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AI Coding Workflows: From Cloud to Local

AI Coding Workflows: From Cloud to Local is a course that guides developers through transitioning their AI coding setups from cloud-based to hybrid and fully local environments, evaluating tradeoffs in cost, speed, and usage metrics.

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AI Coding Workflows: From Cloud to Local is a comprehensive course designed for developers who want more control over their AI coding environments. Starting with a Claude Code baseline, participants will learn to structure work for smaller models, switch coding agents, and connect to different models and providers. The course progresses from cloud to hybrid and fully local workflows, allowing developers to evaluate tradeoffs in cost, speed, and usage metrics.

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Taught by Paul Everitt, Developer Advocate at JetBrains, this course is built in partnership with JetBrains and offers a hands-on approach to understanding AI coding setups. Participants will rebuild the same Python app in various environments, starting with a cloud-based workflow and moving to hybrid and local setups. Each stage of the course highlights the impact of different choices on cost, speed, and data privacy.

The course includes 14 video lessons and one graded assignment, providing a structured learning path for intermediate-level developers. By the end of the course, participants will be equipped to choose AI coding workflows that best fit their needs, considering the tradeoffs involved.

Ideal for developers familiar with AI coding agents like Claude Code or Codex, the course requires comfort with Python and working in the terminal. The lessons on local models are best suited for machines with reasonable capabilities. Additional learning features, such as quizzes and projects, are available with DeepLearning.AI Pro membership.

  • CategoryAI Coding Assistants
  • Pricing ModelMembership

  • Evaluate tradeoffs among AI coding setups

  • Use focused context and clear specs

  • Rebuild apps in cloud, hybrid, and local workflows

  • Understand cost, speed, and usage metrics

  • Learn from Developer Advocate Paul Everitt

  • Intermediate-level course

  • 14 video lessons

  • 1 graded assignment

  1. Configure: Set up your environment

  2. Use: Implement Claude Code baseline

  3. Optimise: Transition to hybrid and local workflows

  4. Evaluate: Assess tradeoffs in different setups

  • Cloud-based workflow
  • Hybrid workflow
  • Local workflow
  • Cost evaluation
  • Speed optimization

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