Your complete roadmap from beginner to senior AI engineer. Map existing courses, identify gaps, and discover job opportunities at each stage of your journey.
A structured progression from absolute beginner to senior AI engineer, mapped to real industry job roles.
Build programming and data fundamentals
4 weeks • Foundation course
6 weeks • Essential math foundations
Missing: Data Structures & Algorithms course
Entry-Level
Internships
Salary Range
£20,000 - £35,000
Master AI frameworks and build RAG systems
6 weeks • Production RAG systems
6 weeks • Advanced agentic RAG
Missing: Prompt Engineering course, LLM API Integration course, Vector Database Deep Dive
Mid-Level
Specializations
Salary Range
£40,000 - £70,000
Become a production-ready AI engineer
Missing: Deep Learning Specialization, Computer Vision course, NLP Advanced course, MLOps Deep Dive
Senior-Level
Specializations
Salary Range
£70,000 - £120,000
Build secure, scalable enterprise AI systems
Missing: AI Security & Privacy course, Kubernetes for AI course, AI Governance & Compliance course
Expert-Level
Leadership
Salary Range
£100,000 - £200,000+
Master AI strategy and business implementation
Consulting
Internal Roles
Salary Range
£80,000 - £150,000+
Courses we've identified as missing from the learning path. These would strengthen the curriculum.
Real job roles in the AI engineering industry, mapped to our learning path stages.
Build Python applications, work with APIs, and support development teams.
Salary: £20,000 - £30,000
Assist with data analysis, build basic models, and learn from senior data scientists.
Salary: £18,000 - £25,000
Build and deploy RAG systems, work with LLMs, and integrate AI into applications.
Salary: £45,000 - £70,000
Develop generative AI applications, build chatbots, and create AI-powered features.
Salary: £50,000 - £75,000
Design and build production AI systems, lead technical decisions, and mentor junior engineers.
Salary: £75,000 - £120,000
Build, train, and deploy machine learning models at scale. Focus on production ML systems.
Salary: £80,000 - £130,000
Design enterprise AI infrastructure, ensure security and compliance, and lead technical strategy.
Salary: £120,000 - £180,000
Set technical direction, solve complex problems, and influence company-wide AI strategy.
Salary: £140,000 - £200,000+
Follow our structured learning path from beginner to senior AI engineer. Each course builds on the previous one, preparing you for real industry roles.