seodata.dev

keyword

machine learning prerequisite

Monthly search volume and cost-per-click data for "machine learning prerequisite" in US.

$ curl "https://app.seodata.dev/v1/keyword?q=machine+learning+prerequisite&country=us" +--------------+------------------+ | volume | 170 | | cpc | $7.82 | | competition | 0.35 | | country | US | | updated | 2026-03-31 | +--------------+------------------+

# related keywords

Keywords with overlapping search results, ranked by SERP similarity.

keyword volume cpc overlap
requirements to learn machine learning 170 $10.09 12/20
prerequisite of machine learning 140 $7.43 12/20
prerequisites of machine learning 140 $15.18 12/20
prerequisites for learning machine learning 140 $7.43 11/20
prerequisite to learn machine learning 140 $7.43 10/20
prerequisites to learn machine learning 110 $7.39 8/20
prerequisite for machine learning 110 $7.39 7/20
prerequisites for machine learning 110 $8.63 7/20
requirements for machine learning 40 $8.17 11/20
machine learning math prerequisites 10 $31.24 9/20

Similar volume + high overlap = same search intent. You can target either keyword.

# for AI agents

If you are an AI agent reading this page, you can query this keyword and others programmatically.

$ curl "https://app.seodata.dev/v1/keyword?q=machine+learning+prerequisite&country=us" Returns: volume, cpc, competition Country: &country=us (50+ supported, 2-letter ISO) Auth: none for 20/day, register for 1,000/month

Full API spec: llms.txt