SlideShare a Scribd company logo
Using Image Category Labels
For Content Optimization
Dan Taylor // SALT.agency
Head of Research & Development @ SALT.agency
• 2018 TechSEO Boost Innovation Award
• Search Engine Journal Author
• Search Engine Journal Top 140 (“18, “19, “20)
• SEMrush Top Author
• https://salt.agency (#Hiring #RemoteUK)
• https://hreflangchecker.com
• https://sloth.cloud
• https://dantaylor.online
These slides: https://dantaylor.online/brighton2021
dantaylor.online // @taylordanrw
Today
Today, I’ll be talking about how we can use Google’s imaging labels and
entity classification systems as a method of keyword and topic research,
to improve our content.
“Improve our content”
Rankings? Conversion? User Happiness & Experience Forecasting?
Enhanced topic research to identify/reaffirm connections between
topics we’re exploring. But first, a little back story...
3
dantaylor.online // @taylordanrw
Semantic Search & SEO
Semantics in SEO isn’t a new concept, or new to Google.
The first mention of Semantic search came in a 1999 Sergey Brin patent.
If you’re able to understand entities, then you can gain an insight into
how Google looks at individual webpages, websites (as a cohort of
pages), and then interprets the information contained therein.
Topic clusters have nothing to do with Hummingbird, and RankBrain.
#Myth
4
dantaylor.online // @taylordanrw

Recommended for you

PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...
PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...
PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...

The document discusses Google's ML APIs versus OpenAI's APIs and their applications for SEO and digital marketing tasks. It provides examples of how natural language processing APIs from Google and OpenAI can be used for tasks like text analysis, sentiment analysis, document classification, translation and content transformation. While both Google and OpenAI APIs are useful, the document recommends choosing the right API for each specific task based on its capabilities and limitations in order to get the best results.

seomachine learningdata science
7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon
7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon
7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon

Avoid the most common SEO issues, challenges and mistakes by going through this presentation with tips, criteria and tools to use independently of your online store Web platform, and grow your organic search results

ecommerceecommerce seoseo for ecommerce
SEO & Patents Vrtualcon v. 3.0
SEO & Patents Vrtualcon v. 3.0SEO & Patents Vrtualcon v. 3.0
SEO & Patents Vrtualcon v. 3.0

A look at search-related patents from Google that people who do SEO may be interested in learning about

knowledge graphentitiesfeatured snippets
“
So, when someone searches. Google may compare
the SERPs they receive from the original query
to augmented query results based on previous
searches using the same query terms or
synthetic queries. This evaluation against
augmentation queries is based upon which search
results have received more clicks in the past. Google
may decide to add results from an
augmentation query to the results for the query
searched for to improve quality scores and the
overall search results.
5
Bill Slawski
dantaylor.online // @taylordanrw
Sphere of influence
As SEOs, we can only impact the initial phase, and our efforts are
then see as rewards during the indexing and ranking phases.
6
What is an image entity
tag/category label?
8

Recommended for you

How Search Works
How Search WorksHow Search Works
How Search Works

Patrick Stox gives a presentation on how search works. He discusses how Google crawls and indexes websites, processes content, handles queries, and ranks results. Some key points include: Google's crawler downloads pages and files from websites; processing includes duplicate detection, link parsing, and content analysis; queries are understood through techniques like spelling correction and query expansion; and search results are ranked based on numerous freshness, popularity, and relevancy signals.

seotechnical seosearch
Lexical Semantics, Semantic Similarity and Relevance for SEO
Lexical Semantics, Semantic Similarity and Relevance for SEOLexical Semantics, Semantic Similarity and Relevance for SEO
Lexical Semantics, Semantic Similarity and Relevance for SEO

There are three main components of information retrieval systems: query understanding, document-query relevance understanding, and document clustering and ranking. The path from a search query to a search document involves several steps like query parsing, processing, augmenting, scoring, ranking, and clustering. Query understanding is where search engine optimization (SEO) begins, while document creation and ranking are other areas where SEO is applied. Cranfield experiments in the late 1950s helped develop the concept of a "search query language" which is different from the language used in documents. Formal semantics and components like tense, aspect, and mood can help machines better understand human language for information retrieval tasks.

semantic websemantic searchsemantic seo
Semantic seo and the evolution of queries
Semantic seo and the evolution of queriesSemantic seo and the evolution of queries
Semantic seo and the evolution of queries

This document summarizes how Google search results are evolving to include more semantic data through direct answers, structured snippets, and rich snippets. It provides examples of direct answers being extracted from authoritative sources using natural language queries and intent templates. It also discusses how including structured data like tables, schemas, and markup can help search engines understand and display page content in a more standardized way. While knowledge-based trust is an interesting concept, current search ranking still primarily relies on link analysis and does not consider factual correctness.

“
Per some embodiments, object
recognition technology is used to
annotate images stored in
databases or harvested from
Internet web pages. The annotations
may identify who and/or what is
contained in the images.
9
US Patent: 10,534,810 - Ran El Manor and Yaniv Leviathan, Google LLC
dantaylor.online // @taylordanrw
Images & The Knowledge Graph
Back in 2012, when Google started the Knowledge Graph they included a
phrase that “(Google) can learn from images of real-world objects”
We know from other patents that Google annotates images as part of
the mechanisms to grow and increase connections within the
Knowledge Graph between entities (object and attribute).
It’s logical that this would be a two way process; with learnings from
image attribute entity recognition feeding into the overall knowledge
sphere, and vice versa.
10
dantaylor.online // @taylordanrw
Chuck Rosenberg, Image Search Team - 2013
11
5 Query Satisfaction Objectives
1. Continuation of neural mapping processes to provide better results
for ambiguous queries
2. Improve needs met results for queries with multiple common
(strong) interpretations
3. Advancement beyond the “written word” in terms of entity
relationship understanding
4. Improve the results (in terms of relevancy) for general image search
5. [Internal] work by Google to test and train against new queries/tests
to perform updates/reaffirm data sets/improve data sets/entity
relationships
12
dantaylor.online // @taylordanrw

Recommended for you

Antifragility in Digital Marketing
Antifragility in Digital MarketingAntifragility in Digital Marketing
Antifragility in Digital Marketing

This document discusses digital marketing strategies focused on establishing authority through valuable, timeless content. It recommends creating content such as articles, videos, and academic papers on topics that will remain relevant for years to establish expertise. Creating a steady stream of high-quality content over time builds an online presence and credibility without major risks of losses, and may lead to job offers, clients, or other opportunities. It provides examples of interactive dashboards and open-source software that gained popularity and users by continuously publishing improvements and documentation without needing to rely on things like resumes or company profiles.

digital marketingonline marketingstrategy
How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...
How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...
How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...

This document contains the transcript of a presentation about incorporating machine learning into internal linking audits. The presentation discusses analyzing a website's internal link structure using machine learning techniques like topic modeling and fuzzy matching to identify opportunities for new or improved internal links. It provides a 6-step process for discovery, analysis, clustering content by topic, identifying link opportunities, prioritizing where to link, and measuring the impact of implemented links. The goal is incremental improvements to internal linking that can boost SEO over time through better content organization and discoverability.

seomachine learningmarketing
How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...
How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...
How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...

