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Learning Paths

Pick a path. Build your way through it.

6 structured routes from fundamentals to advanced engineering. Every path is project-first, free, and ends with a capstone you can show to employers.

Beginner6 weeks

Python Foundations

From zero to confident Python developer

Start from first principles and build up to writing production-quality Python. You will learn the language by shipping small, real programs, not by memorizing syntax. By the end, you can read open-source code, write tests, and structure a project like a professional.

  • Python 3
  • Data structures
  • OOP
  • Testing with pytest
  • Virtual environments
  • Type hints
Intermediate10 weeks

Machine Learning Engineer

Models you can explain, code you can ship

Learn machine learning the practical way: implement the core algorithms, understand the math just deeply enough to debug them, and then use scikit-learn and PyTorch the way working ML engineers do. Every module ends with a project on a real dataset.

  • NumPy & pandas
  • scikit-learn
  • PyTorch
  • Model evaluation
  • Feature engineering
  • Experiment tracking
Advanced8 weeks

LLM Engineering

Build production systems on top of language models

The skills companies are hiring for right now: prompting as engineering, retrieval-augmented generation, agents with tool use, and rigorous evaluation. You will build a complete RAG application and an agent system, and learn how to measure whether they actually work.

  • Prompt engineering
  • Embeddings
  • Vector databases
  • RAG
  • AI agents
  • LLM evaluation
Intermediate8 weeks

Backend Engineering with FastAPI

Typed APIs, real databases, honest tests

Build backends the way strong engineering teams do. You will design REST APIs with FastAPI, model data in PostgreSQL, handle authentication properly, and write the tests that let you refactor without fear.

  • FastAPI
  • PostgreSQL
  • SQLAlchemy
  • Auth & JWT
  • Pydantic
  • API testing
Intermediate8 weeks

Full-Stack with React & Next.js

Modern frontends that are fast and accessible

Learn React deeply (including components, hooks, and server components) and then use Next.js to build full applications: routing, data fetching, forms, authentication, and deployment. Accessibility and performance are treated as requirements, not extras.

  • React
  • Next.js App Router
  • TypeScript
  • Tailwind CSS
  • Accessibility
  • Web performance
Advanced6 weeks

System Design

Think in systems, interview with confidence

Move from writing code to designing systems. Learn the building blocks, such as load balancers, caches, queues, and replication, then practice composing them into architectures for real products, with the trade-off analysis interviewers and senior engineers expect.

  • Scalability
  • Caching
  • Message queues
  • Database replication
  • Consistency models
  • Interview technique