SlideShare a Scribd company logo
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Google's ML APIs vs OpenAI's APIs
(SEO Use Cases)
Machine Learning and Search
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
● SEO & Data Science Lead
● Intrepid Digital - enterprise
digital marketing agency
● Client Portfolio Focus: B2B
Enterprise in Big Tech
● MSc, specialising in ML/NLP
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
My main goal:
to inspire you to think creatively
about available ML APIs and how you use
them in your day-to-day.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
There are several areas,
where ML automation can help
boost efficiency and improve outcomes for
digital marketers.

Recommended for you

Canonicalization for SEO BrightonSEO April 2023 Patrick Stox
Canonicalization for SEO BrightonSEO April 2023 Patrick StoxCanonicalization for SEO BrightonSEO April 2023 Patrick Stox
Canonicalization for SEO BrightonSEO April 2023 Patrick Stox

Canonicalization is a process that webmasters use to tell search engines which URL is the preferred version for a page that may have duplicate content across different URLs. It helps search engines understand which version of a page should be considered the original and primary version for things like search rankings. Properly implementing canonicalization can help avoid duplicate content penalties and ensure the right URL receives credit in search results.

canonicalizationseotechnical seo
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
Why Scaling (Great) Content Is So Bloody Hard
Why Scaling (Great) Content Is So Bloody HardWhy Scaling (Great) Content Is So Bloody Hard
Why Scaling (Great) Content Is So Bloody Hard

The document discusses the challenges of scaling great content. It states that while scaling basic content is easy, scaling high-quality content is difficult. It recommends systematizing, standardizing, and streamlining content production processes to help overcome these challenges. This includes outlining processes, reviewing drafts, editing, and publishing content according to standardized steps.

#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
You will also see why it’s important to
choose your automation allies carefully
depending on the task.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
SEOs
OpenAI
AWS, Azure
Google Cloud
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
10
APIs by Google Cloud
(each with multiple applications for digital marketing)
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
3
APIs by OpenAI
(again, each with multiple applications for digital marketing)

Recommended for you

Goodbye SEO fck ups! Learn to set an SEO Quality Assurance Framework
Goodbye SEO fck ups! Learn to set an SEO Quality Assurance FrameworkGoodbye SEO fck ups! Learn to set an SEO Quality Assurance Framework
Goodbye SEO fck ups! Learn to set an SEO Quality Assurance Framework

Learn how to avoid SEO F*ck ups by setting an SEO Quality framework by educating, validating and monitoring your SEO process activities.

search engine optimizationseosearch engine optimisation
The Big SEO Migration - Learnings from a first time hiker
The Big SEO Migration - Learnings from a first time hiker The Big SEO Migration - Learnings from a first time hiker
The Big SEO Migration - Learnings from a first time hiker

In this presentation Rene will cover the highs and lows of managing a large Ecommerce website migration for the first time. Migrations can be overwhelming so in this talk Rene will cover how to tackle the SEO essentials, stakeholder and developer management as well as how to to gain key learnings. Of course, redirects, how to change the URL structure for the better and server-side rendering will all feature. This is a high level inspirational talk centered around the highs and lows of the hike to the migration finish line with hopefully some key take-aways along the way.

seomigrationbrighton seo
The Value of Featured Snippets (BrightonSEO 2023).pdf
The Value of Featured Snippets (BrightonSEO 2023).pdfThe Value of Featured Snippets (BrightonSEO 2023).pdf
The Value of Featured Snippets (BrightonSEO 2023).pdf

The document discusses featured snippets in Google search results. It begins by explaining what featured snippets are and their value for searchers. It then provides tips for developing a featured snippet strategy, including focusing keyword research on question keywords and optimizing content with headers, images, and schema markup. The document concludes by emphasizing the importance of keyword research and checking all SEO best practices to start winning featured snippets.

seodigital marketingmarketing
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Understanding text
Entity Recognition
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Entity recognition
Named Entity Recognition (NER) is a field
of computer science and natural language
processing that deals with the
identification and classification of
named entities in text.
The goal of NER is to automatically
extract information from unstructured
text, such as names of people,
organizations, locations, and so on
tl;dr entity = recognised thing/concept
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Google’s Natural Language API vs ChatGPT

Recommended for you

Core Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdf
Core Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdfCore Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdf
Core Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdf

This document outlines a 4-step process for conducting a Core Web Vitals audit: 1) Benchmark key pages by measuring LCP, FID, and CLS metrics, 2) Investigate audit results to understand issues, 3) Test optimization changes and re-measure metrics, 4) Prioritize fixes based on impact and effort required. The goal is to identify opportunities to improve load performance and user experience.

BrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdf
BrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdfBrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdf
BrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdf

This document discusses how log file insights can help companies improve their crawling, indexing and organic marketing performance. It outlines some of the common issues companies face like not understanding search engine behavior and not reflecting on their past work. With log file insights accessible in real-time and automatically distilled, companies can answer critical questions to speed up their crawl times, see how search engines are handling their updated content and troubleshoot issues. The presenter promotes their solution, ContentKing, which provides real-time log file analysis from CDN logs to help companies learn what search engines know and keep sharpening their SEO strategies.

crawling log file analysis
EAT: Have We Been Looking At It Backwards
EAT: Have We Been Looking At It BackwardsEAT: Have We Been Looking At It Backwards
EAT: Have We Been Looking At It Backwards

Ed will be reviewing the continued importance of displaying EAT throughout your website, whilst also discussing how the wider SEO community has looked at the acronym backwards – with Trust being the most important element.

