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🔨 The Builder Forge

A 40-week full-stack engineering and AI/ML build path.

Structured around real projects — APIs, ML pipelines, AI-powered tools, and deployed applications. Each phase covers a core area of the stack, with topics broken into weekly focus areas and daily builds.


Current Status

Currently on Phase 00 — Launchpad Setup (Week 0)


Stack

Backend: Python · FastAPI · Flask Frontend: React · Next.js · Tailwind CSS · TypeScript Databases: PostgreSQL · Supabase · SQLite · ChromaDB AI/ML: scikit-learn · LangChain · Claude API · OpenAI API · Hugging Face · MLflow Cloud: AWS · GCP Deployment: Docker · Vercel · Railway · GitHub Actions Dev Tools: Claude Code · VS Code · Cursor


Phases

Phase Weeks Focus
01 — Foundations 0–6 Python, FastAPI, SQL, PostgreSQL, React, Next.js, Docker, CI/CD
02 — AI/ML & Agents 7–14 scikit-learn, LLM APIs, prompt engineering, LangChain, RAG, agents
03 — Cloud & MLOps 15–22 AWS, GCP, ML pipelines, monitoring, security, performance
04 — Products & SaaS 23–32 Payments, auth, multi-tenancy, API design, testing at scale
05 — Advanced 33–40 Kubernetes, IaC, fine-tuning, data pipelines, Solana, capstone

Projects appear here as they're built and shipped.


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40-week full-stack engineering and AI/ML build path

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