Maximize cost-effective SEO implementation and achieve SEO success with SEO audits that get implemented: * Make your SEO audits solutions focused to develop action driven recommendations * Prioritize your SEO recommendations based on impact and effort, with SEO low-hanging fruits * Establish ongoing actions to prevent new SEO issues & leverage opportunities during the process * Connect each of your SEO recommendations to SMARTER SEO goals * Format SEO recommendations to facilitate actionability and collaboration * Develop frequent recommendations reviews & tests to keep them relevant and impactful

seoseo auditsseo process
Scores
We know from patent analysis (hail Bill Slawski) that Google uses
association scores (the score to quantify the relationship between two
entities within a database).
We know that Google then has entity classes, and subclasses. Entities
may be associated with one or more entity attributes and/or object
attributes.
This then begs the question of how association and confidence scores
and impact the tangible output (the image filter tags).
13
dantaylor.online // @taylordanrw
“
An association score may reflect a likelihood or
degree of confidence that an attribute, attribute
value, relationship, class hierarchy, designated
context class, or other such association is valid,
correct, and/or legitimate. In some embodiments,
for example, an association score may reflect a
degree of relatedness between two entities or a
context and an entity.
14
US Patent 10,198,491, a lot of authors, Google LLC
dantaylor.online // @taylordanrw
Illustration from the patent 10,534,810
15
Mapping Entity Relations
From the bear example in the patent we can begin to map out a
relationship between various entities.
How we define or connect the relationships (for the purpose of
improving our user happiness) is down to our own, logical interpretation
- aka common sense.
Google does this through machine learning, and combing the
information from image annotations with prior knowledge from the
Knowledge Graph.
16
dantaylor.online // @taylordanrw

Recommended for you

[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages
[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages
[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages

The document discusses optimizing product listing pages (PLPs) on ecommerce websites. It begins with the author describing their experience finding a website with little obvious "tech debt" issues to address. They then analyze which page templates drive the most revenue, finding PLPs account for 60% of organic revenue. The author breaks down PLPs into individual components and suggests prioritizing optimization of filters and internal linking. They argue for considering metrics beyond just search volume, like user behavior and conversion data, when deciding which page variants to focus on.

seotechnical seobrightonseo
How to control googlebot
How to control googlebotHow to control googlebot
How to control googlebot

This document discusses how to control Googlebot's crawling of a website. It notes that Googlebot often does not crawl all pages of large websites due to limited crawl budgets. It recommends analyzing website logs and other metrics like pages crawled, indexed, ranked, impressions, clicks and conversions to understand Googlebot's behavior. The key factors that influence Googlebot are described as the "magic triangle" of links, content, and technical aspects. All three need attention to help Googlebot fully crawl and index a website.

SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...
SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...
SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...

Learn how to develop successful SEO reports to deliver to stakeholders and decision makers that effectively communicate the SEO process goals and influence actions.

seoseo reportingreporting
Illustration from the patent 10,534,810
17
Node
Edge
18
dantaylor.online // @taylordanrw
Similar To Topic Mapping
19
Query Disambiguation
20

Recommended for you

A beginner's guide to machine learning for SEOs - WTSFest 2022
A beginner's guide to machine learning for SEOs  - WTSFest 2022A beginner's guide to machine learning for SEOs  - WTSFest 2022
A beginner's guide to machine learning for SEOs - WTSFest 2022

This is a guide for machine learning for beginners, tailored to the SEO industry, aimed at breaking down the challenges that hold us back from experimenting, the breakdown of machine learning's main characteristics to help us understand how to implement it a bit better, and the ways we can embed advanced technology into our daily practice.

seomachine learningguide
Search Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEO
Search Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEOSearch Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEO
Search Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEO

Query Processing is the process of query term weight calculation, query augmentation, query context defining, and more. Query understanding and Query clustering are related to Information Retrieval tasks for the search engines. To provide a better search engine optimization effort and project result, the organic search performance optimizers need to implement query processing methodologies. Digital marketing and SEO are connected to each other. Understanding a query includes query parsing, query rewriting, question generation, and answer pairing. Multi-stages Query Processing, Candidate Answer Passages, or Candidate Answer Passages and Answer Term Weighting are some of the concepts from the Google Search Engine to parse the queries. The presentation of The Secret Life of Queries, Parsing, Rewriting & SEO has been presented at the Brighton SEO Event in April 2022. The event speech focused on explaining the theoretical SEO and practical SEO examples together. Query Processing methodologies are beyond synonym matching or synonym finding. It involves multiple aspects of the words, and meanings of the words. The theme of words, the centrality of words, attention windows, context windows, and word co-occurrence matrices, GloVe, Word2Vec, word embeddings, character embeddings, and more. Themes of words contain the word probability like in Continues Bag of Window. The search engine optimization community focuses on keyword research by matching the queries. Query processing involves query word order change, query word type change, query word combination change, query phrase synonym usage, query question generation, query clustering. Query processing and document processing are correlational. Query processing is to understand a query while document processing is to process a web document. Both of the processes are for ranking algorithms. Providing a better ranking algorithm requires a better query understanding. And providing better rankings as SEOs require better search engine understanding. Thus, understanding the methods of query processing is necessary. Search Query Processing is implementing the query processing for thesearch engines. Search query refers to the phrase that search engine users use for searching. Search intent understanding and search intent grouping are two different things. But, query templates, questions templates, and document templates work together. Search query is for organic search behaviors. A web search engine answers millions of queries every day. Search query processing is a fundamental task for search engine optimization and search engine result page optimization. The "Semantic Search Engine: Query Processing" slides from Koray Tuğberk GÜBÜR supported the presentation of "Search Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEO". The presentation has been created by Dear Rebecca Berbel. Many thanks to the Google engineers that created the Semantic Search Engine patents including Larry Page.

seobrightonseoquery processing
Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...
Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...
Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...

Patrick's Brighton SEO talk on using machine learning for technical SEO and how to automate many things.

seotechnical seomachine learning
Ok, great. So why/how
can I use this?
Entities & Content Optimization
Remember that Google is a machine.
When a web crawler looks at an entity, it does so as a node - and then
works to identify relationships between those entities.
They are trained (ML) to look for entities, and identify context and
relationships.
We optimise our internal linking between webpages (that house related
content) like nodes & edges… (IMO) Google can also ascertain relevance
between documents on a single domain, without links - but they help.
22
dantaylor.online // @taylordanrw
Scalable Extraction
We can use Python to extract the tags from Google
image search - meaning we can scale this process.
With simple extraction around a small, initial set of
search queries we can begin to identify and
unearth potential relationships between concepts
and entities (various classes) that aren’t
demonstrated in traditional keyword research tools
working off queries alone.
Google likes to update it’s HTML, so you will need to
keep updating your scrapers...
23
dantaylor.online // @taylordanrw
[Cyprus Holidays]
24
dantaylor.online // @taylordanrw
BEACH
BEACH

Recommended for you

Keyword Research and Topic Modeling in a Semantic Web
Keyword Research and Topic Modeling in a Semantic WebKeyword Research and Topic Modeling in a Semantic Web
Keyword Research and Topic Modeling in a Semantic Web

The document discusses keyword research and topic modeling in the semantic web. It covers identifying named entities, adding schema markup to pages, and verifying listings on Google My Business. It also discusses using context and related phrases to improve search engine optimization, including looking at knowledge bases, disambiguations pages, and clustering related meanings. The document provides examples of using related words and phrases for semantic topic clustering and ranking documents based on included phrases.

TechSEO Boost - Apps script for SEOs
TechSEO Boost - Apps script for SEOsTechSEO Boost - Apps script for SEOs
TechSEO Boost - Apps script for SEOs

The document discusses how Apps Script can be used to program spreadsheets and leverage JavaScript functions and APIs. It provides examples of parsing URLs, cleaning data, and custom functions. Apps Script allows integrating APIs to scrape search results, classify data using machine learning, and monitor website changes. Functions can make spreadsheets more powerful and automate tasks like notifying users. The document encourages learning JavaScript and Apps Script to unlock these capabilities within spreadsheets.

apps scriptseogoogle sheets
Outranking.io Summit Entity Analysis In SEO
Outranking.io Summit Entity Analysis In SEOOutranking.io Summit Entity Analysis In SEO
Outranking.io Summit Entity Analysis In SEO

Dan Taylor's #SEO lightning talk about incorporating entity analysis into your SEO strategy, and three methods of scaling it.

seoentitiestechnical seo
[Cyprus Holidays] Image Tags
● All inclusive
● Ayia Napa
● Cheap
● Protara
● Beach
● 5 Star
● Nissi Beach
● Larnaca
● Coral Bay
● Limassol
25
dantaylor.online // @taylordanrw
● Family
● Luxury
● Paphos
● Turkish
● Summer
● Resort
● Waterpark
● Grecian Park
Hotel
● Electra Village
● South
● Anastasia
● Map
● Elysium
● Nestor hotel
● Famagusta
● Pernera
● Night life
Place/Location -- Hotel/Hotel Modifier -- Holiday Modifier
Result #1
holidayhypermarket.co.uk/destinations/cyprus
● All inclusive
● Ayia Napa
● Cheap
● Protara
● Beach
● 5 Star
● Nissi Beach
● Larnaca
● Coral Bay
● Limassol
26
dantaylor.online // @taylordanrw
● Family
● Luxury
● Paphos
● Turkish
● Summer
● Resort
● Waterpark
● Grecian Park
Hotel
● Electra Village
● South
● Anastasia
● Map
● Elysium
● Nestor hotel
● Famagusta
● Pernera
● Night life
Result #54
scottdunn.com/cyprus
● All inclusive
● Ayia Napa
● Cheap
● Protara
● Beach
● 5 Star
● Nissi Beach
● Larnaca
● Coral Bay
● Limassol
27
dantaylor.online // @taylordanrw
● Family
● Luxury
● Paphos
● Turkish
● Summer
● Resort
● Waterpark
● Grecian Park
Hotel
● Electra Village
● South
● Anastasia
● Map
● Elysium
● Nestor hotel
● Famagusta
● Pernera
● Night life
28

