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 Duration 14 hours

Course Outline

Decoding Code with LLMs

  • Prompting techniques for code explanation and walkthroughs
  • Navigating unfamiliar codebases and projects
  • Analyzing control flow, dependencies, and architectural design

Refactoring for Enhanced Maintainability

  • Identifying code smells, dead code, and structural anti-patterns
  • Restructuring functions and modules for improved clarity
  • Utilizing LLMs to propose naming conventions and design optimizations

Boosting Performance and Reliability

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

Automating Code Documentation

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

Toolchain Integration

  • Leveraging VS Code extensions and Copilot Labs for documentation tasks
  • Embedding GPT or Claude within Git pre-commit hooks
  • Integrating documentation and linting checks into CI pipelines

Managing Legacy and Multi-Language Codebases

  • Reverse-engineering older or undocumented systems
  • Cross-language refactoring (e.g., migrating from Python to TypeScript)
  • Case studies and pair-AI programming demonstrations

Ethics, Quality Assurance, and Review

  • Validating AI-generated changes and mitigating hallucinations
  • Best practices for peer review when incorporating LLMs
  • Ensuring reproducibility and adherence to coding standards

Summary and Next Steps

Requirements

  • Proficiency in programming languages such as Python, Java, or JavaScript
  • Knowledge of software architecture principles and code review methodologies
  • Fundamental understanding of large language model functionalities

Target Audience

  • Backend Engineers
  • DevOps Teams
  • Senior Developers and Tech Leads

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