Machine Learning

Frequently asked questions

• What is Machine Learning and how common is it in AI job postings?

  Machine Learning is a skill in the "ML Techniques" category. It currently appears in 3,650 active AI roles across 224 companies in our index.

• Which companies are hiring for Machine Learning?

  The top employers with active AI roles mentioning Machine Learning are: Amazon (796), NVIDIA (234), Google (233), Capital One (144), Apple (129).

• Is demand for Machine Learning growing?

  Over the last 13 weeks, 2,548 new AI postings mentioned Machine Learning. Demand is rising — up 143% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Machine Learning used?

  Roles requiring Machine Learning are concentrated in: agents (39%), application (20%), serving infrastructure (17%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.