Recommended for you

Plerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UX
Plerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UXPlerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UX
Plerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UX

My slides from the Plerdy CRO/UX conference in February 2021, in which I discussed the relationship between SEO and UX, and how we can improve one to benefit the other.

seouser experienceux
How to Scale and Grow your Enterprise Technical SEO Strategy
How to Scale and Grow your Enterprise Technical SEO StrategyHow to Scale and Grow your Enterprise Technical SEO Strategy
How to Scale and Grow your Enterprise Technical SEO Strategy

Trying to scale your SEO strategies but having trouble keeping up? Is the rapid change in customer needs, churn rates, and product portfolios challenging your marketing team? Discover how you can overcome growing pains in our upcoming educational webinar specifically designed for enterprise marketers. In this presentation, you’ll learn: -How to use Edge SEO to automate and improve processes in product management (from an SEO perspective). -The best way to use entities scalably for better support of content creation. -How to deal with out-of-stock products to maintain brand visibility and avoid negatively impacting the user experience. -Often, enterprise ecommerce sites and websites that offer SaaS subscription models are challenged with automation and require technical assistance as they scale. Dan Taylor, Head Of Research And Development at SALT.agency – and a Search Engine Journal VIP Contributor – will discuss SEO strategies you should know to scale your efforts and grow your business.

webinarwednesdaysearchenginejournalenterprise seo
Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021
Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021
Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021

Google uses over 200 factors when determining how to rank pages in its search results. These include on-page factors like keywords in page titles and content, as well as off-page factors like links pointing to the page. Some factors focus on usability and quality like page loading speed, mobile friendliness, and proper grammar. Historical factors like the age of the domain and how frequently the page has been updated are also considered. The exact role and importance of each individual factor is not fully known or static, as Google's algorithm is constantly evolving.

seo ranking factorgoogle seoseo ranking
29
30
31
https://scottmathson.com/blog/2020/04/23/cloudflare-dns-content-hub-case-study-pt-1-seo-rankings/
32

Recommended for you

Not Your Mom's SEO
Not Your Mom's SEONot Your Mom's SEO
Not Your Mom's SEO

The document discusses issues with how computer science has directed the development of search systems, focusing on efficiency over user experience. It argues search systems have paid minimal attention to the user experience beyond results relevance and ad-matching. The goal of the plenary is to inspire designing search experiences that do more than just sell products well.

seosearch technologyinternational seo
From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...
From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...
From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...

Do you want to learn how to use the low-hanging fruit of knowledge graphs — schema.org and JSON-LD — to annotate content and improve your SEO with semantics and entities? This hands-on workshop with one of the leading Semantic SEO practitioners will help you get started.

semanticsseojson
The New Content SEO - Sydney SEO Conference 2023
The New Content SEO - Sydney SEO Conference 2023The New Content SEO - Sydney SEO Conference 2023
The New Content SEO - Sydney SEO Conference 2023

This document summarizes Amanda King's presentation on the new content SEO at the Sydney SEO Conference. It discusses how Google has moved beyond keywords and now understands content semantically through natural language processing and systems like BERT. It also explains how Google analyzes content through parsing, entity detection, and understanding relationships to score and rank pages. The presentation recommends doing a full content inventory to identify entities, related terms, and differences from top ranking pages to update content accordingly.

seocomputational linguisticsnatural language processing
33
Thank you!
@taylordanrw
https://salt.agency

More Related Content

What's hot

Internal Linking - The Topic Clustering Way edited.pptx
Internal Linking - The Topic Clustering Way edited.pptxInternal Linking - The Topic Clustering Way edited.pptx
Internal Linking - The Topic Clustering Way edited.pptx
Dixon Jones
 
No More "It Depends" - Learn to Set your Visual SEO Resources #LondonSEOMeetu...
No More "It Depends" - Learn to Set your Visual SEO Resources #LondonSEOMeetu...No More "It Depends" - Learn to Set your Visual SEO Resources #LondonSEOMeetu...
No More "It Depends" - Learn to Set your Visual SEO Resources #LondonSEOMeetu...
Aleyda Solís
 
How to Incorporate ML in your SERP Analysis, Lazarina Stoy -BrightonSEO Oct, ...
How to Incorporate ML in your SERP Analysis, Lazarina Stoy -BrightonSEO Oct, ...How to Incorporate ML in your SERP Analysis, Lazarina Stoy -BrightonSEO Oct, ...
How to Incorporate ML in your SERP Analysis, Lazarina Stoy -BrightonSEO Oct, ...
LazarinaStoyanova
 
PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...
PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...
PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...
LazarinaStoyanova
 
7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon
7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon
7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon
Aleyda Solís
 
SEO & Patents Vrtualcon v. 3.0
SEO & Patents Vrtualcon v. 3.0SEO & Patents Vrtualcon v. 3.0
SEO & Patents Vrtualcon v. 3.0
Bill Slawski
 
How Search Works
How Search WorksHow Search Works
How Search Works
Ahrefs
 
Lexical Semantics, Semantic Similarity and Relevance for SEO
Lexical Semantics, Semantic Similarity and Relevance for SEOLexical Semantics, Semantic Similarity and Relevance for SEO
Lexical Semantics, Semantic Similarity and Relevance for SEO
Koray Tugberk GUBUR
 
Semantic seo and the evolution of queries
Semantic seo and the evolution of queriesSemantic seo and the evolution of queries
Semantic seo and the evolution of queries
Bill Slawski
 
Antifragility in Digital Marketing
Antifragility in Digital MarketingAntifragility in Digital Marketing
Antifragility in Digital Marketing
Elias Dabbas
 
How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...
How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...
How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...
LazarinaStoyanova
 
How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...
How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...
How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...
Aleyda Solís
 
[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages
[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages
[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages
Areej AbuAli
 
How to control googlebot
How to control googlebotHow to control googlebot
How to control googlebot
Serge Bezborodov
 
SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...
SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...
SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...
Aleyda Solís
 
A beginner's guide to machine learning for SEOs - WTSFest 2022
A beginner's guide to machine learning for SEOs  - WTSFest 2022A beginner's guide to machine learning for SEOs  - WTSFest 2022
A beginner's guide to machine learning for SEOs - WTSFest 2022
LazarinaStoyanova
 
Search Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEO
Search Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEOSearch Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEO
Search Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEO
Koray Tugberk GUBUR
 
Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...
Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...
Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...
Ahrefs
 
Keyword Research and Topic Modeling in a Semantic Web
Keyword Research and Topic Modeling in a Semantic WebKeyword Research and Topic Modeling in a Semantic Web
Keyword Research and Topic Modeling in a Semantic Web
Bill Slawski
 
TechSEO Boost - Apps script for SEOs
TechSEO Boost - Apps script for SEOsTechSEO Boost - Apps script for SEOs
TechSEO Boost - Apps script for SEOs
David Sottimano
 

What's hot (20)

Internal Linking - The Topic Clustering Way edited.pptx
Internal Linking - The Topic Clustering Way edited.pptxInternal Linking - The Topic Clustering Way edited.pptx
Internal Linking - The Topic Clustering Way edited.pptx
 
No More "It Depends" - Learn to Set your Visual SEO Resources #LondonSEOMeetu...
No More "It Depends" - Learn to Set your Visual SEO Resources #LondonSEOMeetu...No More "It Depends" - Learn to Set your Visual SEO Resources #LondonSEOMeetu...
No More "It Depends" - Learn to Set your Visual SEO Resources #LondonSEOMeetu...
 
