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There’s already 2.5 hours of content live for the Semantic ML-Enabled Keyword Research Course by Lazarina Stoy —and we’re only a third of the way through! 🔥 Dive in now and stay ahead as more drops: academy.mlforseo.com/product/semant… Here's whats out already (1) what's coming next (2,3)

There are now +20 SEO Tools & Services featured in the #SEOFOMO Black Friday SEO Deals 💸 Among them: Advanced Web Ranking , Wincher, AlsoAsked, seogets, Senuto, Link Finder, Pixpa, RankSuite, MLforSEO and more! Check it out: hub.seofomo.co/deals/seo-blac…

New Implementation Guide by Lazarina Stoy Exploring Different Ways to Map Keywords to Topics with Supervised & Unsupervised ML Approaches. Learn practical application for fuzzy matching, sBERT, BERTopic, and K-means clustering, all in one guide. mlforseo.com/machine-learni…

Adding some useful links ✨ Google Sheets templates: mlforseo.com/google-sheets-… ML Tutorials: mlforseo.com/machine-learni… Implementation Guides: mlforseo.com/machine-learni… Courses: academy.mlforseo.com/product-catego… 💜

The latest in SEO in this week's #SEOFOMO (sent to +35.6K subs): * ​Google November 2024 core update rollout is now complete * ​Google has added an FAQ to their Site Reputation Abuse Policy Doc * ​Google CEO Sundar Pichai: Search will profoundly change in 2025 * OpenAI Releases

Different ways to Map Keywords to topics - with Supervised and Unsupervised ML approaches - via MLforSEO & Lazarina Stoy #seo bit.ly/3OWFDm6

🔥 Useful Looker Studio Guide, with Video including a Free Template to Visualize Search Console + GA4 Data Together by Daniel Waisberg and Cherry Sireetorn Prommawin - Check it out: developers.google.com/search/docs/mo…

Woke up to an email confirming my scholarship slot for the Semantic AI/ML-enabled Keyword Research course by Lazarina Stoy of MLforSEO. So ecstatic to see the lessons have references & links to corresponding Google Patents. Such a big win to start the week!

We absolutely LOVE seeing these types of testimonials from our students! ✨ Check out the course Sarah is raving about academy.mlforseo.com/course/semanti…

Traditional SEO = search volume + keyword density. Semantic SEO = entities, intent, and context. Search engines don’t match strings anymore. They evaluate meaning + helpfulness. Want to rank? Understand the why behind queries, not just the words. #SEO #AI #KeywordResearch

AI agents search by meaning, not exact matches. Build a semantic keyword universe: entities + intents + tasks linked in a graph. Cluster by problems, structure content to be agent-ready, and track topical coverage + share of answer, not just volume. #SEO #AI

SERP features come from query sequences. Users refine, compare, and explore before they decide. Your SEO wins when you map the journey of intent. Optimise for the path, not just the keyword. Check the lesson 👇 academy.mlforseo.com/lesson/search-… #SEO #SemanticSearch #ContentStrategy

SERP features = query semantics in action. 👉 Categorize features by intent 👉 Map formats that dominate 👉 Follow query refinements (PAA, filters) 👉 Use NLP/ML to cluster + label That’s how you turn SERP analysis into strategy 👇 academy.mlforseo.com/lesson/serp-fe… #SEO #KeywordResearch

Most SEOs stop at macro intent (informational, transactional, etc). Useful, but incomplete. Real users search with micro-intents (brand/product refinements) that reveal bottom-funnel, high-conversion signals. Check the video👇 youtu.be/FWg91MVtXeg?si… #SearchIntent #SEO

🔍 Query paths = the real map of how users search. Check out the latest video in the MLforSEO channel and learn how to uncover and expand them using: ✨ Fuzzy matching & query distance ✨ Reverse-engineering SERPs & social platforms ✨ and more youtube.com/watch?v=0Bhu1C…

Query augmentation = search engines expanding queries for context. Users refine. Google refines, too. SEOs win when they: – Map entities + attributes – Anticipate refinements – Link related pages #SEO #QueryAugmentation #SemanticSearch

🔎 In our new channel video, we break down query augmentation. Learn how users and search systems enrich queries with related entities to refine results 👇 youtu.be/KKjp64ipyOw

Implicit feedback = hidden keyword research. CTR, dwell time, pogo-sticking, and scrolls are signals that show if content satisfies intent. 👉Track queries + engagement 👉Spot weak spots 👉Adjust content + UX Check the video 👇 youtu.be/Hqeia9M_lR0?si… #SEO #ContentStrategy

Google ranks by entities + context. The Entity-Attribute-Variable model is how you: – Map what users really want – Spot gaps competitors miss – Build scalable, semantic content Learn more in our Academy👇 academy.mlforseo.com/lesson/entitie… #SEO #SemanticSearch #EAVmodel

Yesterday, we shared a little on the EAV (Entities–Attributes–Variables) model. In our YouTube video, Lazarina Stoy looks deeper into how EAV combinations power smarter keyword research + entity-rich content. 🎥 Watch the lesson snippet and subscribe → youtube.com/watch?v=pMwLiN…