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Data API
Google Data API
Search, news, patents and trends data from Google.
57endpointsRate Limit · recaptcha handled for you
Example (captured live)
books.google.com
ExampleJSON responseclick the page to trace a field
{
"search_metadata": {
"status": "Success",
"created_at": "2026-09-07T18:41:08.288183+00:00",
"engine": "google",
"google_url": "https://scholar.google.com/scholar?q=machine+learning&hl=en&start=0&num=10"
},
"search_parameters": {
"engine": "google_scholar",
"q": "machine learning",
"hl": "en",
"num": 10,
"page": 1
},
"search_information": {
"query_displayed": "machine learning",
"time_taken": 0.25
},
"organic_results": [
{
"position": 1,
"type": "BOOK",
"title": "Machine learning",
"link": "https://books.google.com/books?hl=en&lr=&id=ctM-EAAAQBAJ&oi=fnd&pg=PR6&dq=machine+learning&ots=o_Qp_9Ry2u&sig=zmFPEXfx2AxYo8TvDNuxst6a21c",
"snippet": "… from data is called learning or training. The … machine learning is to find or approximate
ground-truth. In this book, models are sometimes called learners, which are machine learning …",
"publication_info": {
"summary": "ZH Zhou - 2021 - books.google.com",
"authors": [
{
"name": "ZH Zhou"
}
]
},
"inline_links": {
"cited_by": {
"total": 3965,
"link": "https://scholar.google.com/scholar?cites=3387547533016043281&as_sdt=5,47&sciodt=0,47&hl=en"
},
"versions": {
"total": 7,
"link": "https://scholar.google.com/scholar?cluster=3387547533016043281&hl=en&as_sdt=0,47"
}
},
"result_id": "EQ8shYj8Ai8J",
"scraped_at": "2026-09-07T18:41:08.288205+00:00"
},
{
"position": 2,
"title": "Machine learning: Trends, perspectives, and prospects",
"link": "https://www.science.org/doi/abs/10.1126/science.aaa8415",
"snippet": "Machine learning addresses the question of how to build computers that improve … Recent
progress in machine learning has been driven both by the development of new learning …",
"publication_info": {
"summary": "MI Jordan, TM Mitchell - Science, 2015 - science.org",
"authors": [
{
"name": "MI Jordan"
},
{
"name": "TM Mitchell - Science"
},
{
"name": "2015"
}
]
},
"resources": [
{
"title": "cs.cmu.edu",
"file_format": "PDF",
"link": "http://www.cs.cmu.edu/~tom/pubs/Science-ML-2015.pdf"
},
{
"title": "cs.cmu.edu",
"file_format": "PDF",
"link": "http://www.cs.cmu.edu/~tom/pubs/Science-ML-2015.pdf"
}
],
"inline_links": {
"cited_by": {
"total": 15761,
"link": "https://scholar.google.com/scholar?cites=10883068066968164261&as_sdt=5,47&sciodt=0,47&hl=en"
},
"versions": {
"total": 22,
"link": "https://scholar.google.com/scholar?cluster=10883068066968164261&hl=en&as_sdt=0,47"
}
},
"result_id": "pdcI9r5sCJcJ",
"scraped_at": "2026-09-07T18:41:08.288205+00:00"
},
{
"position": 3,
"type": "BOOK",
"title": "Machine learning",
"link": "https://pachecoj.com/courses/csc380_fall21/lectures/mlintro.pdf",
"snippet": "… What is machine learning? … • Traditional AI: you encode the knowledge (eg, logic
statements), and the machine executes it, with some more ‘inference’ like if a -> b and b-> c …",
"publication_info": {
"summary": "TM Mitchell, TM Mitchell - 1997 - pachecoj.com",
"authors": [
{
"name": "TM Mitchell"
}
]
},
"resources": [
{
"title": "pachecoj.com",
"file_format": "PDF",
"link": "https://pachecoj.com/courses/csc380_fall21/lectures/mlintro.pdf"
},
{
"title": "pachecoj.com",
"file_format": "PDF",
"link": "https://pachecoj.com/courses/csc380_fall21/lectures/mlintro.pdf"
}
],
"inline_links": {
"cited_by": {
"total": 44154,
"link": "https://scholar.google.com/scholar?cites=5160851211484945804&as_sdt=5,47&sciodt=0,47&hl=en"
},
"versions": {
"total": 12,
"link": "https://scholar.google.com/scholar?cluster=5160851211484945804&hl=en&as_sdt=0,47"
}
},
"result_id": "jF00X9UGn0cJ",
"scraped_at": "2026-09-07T18:41:08.288205+00:00"
},
{
"position": 4,
"type": "BOOK",
"title": "Machine learning",
"link": "https://books.google.com/books?hl=en&lr=&id=Eyk5EAAAQBAJ&oi=fnd&pg=PA1&dq=machine+learning&ots=WRARiiWnuR&sig=8obLqcpr4dKob-l2idgBgp2-aDU",