How to Incorporate ML in your SERP Analysis, Lazarina Stoy -BrightonSEO Oct, ...
How to Incorporate ML in your SERP Analysis, Lazarina Stoy -BrightonSEO Oct, ...How to Incorporate ML in your SERP Analysis, Lazarina Stoy -BrightonSEO Oct, ...
How to Incorporate ML in your SERP Analysis, Lazarina Stoy -BrightonSEO Oct, ...
 
PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...
PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...
PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs Open...
 
7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon
7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon
7 E-Commerce SEO Mistakes & How to Fix Them #DeepSEOCon
 
SEO & Patents Vrtualcon v. 3.0
SEO & Patents Vrtualcon v. 3.0SEO & Patents Vrtualcon v. 3.0
SEO & Patents Vrtualcon v. 3.0
 
How Search Works
How Search WorksHow Search Works
How Search Works
 
Lexical Semantics, Semantic Similarity and Relevance for SEO
Lexical Semantics, Semantic Similarity and Relevance for SEOLexical Semantics, Semantic Similarity and Relevance for SEO
Lexical Semantics, Semantic Similarity and Relevance for SEO
 
Semantic seo and the evolution of queries
Semantic seo and the evolution of queriesSemantic seo and the evolution of queries
Semantic seo and the evolution of queries
 
Antifragility in Digital Marketing
Antifragility in Digital MarketingAntifragility in Digital Marketing
Antifragility in Digital Marketing
 
How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...
How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...
How to Implement Machine Learning in Your Internal Linking Audit - Lazarina S...
 
How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...
How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...
How to Make SEO Audits That Matter & Get Implemented for SEO Success - The Ex...
 
[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages
[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages
[BrightonSEO 2022] Unlocking the Hidden Potential of Product Listing Pages
 
How to control googlebot
How to control googlebotHow to control googlebot
How to control googlebot
 
SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...
SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...
SEO Reporting to Impress: How to Successfully Report your SEO Efforts & Resul...
 
A beginner's guide to machine learning for SEOs - WTSFest 2022
A beginner's guide to machine learning for SEOs  - WTSFest 2022A beginner's guide to machine learning for SEOs  - WTSFest 2022
A beginner's guide to machine learning for SEOs - WTSFest 2022
 
Search Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEO
Search Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEOSearch Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEO
Search Query Processing: The Secret Life of Queries, Parsing, Rewriting & SEO
 
Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...
Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...
Machine Learning use cases for Technical SEO Automation Brighton SEO Patrick ...
 
Keyword Research and Topic Modeling in a Semantic Web
Keyword Research and Topic Modeling in a Semantic WebKeyword Research and Topic Modeling in a Semantic Web
Keyword Research and Topic Modeling in a Semantic Web
 
TechSEO Boost - Apps script for SEOs
TechSEO Boost - Apps script for SEOsTechSEO Boost - Apps script for SEOs
TechSEO Boost - Apps script for SEOs
 

Similar to BrightonSEO March 2021 | Dan Taylor, Image Entity Tags

Outranking.io Summit Entity Analysis In SEO
Outranking.io Summit Entity Analysis In SEOOutranking.io Summit Entity Analysis In SEO
Outranking.io Summit Entity Analysis In SEO
Dan Taylor
 
Plerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UX
Plerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UXPlerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UX
Plerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UX
Dan Taylor
 
How to Scale and Grow your Enterprise Technical SEO Strategy
How to Scale and Grow your Enterprise Technical SEO StrategyHow to Scale and Grow your Enterprise Technical SEO Strategy
How to Scale and Grow your Enterprise Technical SEO Strategy
Search Engine Journal
 
Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021
Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021
Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021
Ronald Soh
 
Not Your Mom's SEO
Not Your Mom's SEONot Your Mom's SEO
Not Your Mom's SEO
Marianne Sweeny
 
From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...
From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...
From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...
Connected Data World
 
The New Content SEO - Sydney SEO Conference 2023
The New Content SEO - Sydney SEO Conference 2023The New Content SEO - Sydney SEO Conference 2023
The New Content SEO - Sydney SEO Conference 2023
Amanda King
 
Semantic Publishing and Entity SEO - Conteference 20-11-2022
Semantic Publishing and Entity SEO - Conteference 20-11-2022Semantic Publishing and Entity SEO - Conteference 20-11-2022
Semantic Publishing and Entity SEO - Conteference 20-11-2022
Massimiliano Geraci
 
Bearish SEO: Defining the User Experience for Google’s Panda Search Landscape
Bearish SEO: Defining the User Experience for Google’s Panda Search LandscapeBearish SEO: Defining the User Experience for Google’s Panda Search Landscape
Bearish SEO: Defining the User Experience for Google’s Panda Search Landscape
Marianne Sweeny
 
Technical Content Optimization - Mike King (MnSummit 2019)
Technical Content Optimization - Mike King (MnSummit 2019)Technical Content Optimization - Mike King (MnSummit 2019)
Technical Content Optimization - Mike King (MnSummit 2019)
MnSearch, The Minnesota Search Engine Marketing Association
 
How the Knowledge Graph Works with the Social Graph by Reva Mceachern
How the Knowledge Graph Works with the Social Graph by Reva MceachernHow the Knowledge Graph Works with the Social Graph by Reva Mceachern
How the Knowledge Graph Works with the Social Graph by Reva Mceachern
Search Marketing Expo - SMX
 
The Entity Search Revolution
The Entity Search RevolutionThe Entity Search Revolution
The Entity Search Revolution
Reva McPollom
 
Humming bird doc (1)
Humming bird doc (1)Humming bird doc (1)
Humming bird doc (1)
Manasa Muppala
 
Here is the list of Google's 200 Ranking Factors
Here is the list of Google's 200 Ranking FactorsHere is the list of Google's 200 Ranking Factors
Here is the list of Google's 200 Ranking Factors
ShivamSingh362619
 
Image Tagging With Social Assistance
Image Tagging With Social AssistanceImage Tagging With Social Assistance
Image Tagging With Social Assistance
ijtsrd
 
SearchLove Boston 2019 - Michael King - Technical Content Optimization
SearchLove Boston 2019 - Michael King - Technical Content OptimizationSearchLove Boston 2019 - Michael King - Technical Content Optimization
SearchLove Boston 2019 - Michael King - Technical Content Optimization
Distilled
 
Technical Content Optimization
Technical Content OptimizationTechnical Content Optimization
Technical Content Optimization
Michael King
 
Google 210 ranking factors 2020
Google 210 ranking factors 2020Google 210 ranking factors 2020
Google 210 ranking factors 2020
iftekharChowdhury9
 
What Does Web 2.0 Mean for Enterprise Search
What Does Web 2.0 Mean for Enterprise SearchWhat Does Web 2.0 Mean for Enterprise Search
What Does Web 2.0 Mean for Enterprise Search
Michael Sampson
 
Winning SEO Using Schema Markup and Structured Data
Winning SEO Using Schema Markup and Structured DataWinning SEO Using Schema Markup and Structured Data
Winning SEO Using Schema Markup and Structured Data
Marc Trimble
 

Similar to BrightonSEO March 2021 | Dan Taylor, Image Entity Tags (20)

Outranking.io Summit Entity Analysis In SEO
Outranking.io Summit Entity Analysis In SEOOutranking.io Summit Entity Analysis In SEO
Outranking.io Summit Entity Analysis In SEO
 
Plerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UX
Plerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UXPlerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UX
Plerdy's CRO/UX_Party February 2021 - Dan Taylor - SEO & UX
 
How to Scale and Grow your Enterprise Technical SEO Strategy
How to Scale and Grow your Enterprise Technical SEO StrategyHow to Scale and Grow your Enterprise Technical SEO Strategy
How to Scale and Grow your Enterprise Technical SEO Strategy
 
Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021
Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021
Ultimate Compilation Guide to Google 200 top SEO Ranking Factors 2021
 
Not Your Mom's SEO
Not Your Mom's SEONot Your Mom's SEO
Not Your Mom's SEO
 
From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...
From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...
From Knowledge Graphs to AI-powered SEO: Using taxonomies, schemas and knowle...
 
