Home > AI Solutions > Artificial Intelligence > White Papers > AI Driven Speech Recognition and Synthesis on Dell APEX Cloud Platform for Red Hat OpenShift > Overview
Deep learning (DL), machine learning (ML), and artificial intelligence (AI) are pivotal forces driving business success today. These cutting-edge technologies use models to learn from existing data and generate valuable insights based on new inputs. Their success stems from refined algorithms, access to large datasets, and the increased computational power of CPUs and GPUs.
Natural language processing (NLP) exemplifies AI-powered technology that streamlines operations and simplifies customer journeys. In this context, speech recognition and synthesis have emerged as valuable features. The ability to develop conversational applications with high accuracy and efficiency becomes a competitive advantage across sectors such as retail, manufacturing, IT, banking, telecom, and healthcare.
To help businesses understand the benefits of conversational AI applications and how to implement them, Dell Technologies developed a reference design based on the Dell APEX Cloud Platform for Red Hat OpenShift. The infrastructure comprises a jointly engineered solution containing Dell servers, the Red Hat OpenShift platform, and a management layer integrated into the Red Hat OpenShift console. The speech models and services are based on the NVIDIA Riva solution, which is part of the NVIDIA AI Enterprise platform. Finally, Red Hat OpenShift AI and Red Hat OpenShift Developer are proposed for easy testing and deployment.