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I have been hearing all about Google RankBrain recently and I want to know what everyone else knows about it!
Here's what I have learned so far.
Google RankBrain is a machine learning artificial intelligence system that Google is using to help process search results
It is from what I can see the latest addition to the algorithm
Google RankBrain is only a part of the Google Hummingbird search algorithm, it is not the whole system.
Apparently out of hundreds of different signals Google has made RankBrain the third most important signal so it is certainly something to be looking at!
So what exactly does RankBrain do and how can I make sure this works to my advantage?
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| Match | Count | SQL | Script |
| SELECT * FROM members_ledger WHERE ip = ? AND added>=unix_timestamp(NOW())-86400 | 1 | SELECT querystring, added
FROM members_ledger
WHERE
ip = ? AND added>=unix_timestamp(NOW())-86400 | /opt/clerks-staging/docroot/include/functions/includes/security.php 398 fetchMemberLedger() include_once() |
| SELECT * FROM `questions` as q JOIN categories_faq as c ON q.catid=c.CATID WHERE (q.status=1 OR (q.status=2 AND userid='') ) AND q.quesid='18829' | 1 | SELECT q.*, c.seo as CatSEO, c.name as CatName, c.parentid
FROM `questions` as q
JOIN categories_faq as c ON q.catid=c.CATID
WHERE (q.status=1 OR
(q.status=2 AND userid='')
)
AND q.quesid='18829' | /opt/clerks-staging/docroot/viewfaq.php 496 () () |
| SELECT * FROM seoclerks.members WHERE USERID='306632' | 1 | SELECT * FROM seoclerks.members WHERE USERID='306632' | /opt/clerks-staging/docroot/include/functions/includes/member.php 445 GetAllUserDetails() () |
| SELECT * FROM seoclerks.members WHERE USERID=306632 | 1 | SELECT googleplus_profile FROM seoclerks.members WHERE USERID=306632 | /opt/clerks-staging/docroot/include/functions/main.php 16914 GetGooglePlusProfileFromId() () |
| SELECT * FROM ratings_faq as r, seoclerks.members as m WHERE r.USERID=m.USERID AND r.upvote=1 AND r.PID=18829 LIMIT 5 | 1 | SELECT m.username FROM
ratings_faq as r,
seoclerks.members as m
WHERE r.USERID=m.USERID
AND r.upvote=1
AND r.PID=18829
LIMIT 5 | /opt/clerks-staging/docroot/include/functions/main.php 17159 GetVoters() () |
| SELECT * FROM answers a, seoclerks.members b WHERE a.quesid='18829' AND a.userid=b.USERID and b.status='1' AND a.status=1 ORDER BY a.combined_votes DESC, a.date_answered asc | 1 | SELECT a.answer, a.USERID, a.upvotes, a.downvotes, a.ansid, a.parentid, a.combined_votes, a.date_answered,
b.username, b.userlevel, b.profilepicture FROM answers a, seoclerks.members b
WHERE a.quesid='18829' AND a.userid=b.USERID and b.status='1' AND a.status=1
ORDER BY a.combined_votes DESC, a.date_answered asc | /opt/clerks-staging/docroot/viewfaq.php 1245 () () |
| SELECT * FROM ratings_faqanswers as r, seoclerks.members as m WHERE r.USERID=m.USERID AND r.upvote=1 AND r.PID=104228 LIMIT 5 | 1 | SELECT m.username FROM
ratings_faqanswers as r,
seoclerks.members as m
WHERE r.USERID=m.USERID
AND r.upvote=1
AND r.PID=104228
LIMIT 5 | /opt/clerks-staging/docroot/include/functions/main.php 17159 GetVoters() () |
| SELECT * FROM ratings_faqanswers as r, seoclerks.members as m WHERE r.USERID=m.USERID AND r.upvote=1 AND r.PID=104235 LIMIT 5 | 1 | SELECT m.username FROM
ratings_faqanswers as r,
seoclerks.members as m
WHERE r.USERID=m.USERID
AND r.upvote=1
AND r.PID=104235
LIMIT 5 | /opt/clerks-staging/docroot/include/functions/main.php 17159 GetVoters() () |
| SELECT * FROM ratings_faqanswers as r, seoclerks.members as m WHERE r.USERID=m.USERID AND r.upvote=1 AND r.PID=104109 LIMIT 5 | 1 | SELECT m.username FROM
ratings_faqanswers as r,
seoclerks.members as m
WHERE r.USERID=m.USERID
AND r.upvote=1
AND r.PID=104109
LIMIT 5 | /opt/clerks-staging/docroot/include/functions/main.php 17159 GetVoters() () |
| SELECT * FROM ratings_faqanswers as r, seoclerks.members as m WHERE r.USERID=m.USERID AND r.upvote=1 AND r.PID=104128 LIMIT 5 | 1 | SELECT m.username FROM
ratings_faqanswers as r,
seoclerks.members as m
WHERE r.USERID=m.USERID
AND r.upvote=1
AND r.PID=104128
LIMIT 5 | /opt/clerks-staging/docroot/include/functions/main.php 17159 GetVoters() () |
| SELECT * FROM ratings_faqanswers as r, seoclerks.members as m WHERE r.USERID=m.USERID AND r.upvote=1 AND r.PID=154632 LIMIT 5 | 1 | SELECT m.username FROM
ratings_faqanswers as r,
seoclerks.members as m
WHERE r.USERID=m.USERID
AND r.upvote=1
AND r.PID=154632
LIMIT 5 | /opt/clerks-staging/docroot/include/functions/main.php 17159 GetVoters() () |
| UPDATE questions SET total_views = total_views + 1 WHERE quesid='18829' | 1 | UPDATE questions SET total_views = total_views + 1 WHERE quesid='18829' | /opt/clerks-staging/docroot/include/functions/main.php 1765 update_Faqviewcount() () |
| SELECT * FROM questions WHERE quesid!='18829' AND status='1' AND (question like '% Google RankBrain?%' OR question like '%Google%' OR question like '%RankBrain?%') -- ORDER BY RAND() LIMIT 15 | 1 | SELECT quesid, question, seo, userid
FROM questions
WHERE quesid!='18829' AND status='1'
AND (question like '% Google RankBrain?%' OR question like '%Google%' OR question like '%RankBrain?%')
-- ORDER BY RAND()
LIMIT 15 | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() () |
| SELECT * FROM seoclerks.members WHERE USERID='1129' limit 1 | 1 | SELECT profilepicture FROM seoclerks.members WHERE USERID='1129' limit 1 | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() insert_get_member_profilepicture() |
| SELECT * FROM seoclerks.members WHERE USERID='1323' limit 1 | 1 | SELECT profilepicture FROM seoclerks.members WHERE USERID='1323' limit 1 | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() insert_get_member_profilepicture() |