The New Content SEO - Sydney SEO Conference 2023
The New Content SEO - Sydney SEO Conference 2023The New Content SEO - Sydney SEO Conference 2023
The New Content SEO - Sydney SEO Conference 2023
 
Semantic Publishing and Entity SEO - Conteference 20-11-2022
Semantic Publishing and Entity SEO - Conteference 20-11-2022Semantic Publishing and Entity SEO - Conteference 20-11-2022
Semantic Publishing and Entity SEO - Conteference 20-11-2022
 
Bearish SEO: Defining the User Experience for Google’s Panda Search Landscape
Bearish SEO: Defining the User Experience for Google’s Panda Search LandscapeBearish SEO: Defining the User Experience for Google’s Panda Search Landscape
Bearish SEO: Defining the User Experience for Google’s Panda Search Landscape
 
Technical Content Optimization - Mike King (MnSummit 2019)
Technical Content Optimization - Mike King (MnSummit 2019)Technical Content Optimization - Mike King (MnSummit 2019)
Technical Content Optimization - Mike King (MnSummit 2019)
 
How the Knowledge Graph Works with the Social Graph by Reva Mceachern
How the Knowledge Graph Works with the Social Graph by Reva MceachernHow the Knowledge Graph Works with the Social Graph by Reva Mceachern
How the Knowledge Graph Works with the Social Graph by Reva Mceachern
 
The Entity Search Revolution
The Entity Search RevolutionThe Entity Search Revolution
The Entity Search Revolution
 
Humming bird doc (1)
Humming bird doc (1)Humming bird doc (1)
Humming bird doc (1)
 
Here is the list of Google's 200 Ranking Factors
Here is the list of Google's 200 Ranking FactorsHere is the list of Google's 200 Ranking Factors
Here is the list of Google's 200 Ranking Factors
 
Image Tagging With Social Assistance
Image Tagging With Social AssistanceImage Tagging With Social Assistance
Image Tagging With Social Assistance
 
SearchLove Boston 2019 - Michael King - Technical Content Optimization
SearchLove Boston 2019 - Michael King - Technical Content OptimizationSearchLove Boston 2019 - Michael King - Technical Content Optimization
SearchLove Boston 2019 - Michael King - Technical Content Optimization
 
Technical Content Optimization
Technical Content OptimizationTechnical Content Optimization
Technical Content Optimization
 
Google 210 ranking factors 2020
Google 210 ranking factors 2020Google 210 ranking factors 2020
Google 210 ranking factors 2020
 
What Does Web 2.0 Mean for Enterprise Search
What Does Web 2.0 Mean for Enterprise SearchWhat Does Web 2.0 Mean for Enterprise Search
What Does Web 2.0 Mean for Enterprise Search
 
Winning SEO Using Schema Markup and Structured Data
Winning SEO Using Schema Markup and Structured DataWinning SEO Using Schema Markup and Structured Data
Winning SEO Using Schema Markup and Structured Data
 

More from Dan Taylor

SEO for Hotels, Resorts, & Accommodations
SEO for Hotels, Resorts, & AccommodationsSEO for Hotels, Resorts, & Accommodations
SEO for Hotels, Resorts, & Accommodations
Dan Taylor
 
Influencing Discovery, Indexing Strategies For Complex Websites
Influencing Discovery, Indexing Strategies For Complex WebsitesInfluencing Discovery, Indexing Strategies For Complex Websites
Influencing Discovery, Indexing Strategies For Complex Websites
Dan Taylor
 
Entrepreneurship & Early Stages Growth Marketing Planning
Entrepreneurship & Early Stages Growth Marketing PlanningEntrepreneurship & Early Stages Growth Marketing Planning
Entrepreneurship & Early Stages Growth Marketing Planning
Dan Taylor
 
BrightonSEO October 2022 - Dan Taylor SEO - Indexing Ecommerce Websites
BrightonSEO October 2022 - Dan Taylor SEO - Indexing Ecommerce WebsitesBrightonSEO October 2022 - Dan Taylor SEO - Indexing Ecommerce Websites
BrightonSEO October 2022 - Dan Taylor SEO - Indexing Ecommerce Websites
Dan Taylor
 
Building 1-mil+ Session Content Hubs | Dan Taylor SEO | Digital Marketing Eur...
Building 1-mil+ Session Content Hubs | Dan Taylor SEO | Digital Marketing Eur...Building 1-mil+ Session Content Hubs | Dan Taylor SEO | Digital Marketing Eur...
Building 1-mil+ Session Content Hubs | Dan Taylor SEO | Digital Marketing Eur...
Dan Taylor
 
Deep Crawl Webinar, Edge SEO with Dan Taylor
Deep Crawl Webinar, Edge SEO with Dan TaylorDeep Crawl Webinar, Edge SEO with Dan Taylor
Deep Crawl Webinar, Edge SEO with Dan Taylor
Dan Taylor
 
WordPress North East (Jan 2021) ~ SEO Fundamentals For WordPress
WordPress North East (Jan 2021) ~ SEO Fundamentals For WordPressWordPress North East (Jan 2021) ~ SEO Fundamentals For WordPress
WordPress North East (Jan 2021) ~ SEO Fundamentals For WordPress
Dan Taylor
 
Optimization 2020 | Using Edge SEO For Technical Issues ft. Dan Taylor
Optimization 2020 | Using Edge SEO For Technical Issues ft. Dan TaylorOptimization 2020 | Using Edge SEO For Technical Issues ft. Dan Taylor
Optimization 2020 | Using Edge SEO For Technical Issues ft. Dan Taylor
Dan Taylor
 
Optimizing For Google Discover | SEO Camp'us Paris 2020 ft. Dan Taylor
Optimizing For Google Discover | SEO Camp'us Paris 2020 ft. Dan TaylorOptimizing For Google Discover | SEO Camp'us Paris 2020 ft. Dan Taylor
Optimizing For Google Discover | SEO Camp'us Paris 2020 ft. Dan Taylor
Dan Taylor
 
Using Search Data To Create Better User Forecasts (& Then Fulfil Experiences)...
Using Search Data To Create Better User Forecasts (& Then Fulfil Experiences)...Using Search Data To Create Better User Forecasts (& Then Fulfil Experiences)...
Using Search Data To Create Better User Forecasts (& Then Fulfil Experiences)...
Dan Taylor
 
Salesforce Commerce Cloud SEO Study | 2020
Salesforce Commerce Cloud SEO Study | 2020Salesforce Commerce Cloud SEO Study | 2020
Salesforce Commerce Cloud SEO Study | 2020
Dan Taylor
 
BrightonSEO 2019 - Edge SEO - Using CDNs To Perform SEO On The Edge
BrightonSEO 2019 - Edge SEO - Using CDNs To Perform SEO On The EdgeBrightonSEO 2019 - Edge SEO - Using CDNs To Perform SEO On The Edge
BrightonSEO 2019 - Edge SEO - Using CDNs To Perform SEO On The Edge
Dan Taylor
 
DeepCrawl Webinar: Performing SEO on the Edge
DeepCrawl Webinar: Performing SEO on the EdgeDeepCrawl Webinar: Performing SEO on the Edge
DeepCrawl Webinar: Performing SEO on the Edge
Dan Taylor
 
What is Edge SEO?
What is Edge SEO?What is Edge SEO?
What is Edge SEO?
Dan Taylor
 
LAC 2019: Voice Search Opportunities In iGaming
LAC 2019: Voice Search Opportunities In iGamingLAC 2019: Voice Search Opportunities In iGaming
LAC 2019: Voice Search Opportunities In iGaming
Dan Taylor
 
How secure are UK websites? - MeasureCamp Manchester I, May 12 2018 - CyberSc...
How secure are UK websites? - MeasureCamp Manchester I, May 12 2018 - CyberSc...How secure are UK websites? - MeasureCamp Manchester I, May 12 2018 - CyberSc...
How secure are UK websites? - MeasureCamp Manchester I, May 12 2018 - CyberSc...
Dan Taylor
 
Measurecamp 2017 - Yandex Metrica
Measurecamp 2017 - Yandex MetricaMeasurecamp 2017 - Yandex Metrica
Measurecamp 2017 - Yandex Metrica
Dan Taylor
 
Advanced Guide to Seo (Third Sector - Leeds Digital Festival 2016)
Advanced Guide to Seo (Third Sector - Leeds Digital Festival 2016)Advanced Guide to Seo (Third Sector - Leeds Digital Festival 2016)
Advanced Guide to Seo (Third Sector - Leeds Digital Festival 2016)
Dan Taylor
 
