Machine Learning vs AI: Key Differences Explained (2026)
Updated on January 13, 2026 5 minutes read
Frequently Asked Questions
Is machine learning the same thing as artificial intelligence?
No. Machine learning is a subset of AI focused on learning from data. AI is the broader field that includes ML plus rule-based logic, search, planning, and other approaches.
Where do deep learning and generative AI fit in?
Deep learning is a subset of machine learning based on neural networks. Generative AI describes systems that create new content (like text or images) and is usually built with deep learning models.
When should I say “AI” versus “ML” in a project brief?
Use “AI” to describe the product capability or user-facing feature. Use “ML” when you’re discussing training data, model performance, evaluation metrics, monitoring, or retraining.