"snippet": "A concise primer on machine learning—computer programs that learn from data and the basis
of applications like voice recognition and driverless cars. No in-depth knowledge of math …",
"publication_info": {
"summary": "E Alpaydin - 2021 - books.google.com",
"authors": [
{
"name": "E Alpaydin"
}
]
},
"resources": [
{
"title": "cs.pomona.edu",
"file_format": "PDF",
"link": "https://cs.pomona.edu/~dkauchak/classes/s16/cs30-s16/lectures/lecture12-NN-basics.pdf"
},
{
"title": "cs.pomona.edu",
"file_format": "PDF",
"link": "https://cs.pomona.edu/~dkauchak/classes/s16/cs30-s16/lectures/lecture12-NN-basics.pdf"
}
],
"inline_links": {
"cited_by": {
"total": 1750,
"link": "https://scholar.google.com/scholar?cites=13679985524203994111&as_sdt=5,47&sciodt=0,47&hl=en"
},
"versions": {
"total": 9,
"link": "https://scholar.google.com/scholar?cluster=13679985524203994111&hl=en&as_sdt=0,47"
}
},
"result_id": "_zuqxloS2b0J",
"scraped_at": "2026-09-07T18:41:08.288205+00:00"
},
{
"position": 5,
"title": "What is machine learning?",
"link": "https://link.springer.com/chapter/10.1007/978-3-319-18305-3_1",
"snippet": "… A machine learning algorithm is a computational process that … This training is the “learning”
part of machine learning. The … can practice “lifelong” learning as it processes new data and …",
"publication_info": {
"summary": "I El Naqa, MJ Murphy - Machine learning in radiation oncology: theory and …, 2015 - Springer",
"authors": [
{
"name": "I El Naqa"
},
{
"name": "2015"
}
]
},
"inline_links": {
"cited_by": {
"total": 2189,
"link": "https://scholar.google.com/scholar?cites=13248080025875046634&as_sdt=5,47&sciodt=0,47&hl=en"
},
"versions": {
"total": 6,
"link": "https://scholar.google.com/scholar?cluster=13248080025875046634&hl=en&as_sdt=0,47"
}
},
"result_id": "6uA6mpei2rcJ",
"scraped_at": "2026-09-07T18:41:08.288205+00:00"
},
{
"position": 6,
"type": "PDF",
"title": "Machine learning basics",
"link": "http://whdeng.cn/Teaching/PPT_01_Machine%20learning%20Basics.pdf",
"snippet": "… To obtain theoretical guarantees about generalization of a machine learning algorithm, we
… Why does deep learning have different behavior than other machine learning methods for …",
"publication_info": {
"summary": "H Wang, Z Lei, X Zhang, B Zhou, J Peng - Deep learning, 2016 - whdeng.cn",
"authors": [
{
"name": "H Wang"
},
{
"name": "Z Lei"
},
{
"name": "X Zhang"
},
{
"name": "B Zhou"
},
{
"name": "J Peng - Deep learning"
},
{
"name": "2016"
}
]
},
"resources": [
{
"title": "whdeng.cn",
"file_format": "PDF",
"link": "http://whdeng.cn/Teaching/PPT_01_Machine%20learning%20Basics.pdf"
},
{
"title": "whdeng.cn",
"file_format": "PDF",
"link": "http://whdeng.cn/Teaching/PPT_01_Machine%20learning%20Basics.pdf"
}
],
"inline_links": {
"cited_by": {
"total": 2227,
"link": "https://scholar.google.com/scholar?cites=2537307997858018983&as_sdt=5,47&sciodt=0,47&hl=en"
},
"versions": {
"total": 4,
"link": "https://scholar.google.com/scholar?cluster=2537307997858018983&hl=en&as_sdt=0,47"
}
},
"result_id": "p7YVSi5UNiMJ",
"scraped_at": "2026-09-07T18:41:08.288205+00:00"
}
],
"pagination": {
"current": 1,
"next": 2
}
}
GET
/v1/data/google/scholar/search1 credit / run VerifiedScholar Search
Academic paper search.
Handled for you:Rate Limitrecaptcha
Parameters
| Name | Type | Req | Description |
|---|---|---|---|
| query | string | yes | Search query. Supports Scholar operators (author:, source:, intitle:). |
| Advanced filters | |||
| hl | string | no | UI language, e.g. en, es, fr. (default: en) |
| as_ylo | integer | no | Only results from this year onward (>=). |
| as_yhi | integer | no | Only results up to this year (<=). |
| scisbd | integer | no | 1 to sort by date (newest first). |
| num | integer | no | Results per page (max 20). (default: 10) |
| page | integer | no | Page number (each page is `num`). (default: 1) |