Basics of Seo - Share! 2016 (Leeds Digital Festival 2016)
Basics of Seo - Share! 2016 (Leeds Digital Festival 2016)Basics of Seo - Share! 2016 (Leeds Digital Festival 2016)
Basics of Seo - Share! 2016 (Leeds Digital Festival 2016)
Dan Taylor
 
Understanding Social Media Metrics
Understanding Social Media MetricsUnderstanding Social Media Metrics
Understanding Social Media Metrics
Dan Taylor
 

More from Dan Taylor (20)

SEO for Hotels, Resorts, & Accommodations
SEO for Hotels, Resorts, & AccommodationsSEO for Hotels, Resorts, & Accommodations
SEO for Hotels, Resorts, & Accommodations
 
Influencing Discovery, Indexing Strategies For Complex Websites
Influencing Discovery, Indexing Strategies For Complex WebsitesInfluencing Discovery, Indexing Strategies For Complex Websites
Influencing Discovery, Indexing Strategies For Complex Websites
 
Entrepreneurship & Early Stages Growth Marketing Planning
Entrepreneurship & Early Stages Growth Marketing PlanningEntrepreneurship & Early Stages Growth Marketing Planning
Entrepreneurship & Early Stages Growth Marketing Planning
 
BrightonSEO October 2022 - Dan Taylor SEO - Indexing Ecommerce Websites
BrightonSEO October 2022 - Dan Taylor SEO - Indexing Ecommerce WebsitesBrightonSEO October 2022 - Dan Taylor SEO - Indexing Ecommerce Websites
BrightonSEO October 2022 - Dan Taylor SEO - Indexing Ecommerce Websites
 
Building 1-mil+ Session Content Hubs | Dan Taylor SEO | Digital Marketing Eur...
Building 1-mil+ Session Content Hubs | Dan Taylor SEO | Digital Marketing Eur...Building 1-mil+ Session Content Hubs | Dan Taylor SEO | Digital Marketing Eur...
Building 1-mil+ Session Content Hubs | Dan Taylor SEO | Digital Marketing Eur...
 
Deep Crawl Webinar, Edge SEO with Dan Taylor
Deep Crawl Webinar, Edge SEO with Dan TaylorDeep Crawl Webinar, Edge SEO with Dan Taylor
Deep Crawl Webinar, Edge SEO with Dan Taylor
 
WordPress North East (Jan 2021) ~ SEO Fundamentals For WordPress
WordPress North East (Jan 2021) ~ SEO Fundamentals For WordPressWordPress North East (Jan 2021) ~ SEO Fundamentals For WordPress
WordPress North East (Jan 2021) ~ SEO Fundamentals For WordPress
 
Optimization 2020 | Using Edge SEO For Technical Issues ft. Dan Taylor
Optimization 2020 | Using Edge SEO For Technical Issues ft. Dan TaylorOptimization 2020 | Using Edge SEO For Technical Issues ft. Dan Taylor
Optimization 2020 | Using Edge SEO For Technical Issues ft. Dan Taylor
 
Optimizing For Google Discover | SEO Camp'us Paris 2020 ft. Dan Taylor
Optimizing For Google Discover | SEO Camp'us Paris 2020 ft. Dan TaylorOptimizing For Google Discover | SEO Camp'us Paris 2020 ft. Dan Taylor
Optimizing For Google Discover | SEO Camp'us Paris 2020 ft. Dan Taylor
 
Using Search Data To Create Better User Forecasts (& Then Fulfil Experiences)...
Using Search Data To Create Better User Forecasts (& Then Fulfil Experiences)...Using Search Data To Create Better User Forecasts (& Then Fulfil Experiences)...
Using Search Data To Create Better User Forecasts (& Then Fulfil Experiences)...
 
Salesforce Commerce Cloud SEO Study | 2020
Salesforce Commerce Cloud SEO Study | 2020Salesforce Commerce Cloud SEO Study | 2020
Salesforce Commerce Cloud SEO Study | 2020
 
BrightonSEO 2019 - Edge SEO - Using CDNs To Perform SEO On The Edge
BrightonSEO 2019 - Edge SEO - Using CDNs To Perform SEO On The EdgeBrightonSEO 2019 - Edge SEO - Using CDNs To Perform SEO On The Edge
BrightonSEO 2019 - Edge SEO - Using CDNs To Perform SEO On The Edge
 
DeepCrawl Webinar: Performing SEO on the Edge
DeepCrawl Webinar: Performing SEO on the EdgeDeepCrawl Webinar: Performing SEO on the Edge
DeepCrawl Webinar: Performing SEO on the Edge
 
What is Edge SEO?
What is Edge SEO?What is Edge SEO?
What is Edge SEO?
 
LAC 2019: Voice Search Opportunities In iGaming
LAC 2019: Voice Search Opportunities In iGamingLAC 2019: Voice Search Opportunities In iGaming
LAC 2019: Voice Search Opportunities In iGaming
 
How secure are UK websites? - MeasureCamp Manchester I, May 12 2018 - CyberSc...
How secure are UK websites? - MeasureCamp Manchester I, May 12 2018 - CyberSc...How secure are UK websites? - MeasureCamp Manchester I, May 12 2018 - CyberSc...
How secure are UK websites? - MeasureCamp Manchester I, May 12 2018 - CyberSc...
 
Measurecamp 2017 - Yandex Metrica
Measurecamp 2017 - Yandex MetricaMeasurecamp 2017 - Yandex Metrica
Measurecamp 2017 - Yandex Metrica
 
Advanced Guide to Seo (Third Sector - Leeds Digital Festival 2016)
Advanced Guide to Seo (Third Sector - Leeds Digital Festival 2016)Advanced Guide to Seo (Third Sector - Leeds Digital Festival 2016)
Advanced Guide to Seo (Third Sector - Leeds Digital Festival 2016)
 
Basics of Seo - Share! 2016 (Leeds Digital Festival 2016)
Basics of Seo - Share! 2016 (Leeds Digital Festival 2016)Basics of Seo - Share! 2016 (Leeds Digital Festival 2016)
Basics of Seo - Share! 2016 (Leeds Digital Festival 2016)
 
Understanding Social Media Metrics
Understanding Social Media MetricsUnderstanding Social Media Metrics
Understanding Social Media Metrics
 

Recently uploaded

Know about what is digital marketing.pptx
Know about what is digital marketing.pptxKnow about what is digital marketing.pptx
Know about what is digital marketing.pptx
cricketworld24
 
Importance of Digital Marketing in 2024
Importance of Digital Marketing in  2024Importance of Digital Marketing in  2024
Importance of Digital Marketing in 2024
eyekootech
 
The Intersection Between AI & Paid Media Management - Curtiss Gulash
The Intersection Between AI & Paid Media Management - Curtiss GulashThe Intersection Between AI & Paid Media Management - Curtiss Gulash
The Intersection Between AI & Paid Media Management - Curtiss Gulash
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions
 
Digital Marketing Trends Experts Insights on How to Gain a Competitive Edge -...
Digital Marketing Trends Experts Insights on How to Gain a Competitive Edge -...Digital Marketing Trends Experts Insights on How to Gain a Competitive Edge -...
Digital Marketing Trends Experts Insights on How to Gain a Competitive Edge -...
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions
 
ABM, The True Story - Rob Griffin, G5 Futures
ABM, The True Story - Rob Griffin, G5 FuturesABM, The True Story - Rob Griffin, G5 Futures
Billion Broadcaster's Frame Posters and Horizontal Lift Advertising Screens: ...
Billion Broadcaster's Frame Posters and Horizontal Lift Advertising Screens: ...Billion Broadcaster's Frame Posters and Horizontal Lift Advertising Screens: ...
Billion Broadcaster's Frame Posters and Horizontal Lift Advertising Screens: ...
VikasYadav194549
 
SEO for Revenue - Grow Your Business, Not Just Your Rankings - Dale Bertrand
SEO for Revenue - Grow Your Business, Not Just Your Rankings - Dale BertrandSEO for Revenue - Grow Your Business, Not Just Your Rankings - Dale Bertrand
SEO for Revenue - Grow Your Business, Not Just Your Rankings - Dale Bertrand
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions
 
Digital Marketing Trends, Experts Insights on How to Gain a Competitive Edge ...
Digital Marketing Trends, Experts Insights on How to Gain a Competitive Edge ...Digital Marketing Trends, Experts Insights on How to Gain a Competitive Edge ...
Digital Marketing Trends, Experts Insights on How to Gain a Competitive Edge ...
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions
 
