Designing Machine Learning Based Model for Real World Problem Using No Code Platform Altair® AI Studio

Presentation by Dr. Ashok Sharma, Department of Computer of Science and IT Affiliation at University of Jammu, India as part of Altair's Future.Industry 2025 conference.

The rapid advancements in artificial intelligence have made machine learning (ML) a critical tool for solving real-world problems across various domains. However, the complexity of ML model design has often been a barrier for non-technical users. Altair AI Studio, a powerful no-code platform, bridges this gap by enabling users to design ML models with ease, even without prior programming expertise.

Over the past nine years, this platform has been utilized to develop diverse predictive and engagement models, particularly in the context of higher education. It supports the development of supervised, unsupervised, and natural language processing (NLP)-based models, offering seamless integration with AI-driven guidance for selecting operators and probabilities. The platform’s ability to process 14 input formats, including images, enhances its versatility for real-world applications.

For academia at Altair AI Studio is a game-changer in research and teaching. It enables educators and researchers to build sophisticated models, such as predictive analytics for learners’ performance, engagement models for hybrid courses, and sentiment analysis for improving lecture content. Its ease of use makes it an excellent teaching tool for introducing students to AI and ML concepts, providing hands-on experience with real-world applications.