seodata.dev

keyword

beginner ml

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

$ curl "https://api.seodata.dev/v1/keyword?q=beginner+ml&country=us" +--------------+------------------+ | volume | 40 | | cpc | $4.41 | | competition | 0.37 | | country | US | | updated | 2026-06-10 | +--------------+------------------+
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 6/20
basic for machine learning 880 $5.99 5/20
beginner machine learning 390 $7.58 10/20
machine learning beginners 390 $7.72 8/20
learning machine learning for beginners 390 $7.72 7/20
machine learning for beginner 390 $7.72 7/20
beginners machine learning 390 $7.58 6/20
machine learning tutorial beginner 70 $4.45 6/20
ml for beginner 40 $8.9 9/20
ml for beginners 40 $8.9 7/20

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+ml&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