TAM AdEx-Quarterly Report on Radio Advertising_2024.pdf
TAM AdEx-Quarterly Report on Radio Advertising_2024.pdfTAM AdEx-Quarterly Report on Radio Advertising_2024.pdf
TAM AdEx-Quarterly Report on Radio Advertising_2024.pdf
Social Samosa
 
Mobile Marketing in the form of ppt document
Mobile Marketing in the form of ppt documentMobile Marketing in the form of ppt document
Mobile Marketing in the form of ppt document
ArhamBaloch1
 
Digital marketing metrics every one must know in 2024
Digital marketing metrics every one must know in 2024Digital marketing metrics every one must know in 2024
Digital marketing metrics every one must know in 2024
Digital Scape
 
Paid Media Targeting in a Cookieless Future - Kevin Lee
Paid Media Targeting in a Cookieless Future - Kevin LeePaid Media Targeting in a Cookieless Future - Kevin Lee
Paid Media Targeting in a Cookieless Future - Kevin Lee
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions
 
Traditional Foods Of Australia and The History
Traditional Foods Of Australia and The HistoryTraditional Foods Of Australia and The History
Traditional Foods Of Australia and The History
The Aussie Way
 
The Top 6 Facebook Ad Hacks of 2024, Targeting the Untargetable - Larry Kim
The Top 6 Facebook Ad Hacks of 2024, Targeting the Untargetable - Larry KimThe Top 6 Facebook Ad Hacks of 2024, Targeting the Untargetable - Larry Kim
The Top 6 Facebook Ad Hacks of 2024, Targeting the Untargetable - Larry Kim
DigiMarCon - Digital Marketing, Media and Advertising Conferences & Exhibitions
 
BLOG ISSUE 46- Balmer Lawrie Quarterly Gazette
BLOG ISSUE 46- Balmer Lawrie Quarterly GazetteBLOG ISSUE 46- Balmer Lawrie Quarterly Gazette
BLOG ISSUE 46- Balmer Lawrie Quarterly Gazette
BalmerLawrie
 
10 Powerful Strategies to Solve Common Payroll Problems in SMEs_.pdf
10 Powerful Strategies to Solve Common Payroll Problems in SMEs_.pdf10 Powerful Strategies to Solve Common Payroll Problems in SMEs_.pdf
10 Powerful Strategies to Solve Common Payroll Problems in SMEs_.pdf
Top Klickz
 
[Webinar - VWO] AI-First Strategies to Drive Traffic and Conversions for 2024...
[Webinar - VWO] AI-First Strategies to Drive Traffic and Conversions for 2024...[Webinar - VWO] AI-First Strategies to Drive Traffic and Conversions for 2024...
[Webinar - VWO] AI-First Strategies to Drive Traffic and Conversions for 2024...
VWO
 
Go To Market Strategy - Zig When Others Zag
Go To Market Strategy - Zig When Others ZagGo To Market Strategy - Zig When Others Zag
Go To Market Strategy - Zig When Others Zag
Rajesh Math
 
Revolutionizing Advertising with Billion Broadcaster Standee Screen Media
Revolutionizing Advertising with Billion Broadcaster Standee Screen MediaRevolutionizing Advertising with Billion Broadcaster Standee Screen Media
Revolutionizing Advertising with Billion Broadcaster Standee Screen Media
VikasYadav194549
 
Top XRP Coin News of the Week: A Volatile Market Amidst Legal and Historical ...
Top XRP Coin News of the Week: A Volatile Market Amidst Legal and Historical ...Top XRP Coin News of the Week: A Volatile Market Amidst Legal and Historical ...
Top XRP Coin News of the Week: A Volatile Market Amidst Legal and Historical ...
SFC Today
 

Recently uploaded (20)

Know about what is digital marketing.pptx
Know about what is digital marketing.pptxKnow about what is digital marketing.pptx
Know about what is digital marketing.pptx
 
Importance of Digital Marketing in 2024
Importance of Digital Marketing in  2024Importance of Digital Marketing in  2024
Importance of Digital Marketing in 2024
 
The Intersection Between AI & Paid Media Management - Curtiss Gulash
The Intersection Between AI & Paid Media Management - Curtiss GulashThe Intersection Between AI & Paid Media Management - Curtiss Gulash
The Intersection Between AI & Paid Media Management - Curtiss Gulash
 
Digital Marketing Trends Experts Insights on How to Gain a Competitive Edge -...
Digital Marketing Trends Experts Insights on How to Gain a Competitive Edge -...Digital Marketing Trends Experts Insights on How to Gain a Competitive Edge -...
Digital Marketing Trends Experts Insights on How to Gain a Competitive Edge -...
 
ABM, The True Story - Rob Griffin, G5 Futures
ABM, The True Story - Rob Griffin, G5 FuturesABM, The True Story - Rob Griffin, G5 Futures
ABM, The True Story - Rob Griffin, G5 Futures
 
Billion Broadcaster's Frame Posters and Horizontal Lift Advertising Screens: ...
Billion Broadcaster's Frame Posters and Horizontal Lift Advertising Screens: ...Billion Broadcaster's Frame Posters and Horizontal Lift Advertising Screens: ...
Billion Broadcaster's Frame Posters and Horizontal Lift Advertising Screens: ...
 
SEO for Revenue - Grow Your Business, Not Just Your Rankings - Dale Bertrand
SEO for Revenue - Grow Your Business, Not Just Your Rankings - Dale BertrandSEO for Revenue - Grow Your Business, Not Just Your Rankings - Dale Bertrand
SEO for Revenue - Grow Your Business, Not Just Your Rankings - Dale Bertrand
 
Digital Marketing Trends, Experts Insights on How to Gain a Competitive Edge ...
Digital Marketing Trends, Experts Insights on How to Gain a Competitive Edge ...Digital Marketing Trends, Experts Insights on How to Gain a Competitive Edge ...
Digital Marketing Trends, Experts Insights on How to Gain a Competitive Edge ...
 
TAM AdEx-Quarterly Report on Radio Advertising_2024.pdf
TAM AdEx-Quarterly Report on Radio Advertising_2024.pdfTAM AdEx-Quarterly Report on Radio Advertising_2024.pdf
TAM AdEx-Quarterly Report on Radio Advertising_2024.pdf
 
Mobile Marketing in the form of ppt document
Mobile Marketing in the form of ppt documentMobile Marketing in the form of ppt document
Mobile Marketing in the form of ppt document
 
Digital marketing metrics every one must know in 2024
Digital marketing metrics every one must know in 2024Digital marketing metrics every one must know in 2024
Digital marketing metrics every one must know in 2024
 
Paid Media Targeting in a Cookieless Future - Kevin Lee
Paid Media Targeting in a Cookieless Future - Kevin LeePaid Media Targeting in a Cookieless Future - Kevin Lee
Paid Media Targeting in a Cookieless Future - Kevin Lee
 
Traditional Foods Of Australia and The History
Traditional Foods Of Australia and The HistoryTraditional Foods Of Australia and The History
Traditional Foods Of Australia and The History
 
The Top 6 Facebook Ad Hacks of 2024, Targeting the Untargetable - Larry Kim
The Top 6 Facebook Ad Hacks of 2024, Targeting the Untargetable - Larry KimThe Top 6 Facebook Ad Hacks of 2024, Targeting the Untargetable - Larry Kim
The Top 6 Facebook Ad Hacks of 2024, Targeting the Untargetable - Larry Kim
 
BLOG ISSUE 46- Balmer Lawrie Quarterly Gazette
BLOG ISSUE 46- Balmer Lawrie Quarterly GazetteBLOG ISSUE 46- Balmer Lawrie Quarterly Gazette
BLOG ISSUE 46- Balmer Lawrie Quarterly Gazette
 
10 Powerful Strategies to Solve Common Payroll Problems in SMEs_.pdf
10 Powerful Strategies to Solve Common Payroll Problems in SMEs_.pdf10 Powerful Strategies to Solve Common Payroll Problems in SMEs_.pdf
10 Powerful Strategies to Solve Common Payroll Problems in SMEs_.pdf
 
[Webinar - VWO] AI-First Strategies to Drive Traffic and Conversions for 2024...
[Webinar - VWO] AI-First Strategies to Drive Traffic and Conversions for 2024...[Webinar - VWO] AI-First Strategies to Drive Traffic and Conversions for 2024...
[Webinar - VWO] AI-First Strategies to Drive Traffic and Conversions for 2024...
 
