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Learning Path Curriculum

AI Engineer

From Python fundamentals to RAG, agents, MCP and LLMOps — building AI systems that actually run.

8 target skills33 interactive tasks live100% Free Sandbox
0/33 tasks completed

Modules & Skills

Curriculum Modules

Master the technical stack through sequence-oriented modules with real hands-on lab tasks.

SKILL 01

Python

4 Tasks

The working language of AI engineering.

0/4 done

Topics Covered (2)

• Your First Python Script2 tasks
• Testing & Typing Your AI Code2 tasks
Curriculum TrackOpen Skill Lessons ↗
SKILL 02

LLM Fundamentals

4 Tasks

Tokens, context windows and inference.

0/4 done

Topics Covered (2)

• Tokens and Context Windows2 tasks
• Sampling & Output Contracts2 tasks
Curriculum TrackOpen Skill Lessons ↗
SKILL 03

Prompt Engineering

5 Tasks

Structured outputs and reliable instructions.

0/5 done

Topics Covered (3)

• Prompt Engineering Fundamentals2 tasks
• System Prompts and Guardrails1 task
• Few-Shot Examples & Context Budget2 tasks
SKILL 04

RAG

4 Tasks

Retrieval-augmented generation end to end.

0/4 done

Topics Covered (3)

• Embeddings and Vector Search1 task
• Chunking Documents1 task
• The Vector Store2 tasks
SKILL 05

Agent Engineering

4 Tasks

Tool calling, agent loops and the guardrails that keep them in check.

0/4 done

Topics Covered (3)

• Function Calling and Tool Definitions1 task
• Agent Guardrails1 task
• Planning & Memory2 tasks
SKILL 06

LLMOps

4 Tasks

Evaluation, observability and serving in production.

0/4 done

Topics Covered (2)

• Prompt Versioning and Evals2 tasks
• Deploying & Rolling Out Models2 tasks
Curriculum TrackOpen Skill Lessons ↗
SKILL 07

Model Context Protocol

4 Tasks

One protocol for exposing tools, resources and prompts to any model client.

0/4 done

Topics Covered (2)

• Defining an MCP Server2 tasks
• Clients, Resources & Discovery2 tasks
Curriculum TrackOpen Skill Lessons ↗
SKILL 08

LLM Evaluation

4 Tasks

Measure what your prompts and models actually do, before your users tell you.

0/4 done

Topics Covered (2)

• Building Eval Datasets2 tasks
• Metrics & Release Gates2 tasks
Curriculum TrackOpen Skill Lessons ↗