AIITE Certificate Program · Track 2 of 5 ← All 5 tracks

Machine Learning Foundations

Core ML theory and math: how models learn, classic algorithms, the foundations everything else builds on. Complete every course below and submit a screenshot of each completion.

Course links open each provider’s own site in a new tab. AIITE does not control their content, pricing, or availability. Some providers charge for graded assignments, completion records, or certificates even when the course itself is free to audit.

7Courses in this track
Beginner–IntermediateSkill level
Certificate earnedAIITE Certificate of Completion in Machine Learning Foundations
Learning PathAIITE Certified AI Practitioner (given only when all tracks are completed)

Providers in this track

GoogleImperial College London (Coursera)Multiple educators (Coursera)Stanford/DeepLearning.AI (Coursera)University of Alberta (Coursera)University of Michigan (Coursera)Wharton (Coursera)

There are 7 courses in this track

1. Machine Learning Specialization

Stanford/DeepLearning.AI (Coursera)

Andrew Ng, DeepLearning.AI

Free~80 hrs

2. Mathematics for Machine Learning Specialization

Imperial College London (Coursera)

David Dye, Imperial College London

Free~40 hours

3. Applied Machine Learning in Python

University of Michigan (Coursera)

Kevyn Collins-Thompson, University of Michigan

Free~30 hours

4. Machine Learning Crash Course

Google

Machine learning, neural networks, and LLMs

Free~15 hours

5. Reinforcement Learning Specialization

University of Alberta (Coursera)

Adam White, University of Alberta

Free~80 hours

6. Real-World AI with Claude

Multiple educators (Coursera)

Anthropic and 1Password

Free~40 hrs

7. Introduction to Programming with Python and Java Specialization

Wharton (Coursera)

Python, Java, data structures, and OOP

Free~80 hrs

AIITE independently curates these learning resources and is not affiliated with, sponsored by, or endorsed by the listed providers unless expressly stated. Provider certificates and AIITE credentials are separate awards. AIITE issues certificates in this program after verifying the completion evidence you submit; this is not an independent AIITE examination of competency.