Google's Use Of Machine Learning In Ranking & Spam Algorithms Is Complicated

Oct 13, 2016 - 8:17 am 0 — by

Google RankBrain

This week we reported that Google's Penguin algorithm doesn't use machine learning. This was based on what Gary Illyes told us on Twitter. But then someone asked John Mueller of Google answered the question differently.

Here is Gary's tweet:

Here is John's tweet:

So based on Gary, the answer is no. Based on John, we should "assume" yes.

So then Gary came in to defend John and Google saying John didn't say Penguin outright uses machine learning:

Then John came in to explain more:

So then I asked the ranking boss at Google, Paul Haahr, and he said on Twitter "it's complicated."

Well, it is complicated to say if most of Google ranking is based on machine learning or not. Maybe I will try to get a better answer from Google in the near future on this topic.

Forum discussion at Twitter.

 

Popular Categories

The Pulse of the search community

Google Search Volatility

More Details

Search Video Recaps

 
Video Details More Videos Subscribe to Videos

Most Recent Articles

Google Search Engine Optimization

Google Adopts New AI Training Control

Oct 30, 2026 - 12:50 pm
Bing SEO

Microsoft Bing New AI New Controls With AI Training From AI Search Grounding

Oct 30, 2026 - 12:15 pm
ChatGPT Ads

ChatGPT Gets Wider Ads, Multi-Image Ads Expands, Expansion & More

Oct 30, 2026 - 11:17 am
Search Forum Recap

Daily Search Forum Recap: October 30, 2026

Oct 30, 2026 - 10:00 am
Search Video Recaps

Search News Buzz Video Recap: Google Volatility X2, Spam Updates, AI Overviews Everywhere, Blending Ads & Organic, Google & Microsoft Earnings

Oct 30, 2026 - 8:01 am
Google Search Engine Optimization

Google AI Overviews & AI Mode 0.9% Click-Through Rate, Opt Out Study Says

Oct 30, 2026 - 7:51 am
Previous Story: Google: We're Prepared For SEOs Trying To Manipulate Penguin 4.0