehensive AI and Analytics Platform
SAS Viya is a cutting-edge, end-to-end data and AI platform designed to streamline and enhance the entire data and AI analytics life cycle, from data management and model development to deployment and monitoring. Here’s an overview of what SAS Viya offers and its key features.
What SAS Viya Does
SAS Viya is engineered to transform raw data into trustworthy insights, enabling organizations to make informed, data-driven decisions. It integrates data from virtually any source, regardless of size or complexity, and supports a wide range of analytical tasks, including data mining, machine learning, and model deployment. The platform is built to ensure trustworthy AI practices at every stage, promoting responsible innovation and fairness in decision-making.
Key Features and Functionality
Data Management
- Integration and Automation: SAS Viya integrates data from various sources, utilizing intelligent automation to streamline data preparation and reduce bottlenecks. It offers no-code and automated ETL (Extract, Transform, Load) processes, saving hours of manual work.
- Data Quality and Governance: The platform ensures high-quality and reliable data through data governance, tracking data and model lineage to identify which models need retraining if data changes.
Model Development
- Comprehensive Machine Learning Tools: SAS Viya provides intuitive machine learning tools with automated feature engineering capabilities, quick-start model recommendations, and transparent model tuning. It supports end-to-end data mining and machine learning processes with visual and programming interfaces for users of all skill levels.
- Model Tournaments: The platform identifies the most effective models or ensembles through model tournaments, optimizing analytics for specific business expectations.
- Advanced Algorithms: SAS Viya includes a range of algorithms such as logistic regression, linear regression, decision trees, neural networks, and more. It also features enhanced feature engineering techniques like Robust PCA (RPCA) and Moving Window PCA.
Deployment and Monitoring
- Seamless Deployment: SAS Viya allows for hassle-free deployment of models across various environments. It automates performance monitoring, retraining models quickly, and ensures models perform as expected in real-world scenarios.
- MLOps Capabilities: The platform simplifies the creation and management of model collections, enabling MLOps engineers to govern, validate, test, and deploy models efficiently from a single interface. It also provides automatic performance reports and visualizations.
Performance and Scalability
- Speed and Efficiency: SAS Viya performs data and AI tasks up to 30 times faster than competitors, accelerating the analytics process to keep pace with business needs. It reduces cloud operating costs by an average of 86% compared to alternative solutions.
- Scalability: The platform scales according to computational needs, handling large or small datasets without compromising performance. Its cloud-native architecture maximizes scalability, flexibility, and cost-efficiency.
Collaboration and Usability
- Collaborative Environment: SAS Viya offers a centralized platform that enhances collaboration among teams. It provides intuitive visual interfaces, low-code and no-code options, and supports integration with various open-source technologies like Python and R.
- User-Friendly Experience: The platform allows users of all skill levels to explore, model, and visualize data easily. Business analysts can achieve up to 86% of data and AI life cycle tasks, a 30% greater completion rate than the next-best alternative.
Additional Capabilities
- Decisioning and Real-Time Analytics: SAS Viya combines business rules, real-time event detection, decision governance, and powerful analytics to automate operational decisions and perform what-if scenario analysis.
- Responsible Innovation: The platform ensures that every data-driven decision is responsible, fair, and monitored for bias, aligning with the principles of responsible innovation.
In summary, SAS Viya is a powerful and versatile platform that accelerates the data and AI analytics life cycle, offering unparalleled speed, scalability, and cost efficiency. Its comprehensive features and functionalities make it an ideal solution for organizations seeking to derive trustworthy insights from their data.