Python Deep Dive for AI
3-4 weeksSkills You'll Build
Python syntax and idioms (if coming from JS)Advanced data structuresType hints and dataclassesAsync/await patternsVirtual environments and package management
Coding Bootcamp Graduate → AI Engineer
Bootcamp Graduate to AI Engineer Learning Path
Transform your coding bootcamp foundation into an AI engineering career. Bootcamp grads have a unique advantage, you've already proven you can learn fast and build under pressure. Now it's time to specialize. This path addresses common bootcamp gaps (algorithms, system design, Python depth) while leveraging your existing web development skills. Expect 4-6 months to reach job-ready status, targeting roles paying $120k-$180k+.
4-6 months
Prerequisites
- Completed coding bootcamp (web development, full-stack, or similar)
- JavaScript or Python programming experience
- Experience building web applications
- Git version control familiarity
- Understanding of REST APIs
Your Learning Path
ML Fundamentals (Implementation Focus)
3-4 weeksSkills You'll Build
Machine learning concepts (practical, not theoretical)How LLMs actually workEmbeddings and vector representationsToken economics and context windowsPrompt engineering basics
LLM API Implementation
3-4 weeksSkills You'll Build
OpenAI API integrationClaude API implementationError handling and retry patternsStreaming responsesCost monitoring and optimization
RAG Systems & Vector Databases
3-4 weeksSkills You'll Build
Text chunking strategiesVector database selection and setupEmbedding model selectionRetrieval optimizationHybrid search patterns
Filling Bootcamp Gaps
3-4 weeksSkills You'll Build
AI system design patternsAlgorithm complexity for AIDatabase design for AI applicationsAPI design best practicesTesting AI systems
Portfolio & Job Preparation
4-6 weeksSkills You'll Build
Building showcase AI projectsGitHub portfolio optimizationAI-specific interview preparationTechnical communication skillsSalary negotiation for AI roles