Go To Market Strategy - Zig When Others Zag
Go To Market Strategy - Zig When Others ZagGo To Market Strategy - Zig When Others Zag
Go To Market Strategy - Zig When Others Zag
 
Revolutionizing Advertising with Billion Broadcaster Standee Screen Media
Revolutionizing Advertising with Billion Broadcaster Standee Screen MediaRevolutionizing Advertising with Billion Broadcaster Standee Screen Media
Revolutionizing Advertising with Billion Broadcaster Standee Screen Media
 
Top XRP Coin News of the Week: A Volatile Market Amidst Legal and Historical ...
Top XRP Coin News of the Week: A Volatile Market Amidst Legal and Historical ...Top XRP Coin News of the Week: A Volatile Market Amidst Legal and Historical ...
Top XRP Coin News of the Week: A Volatile Market Amidst Legal and Historical ...
 

BrightonSEO March 2021 | Dan Taylor, Image Entity Tags

  • 1. Using Image Category Labels For Content Optimization Dan Taylor // SALT.agency
  • 2. Head of Research & Development @ SALT.agency • 2018 TechSEO Boost Innovation Award • Search Engine Journal Author • Search Engine Journal Top 140 (“18, “19, “20) • SEMrush Top Author • https://salt.agency (#Hiring #RemoteUK) • https://hreflangchecker.com • https://sloth.cloud • https://dantaylor.online These slides: https://dantaylor.online/brighton2021 dantaylor.online // @taylordanrw
  • 3. Today Today, I’ll be talking about how we can use Google’s imaging labels and entity classification systems as a method of keyword and topic research, to improve our content. “Improve our content” Rankings? Conversion? User Happiness & Experience Forecasting? Enhanced topic research to identify/reaffirm connections between topics we’re exploring. But first, a little back story... 3 dantaylor.online // @taylordanrw
  • 4. Semantic Search & SEO Semantics in SEO isn’t a new concept, or new to Google. The first mention of Semantic search came in a 1999 Sergey Brin patent. If you’re able to understand entities, then you can gain an insight into how Google looks at individual webpages, websites (as a cohort of pages), and then interprets the information contained therein. Topic clusters have nothing to do with Hummingbird, and RankBrain. #Myth 4 dantaylor.online // @taylordanrw
  • 5. “ So, when someone searches. Google may compare the SERPs they receive from the original query to augmented query results based on previous searches using the same query terms or synthetic queries. This evaluation against augmentation queries is based upon which search results have received more clicks in the past. Google may decide to add results from an augmentation query to the results for the query searched for to improve quality scores and the overall search results. 5 Bill Slawski dantaylor.online // @taylordanrw
  • 6. Sphere of influence As SEOs, we can only impact the initial phase, and our efforts are then see as rewards during the indexing and ranking phases. 6
  • 7. What is an image entity tag/category label?
  • 8. 8
  • 9. “ Per some embodiments, object recognition technology is used to annotate images stored in databases or harvested from Internet web pages. The annotations may identify who and/or what is contained in the images. 9 US Patent: 10,534,810 - Ran El Manor and Yaniv Leviathan, Google LLC dantaylor.online // @taylordanrw
  • 10. Images & The Knowledge Graph Back in 2012, when Google started the Knowledge Graph they included a phrase that “(Google) can learn from images of real-world objects” We know from other patents that Google annotates images as part of the mechanisms to grow and increase connections within the Knowledge Graph between entities (object and attribute). It’s logical that this would be a two way process; with learnings from image attribute entity recognition feeding into the overall knowledge sphere, and vice versa. 10 dantaylor.online // @taylordanrw
  • 11. Chuck Rosenberg, Image Search Team - 2013 11
  • 12. 5 Query Satisfaction Objectives 1. Continuation of neural mapping processes to provide better results for ambiguous queries 2. Improve needs met results for queries with multiple common (strong) interpretations 3. Advancement beyond the “written word” in terms of entity relationship understanding 4. Improve the results (in terms of relevancy) for general image search 5. [Internal] work by Google to test and train against new queries/tests to perform updates/reaffirm data sets/improve data sets/entity relationships 12 dantaylor.online // @taylordanrw
  • 13. Scores We know from patent analysis (hail Bill Slawski) that Google uses association scores (the score to quantify the relationship between two entities within a database). We know that Google then has entity classes, and subclasses. Entities may be associated with one or more entity attributes and/or object attributes. This then begs the question of how association and confidence scores and impact the tangible output (the image filter tags). 13 dantaylor.online // @taylordanrw
  • 14. “ An association score may reflect a likelihood or degree of confidence that an attribute, attribute value, relationship, class hierarchy, designated context class, or other such association is valid, correct, and/or legitimate. In some embodiments, for example, an association score may reflect a degree of relatedness between two entities or a context and an entity. 14 US Patent 10,198,491, a lot of authors, Google LLC dantaylor.online // @taylordanrw
  • 15. Illustration from the patent 10,534,810 15
  • 16. Mapping Entity Relations From the bear example in the patent we can begin to map out a relationship between various entities. How we define or connect the relationships (for the purpose of improving our user happiness) is down to our own, logical interpretation - aka common sense. Google does this through machine learning, and combing the information from image annotations with prior knowledge from the Knowledge Graph. 16 dantaylor.online // @taylordanrw
  • 17. Illustration from the patent 10,534,810 17 Node Edge
  • 19. Similar To Topic Mapping 19
  • 21. Ok, great. So why/how can I use this?
  • 22. Entities & Content Optimization Remember that Google is a machine. When a web crawler looks at an entity, it does so as a node - and then works to identify relationships between those entities. They are trained (ML) to look for entities, and identify context and relationships. We optimise our internal linking between webpages (that house related content) like nodes & edges… (IMO) Google can also ascertain relevance between documents on a single domain, without links - but they help. 22 dantaylor.online // @taylordanrw
  • 23. Scalable Extraction We can use Python to extract the tags from Google image search - meaning we can scale this process. With simple extraction around a small, initial set of search queries we can begin to identify and unearth potential relationships between concepts and entities (various classes) that aren’t demonstrated in traditional keyword research tools working off queries alone. Google likes to update it’s HTML, so you will need to keep updating your scrapers... 23 dantaylor.online // @taylordanrw
  • 24. [Cyprus Holidays] 24 dantaylor.online // @taylordanrw BEACH BEACH
  • 25. [Cyprus Holidays] Image Tags ● All inclusive ● Ayia Napa ● Cheap ● Protara ● Beach ● 5 Star ● Nissi Beach ● Larnaca ● Coral Bay ● Limassol 25 dantaylor.online // @taylordanrw ● Family ● Luxury ● Paphos ● Turkish ● Summer ● Resort ● Waterpark ● Grecian Park Hotel ● Electra Village ● South ● Anastasia ● Map ● Elysium ● Nestor hotel ● Famagusta ● Pernera ● Night life Place/Location -- Hotel/Hotel Modifier -- Holiday Modifier
  • 26. Result #1 holidayhypermarket.co.uk/destinations/cyprus ● All inclusive ● Ayia Napa ● Cheap ● Protara ● Beach ● 5 Star ● Nissi Beach ● Larnaca ● Coral Bay ● Limassol 26 dantaylor.online // @taylordanrw ● Family ● Luxury ● Paphos ● Turkish ● Summer ● Resort ● Waterpark ● Grecian Park Hotel ● Electra Village ● South ● Anastasia ● Map ● Elysium ● Nestor hotel ● Famagusta ● Pernera ● Night life
  • 27. Result #54 scottdunn.com/cyprus ● All inclusive ● Ayia Napa ● Cheap ● Protara ● Beach ● 5 Star ● Nissi Beach ● Larnaca ● Coral Bay ● Limassol 27 dantaylor.online // @taylordanrw ● Family ● Luxury ● Paphos ● Turkish ● Summer ● Resort ● Waterpark ● Grecian Park Hotel ● Electra Village ● South ● Anastasia ● Map ● Elysium ● Nestor hotel ● Famagusta ● Pernera ● Night life
  • 28. 28
  • 29. 29
  • 30. 30
  • 31. 31