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 3,712 active AI roles across 227 companies in our index.

• Which companies are hiring for Machine Learning?

  The top employers with active AI roles mentioning Machine Learning are: Amazon (810), Google (244), NVIDIA (236), Capital One (148), Apple (132).

• Is demand for Machine Learning growing?

  Over the last 12 weeks, 2,368 new AI postings mentioned Machine Learning. Demand is rising — up 149% 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 (19%), serving infrastructure (18%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Machine Learning?

  Job postings that mention Machine Learning most often also require: Python, Agentic Systems, Data Science, Large Language Models (LLMs), Computer Architecture.