keyword

machine learning for beginners

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

$ curl "https://app.seodata.dev/v1/keyword?q=machine+learning+for+beginners&country=us" +--------------+------------------+ | volume | 320 | | cpc | $5.9 | | competition | 0.56 | | country | US | | updated | 2026-05-24 | +--------------+------------------+

# related keywords

Keywords with overlapping search results, ranked by SERP similarity.

keyword	volume	cpc	overlap
learning in machine learning	49,500	$7.38	11/20
learning machine learning	49,500	$6.95	7/20
basics of machine learning	1,300	$6.06	7/20
machine learning tutorial	880	$6.17	9/20
beginners machine learning	390	$7.58	8/20
learning machine learning for beginners	390	$7.72	8/20
machine learning beginners	390	$7.72	8/20
machine learning beginner	320	$6.54	10/20
beginning machine learning	320	$6.54	9/20
ml beginner	50	$6.58	8/20

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+for+beginners&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