All Learning Journeys
Learning Journey

AI Engineer

Path to AI Engineer ??? a career track learning journey

6???8 months Beginner to Advanced 4 courses

Learning Roadmap

4 Modules · 4 Assessments · 1 Final Certification Exam

Highest-Demand Career

One of the fastest-growing, best-paid roles in tech today.

Skills That Compound

Every module builds on the last.

Works Across Every Industry

Every sector needs these skills.

Practice-Based, Not Just Theory

Each module ends in a quiz and assignment, not passive watching.

1

MODULE 01 · FOUNDATIONS

Foundations of AI & Programming

Build the mathematical and programming base every AI engineer relies on.

Python for AILinear Algebra & ProbabilityData StructuresIntro to Machine Learning

Assessment

Online MCQ Quiz + Practice Assignment

Self-paced, auto-graded checkpoint to unlock Module 2

Role Unlocked

AI Foundations Associate

2

MODULE 02 · CORE MACHINE LEARNING

Machine Learning & Data Engineering

Learn to build, train, and evaluate models on real, messy data.

Supervised & Unsupervised LearningFeature EngineeringData PipelinesModel Evaluation

Assessment

Online Quiz + Case Study Assignment

Submitted online, reviewed to unlock Module 3

Role Unlocked

Junior Machine Learning Engineer

3

MODULE 03 · DEEP LEARNING & LLMS

Deep Learning, NLP & Large Language Models

Go from neural networks to modern transformer-based LLMs and prompting.

Neural Networks (CNN/RNN)TransformersLLM FundamentalsPrompt Engineering

Assessment

Online Quiz + Guided Assignment

Submitted online, reviewed to unlock Module 4

Role Unlocked

AI / ML Engineer

4

MODULE 04 · GENAI & DEPLOYMENT

Generative AI, MLOps & Deployment

Ship real AI systems ??? from RAG and fine-tuning to production deployment.

RAG & Fine-TuningMLOps & Model MonitoringDeployment PipelinesAI Ethics & Governance

Assessment

Online Quiz + Final Project Assignment

Submitted online to unlock Final Assessment

Role Unlocked

AI Engineer (Deployment Ready)

Full Journey · Free

Final Certification Assessment

A cumulative online MCQ exam covering all four modules ??? ML, deep learning, GenAI and deployment.

70%

Pass Mark

Certified AI Engineer

AI-Cadence Academy Credential