Cloud

term_id: cloud

Category: basic_concepts

Definition

Cloud computing provides scalable infrastructure for AI workloads, allowing developers to access powerful GPUs and storage without maintaining physical data centers. It supports various service models like Infrastructure as a Service (IaaS) for training large models and Platform as a Service (PaaS) for deploying applications. This flexibility enables rapid experimentation and deployment of machine learning solutions at a global scale.

Summary

The cloud refers to remote servers hosted on the internet used to store, manage, and process data and AI models instead of local hardware.

Key Concepts

  • Scalability
  • Infrastructure as a Service
  • Remote Storage
  • Elasticity

Use Cases

  • Training large language models
  • Hosting AI APIs for web applications
  • Storing massive datasets for analytics