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Course Outline

Comprehending Code via LLMs

  • Prompting strategies for code explanation and walkthroughs.
  • Effectively working with unfamiliar codebases and projects.
  • Analyzing control flow, dependencies, and architectural structures.

Refactoring Code for Maintainability

  • Identifying code smells, dead code, and anti-patterns.
  • Restructuring functions and modules to improve clarity.
  • Leveraging LLMs for naming convention suggestions and design improvements.

Enhancing Performance and Reliability

  • Detecting inefficiencies and security risks with AI assistance.
  • Recommending more efficient algorithms or libraries.
  • Refactoring I/O operations, database queries, and API calls.

Automating Code Documentation

  • Generating function/method-level comments and summaries.
  • Writing and updating README files directly from codebases.
  • Creating Swagger/OpenAPI documentation with LLM support.

Integration with Toolchains

  • Utilizing VS Code extensions and Copilot Labs for documentation.
  • Incorporating GPT or Claude into Git pre-commit hooks.
  • Implementing CI pipeline integration for documentation and linting.

Handling Legacy and Multi-Language Codebases

  • Reverse-engineering older or undocumented systems.
  • Performing cross-language refactoring (e.g., from Python to TypeScript).
  • Exploring case studies and pair-AI programming demos.

Ethics, Quality Assurance, and Review

  • Validating AI-generated changes and preventing hallucinations.
  • Adopting peer review best practices when using LLMs.
  • Ensuring reproducibility and compliance with coding standards.

Summary and Next Steps

Requirements

  • Proficiency in programming languages such as Python, Java, or JavaScript.
  • Familiarity with software architecture and code review methodologies.
  • A foundational understanding of how large language models operate.

Target Audience

  • Backend engineers.
  • DevOps teams.
  • Senior developers and tech leads.
 14 Hours

Custom Corporate Training

Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
Investment

Price per private group, online live training, starting from 3200 € + VAT*

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