seodata.dev

keyword

machine learning beginner

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

$ curl "https://app.seodata.dev/v1/keyword?q=machine+learning+beginner&country=us" +--------------+------------------+ | volume | 320 | | cpc | $6.54 | | competition | 0.61 | | country | US | | updated | 2026-05-16 | +--------------+------------------+

# related keywords

Keywords with overlapping search results, ranked by SERP similarity.

keyword volume cpc overlap
learning in machine learning 49,500 $7.38 9/20
machine learning tutorial 880 $6.17 11/20
beginners machine learning 390 $7.58 8/20
machine learning beginners 390 $7.72 8/20
beginning machine learning 320 $6.54 11/20
machine learning for beginners 320 $5.9 10/20
machine learning course for beginners 140 $8.52 9/20
machine learning tutorial for beginners 70 $5.2 9/20
ml tutorial 70 $7.56 8/20
ml beginner 50 $6.58 12/20

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+beginner&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