seodata.dev

keyword

beginner machine learning

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

$ curl "https://api.seodata.dev/v1/keyword?q=beginner+machine+learning&country=us" +--------------+------------------+ | volume | 390 | | cpc | $7.58 | | competition | 0.52 | | country | US | | updated | 2026-06-06 | +--------------+------------------+
All search data is retrieved via the Google Ads API — you get the same numbers you'd see in Google Ads.

# related keywords

Keywords with overlapping search results, ranked by SERP similarity.

keyword volume cpc overlap
learning machine learning 49,500 $6.95 8/20
learning machine learning for beginners 390 $7.72 14/20
machine learning beginners 390 $7.72 12/20
machine learning for beginner 390 $7.72 12/20
beginners machine learning 390 $7.58 11/20
get started machine learning 170 $8.28 8/20
how do i start learning machine learning 140 $8.91 8/20
machine learning tutorial beginner 70 $4.45 10/20
ml for beginner 40 $8.9 12/20
beginner ml 40 $4.41 10/20

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://api.seodata.dev/v1/keyword?q=beginner+machine+learning&country=us" Returns: volume, cpc, competition Country: &country=us (50+ supported, 2-letter ISO) Auth: none for 20/day, register for 500/month, $4.99/mo unlimited

Full API spec: llms.txt