Closed Source Models
Closed source models refer to proprietary machine learning or AI models where the source code, architecture, and training data are not publicly available, typically owned and controlled by a single organization. These models are often deployed as black-box services through APIs or software, with usage governed by licensing agreements and commercial terms. They contrast with open-source models, emphasizing intellectual property protection, monetization, and controlled access.
Developers should learn about closed source models when working in enterprise environments that require reliable, supported AI solutions with guaranteed performance, security, and compliance, such as in healthcare, finance, or legal applications. They are used for integrating advanced AI capabilities without the overhead of model development, maintenance, or infrastructure management, leveraging services like GPT-4 or proprietary vision models for tasks like chatbots, content generation, or image analysis.