| SELECT * FROM seoclerks.members WHERE USERID='632' limit 1 | 1 | SELECT profilepicture FROM seoclerks.members WHERE USERID='632' limit 1 | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() insert_get_member_profilepicture() |
| SELECT * FROM seoclerks.members WHERE USERID='498' limit 1 | 1 | SELECT profilepicture FROM seoclerks.members WHERE USERID='498' limit 1 | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() insert_get_member_profilepicture() |
| SELECT * FROM members_ledger WHERE script='/opt/clerks-staging/docroot/viewfaq.php' AND querystring LIKE '%id=18829%' AND added>=UNIX_TIMESTAMP(NOW())-1200 GROUP BY USERID | 1 | SELECT USERID, username FROM members_ledger
WHERE script='/opt/clerks-staging/docroot/viewfaq.php'
AND querystring LIKE '%id=18829%'
AND added>=UNIX_TIMESTAMP(NOW())-1200
GROUP BY USERID
| /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() () |
| SELECT * FROM categories | 1 | SELECT * FROM categories | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() parseRedundantQueriesCache() |
| select * from categories_software order by name asc | 1 | select * from categories_software order by name asc | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() insert_GetSoftwareCategories() |
| select * from categories_wanttobuy order by name asc | 1 | select * from categories_wanttobuy order by name asc | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() insert_get_wantcategories() |
| select * from categories_wanttotrade order by name asc | 1 | select * from categories_wanttotrade order by name asc | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() insert_get_tradecategories() |
| SELECT * FROM seoclerks.members WHERE USERID='272.jpg' | 1 | SELECT profilepicture FROM seoclerks.members WHERE USERID='272.jpg' | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() getUserProfileImage() |
| SELECT * FROM seoclerks.members WHERE USERID='306632.jpg' | 1 | SELECT profilepicture FROM seoclerks.members WHERE USERID='306632.jpg' | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() getUserProfileImage() |
| SELECT * FROM seoclerks.members WHERE USERID='134.png' | 1 | SELECT profilepicture FROM seoclerks.members WHERE USERID='134.png' | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() getUserProfileImage() |
| SELECT * FROM seoclerks.members WHERE USERID='600657.jpg' | 1 | SELECT profilepicture FROM seoclerks.members WHERE USERID='600657.jpg' | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() getUserProfileImage() |
| select * from categories_faq order by name asc | 1 | select * from categories_faq order by name asc | /opt/clerks-staging/docroot/libraries/adodb5/adodb.inc.php 1899 CacheExecute() insert_GetFaqCategories() |
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idealmike
Unfortunately, like most Google Algorithms, we'll never know "exactly" how it works. They'll only ever give us a broad definition of what it's for and we can only go by what's been said about it from those people at the top and then extrapolate the details and try to read between the lines. One thing we do know is that RankBrain isn't like any other algorithm in the past, it's an AI (Artificial Intelligence) system that is place to help sort the sites in the SERPS correctly and more efficiently so that the right sites are ranking top according to what the user is searching for. The thing is about RankBrain is that it can basically learn on its own without needing to follow any rules or commands. It basically "guesses" what things might be related to what the user is searching for and those guesses will improve in time for each time it gets it right. So it's a self-learning algorithm that doesn't require any human input and can make it's own mind (or brain) up about what to show in the SERPs. So while Google doesn't fully divulge and disclose all of the 200+ ranking algorithms, what we can know is that RankBrain is acting on its own and doing what it thinks is right for the user who is searching. Over time the RainBrain algorithm will be able to get much better at this and some say that it may go on to replace all the algorithms completely thanks to its deep learning. [quote]So what exactly does RankBrain do and how can I make sure this works to my advantage?[/quote] Unfortunately, like most Google Algorithms, we'll never know "exactly" how it works. They'll only ever give us a broad definition of what it's for and we can only go by what's been said about it from those people at the top and then extrapolate the details and try to read between the lines. One thing we do know is that RankBrain isn't like any other algorithm in the past, it's an AI (Artificial Intelligence) system that is place to help sort the sites in the SERPS correctly and more efficiently so that the right sites are ranking top according to what the user is searching for. The thing is about RankBrain is that it can basically learn on its own without needing to follow any rules or commands. It basically "guesses" what things might be related to what the user is searching for and those guesses will improve in time for each time it gets it right. So it's a self-learning algorithm that doesn't require any human input and can make it's own mind (or brain) up about what to show in the SERPs. So while Google doesn't fully divulge and disclose all of the 200+ ranking algorithms, what we can know is that RankBrain is acting on its own and doing what it thinks is right for the user who is searching. Over time the RainBrain algorithm will be able to get much better at this and some say that it may go on to replace all the algorithms completely thanks to its deep learning.
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