Who’s Who In Machine-Learning Platform Vendors

Data science/AI teams use predictive analytics and machine-learning (PAML) platforms to develop and deploy AI models confidently, quickly, and efficiently. Forrester has identified 37 PAML vendors and categorized them into three key market segments: multimodal, notebook-based, and automation-focused PAML solutions. Multimodal PAML vendors provide the widest breadth of tools for building models; notebook-based PAML vendors provide tools centered on programming languages; and automation-focused PAML vendors make building models push-button simple. PAML vendors are rapidly innovating in three areas: data prep to speed up time-to-value for data science, automated machine learning to build models faster, and model operations to create machine-learning impact. It’s time for data science/AI teams to shop for PAML tools to understand and adopt a platform that enables more productivity and smoother model deployments.