seodigital marketingearned media
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Google’s Natural Language API vs ChatGPT
53 16
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
With Google’s Natural
Language API, you can
also do Syntax analysis
● Dependency
● Parse label
● Part of speech
● Lemma
● Morphology
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
How important is text understanding for
marketers?
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Internal link opportunity identification
quickly find pages to link to
Anchor text identification
quickly identify the text of use for
the links you’ve identified

Recommended for you

How to automate a long tail SEO strategy for ecommerce
How to automate a long tail SEO strategy for ecommerceHow to automate a long tail SEO strategy for ecommerce
How to automate a long tail SEO strategy for ecommerce

BrightonSEO 2022: presentation by Verbolia's CEO on how to automate a long tail SEO strategy for ecommerce.

seolongtailecommerce
Hreflang tags: everything you need to know to start implementing them
Hreflang tags: everything you need to know to start implementing themHreflang tags: everything you need to know to start implementing them
Hreflang tags: everything you need to know to start implementing them

The takeaway: 1. Why/What/How of hreflang 2. Some examples of practical application 3. Canonical VS hreflang 4. Common hreflang mistakes 5. Is hreflang a ranking factor?

seo
BrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptx
BrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptxBrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptx
BrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptx

How have robots learned to read? This talk goes over the process within natural language processing, how BERT works, and how these learnings can be applied to content optimisation.

#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Content understanding
quickly understand what
content is about, even at
scale
Content Gap analysis
Check whether the
content on the site aligns
with the business
direction desired
Competitor analysis
quickly understand
competitors’ content
catalogs
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Topic understanding
understand the entities that make up
a topic, based on analysing the
content that ranks
SERP understanding
entities in titles, meta descriptions,
URLs, breadcrumbs
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Clustering / Classification
Keyword Research, Topic Research, Content Research
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Classification vs Clustering - What’s the difference?
Classification sorts data into specific
categories using a labeled dataset.
Clustering is partitioning an
unlabeled dataset into groups of
similar objects.

Recommended for you

Brighton SEO 2023 - ML Lessons For Total Search.pdf
Brighton SEO 2023 - ML Lessons For Total Search.pdfBrighton SEO 2023 - ML Lessons For Total Search.pdf
Brighton SEO 2023 - ML Lessons For Total Search.pdf

This document discusses using machine learning to optimize paid search incrementality. It outlines limitations with traditional approaches that analyze paid and organic search performance separately or through one-time tests. The presented solution uses machine learning to build a full picture of search data and continuously optimize bids to maximize the incremental value of paid search while minimizing costs. Case studies demonstrate how the approach provides unique insights into paid and organic relationships and answers questions about budget efficiencies.

Martin McGarry - SEO strategy c/o England manager Gareth Southgate
Martin McGarry - SEO strategy c/o England manager Gareth SouthgateMartin McGarry - SEO strategy c/o England manager Gareth Southgate
Martin McGarry - SEO strategy c/o England manager Gareth Southgate

This document outlines an SEO strategy inspired by Gareth Southgate's plan to improve the England football team. It presents a three step target setting framework: 1) Be competitive in 6-12 months, 2) achieve tournament success in 1-2 years, and 3) be number one in 2-3 years. Key metrics such as visibility, site health, traffic, and time on page are identified and targets are set for each step. Accompanying tasks are mapped to the metrics and timeline to execute the plan, such as link campaigns, technical fixes, and content updates. The strategy aims to provide structure through measurable goals and accountability.

seomarketing strategysearch engine optimization
Probabilistic Thinking in SEO - BrightonSEO October 2022
Probabilistic Thinking in SEO - BrightonSEO October 2022Probabilistic Thinking in SEO - BrightonSEO October 2022
Probabilistic Thinking in SEO - BrightonSEO October 2022

Andrew talks through practical ways to think in probabilities to make better decisions in SEO at BrightonSEO. From methodologies to help you increase the chances of successful outcomes, to reframing decisions as bets to prioritise your recommendations.

brightonseoseoforecasting
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
With Google’s Natural Language API, you can classify
documents in 700+ predefined categories
(out of the box, can be custom-trained, too with AutoML)
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
With Open AI’s GPT-3 or with ChatGPT, you can do both,
but results are a hit or miss.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Can you guess what can go great?
(and what - horribly wrong)
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
✅Predictable categories
✅Controlled training of model
✅Accuracy indicated
✅Great for scale and
beckmarking
✅Can map the information to a label
or assign a plausible such, provided it
has this information in its training set
✅Very adaptive
✅Great for small projects, one offs

Recommended for you

Beth Barnham Schema Auditing BrightonSEO Slides.pptx
Beth Barnham Schema Auditing BrightonSEO Slides.pptxBeth Barnham Schema Auditing BrightonSEO Slides.pptx
Beth Barnham Schema Auditing BrightonSEO Slides.pptx

In this talk, Beth will give an introduction of what schema is, where it sits within a structured data framework, and its use cases. Then she’ll move on to the types that can be used or are no longer recognised by search engines. This will be followed by a hands-on discussion of how to audit a website, how to write the relevant code, and ways to implement and test.

seoschemastructured data
Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...
Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...
Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...

In this talk, given for SEO Mastery Summit 2022, I: - propose a continuous improvement planning approach for web architecture - highlight the importance of goal-driven site architecture planning - highlight the relationship between site goals, user personas, and search intent - demonstrate ways of considering search intent in both page planning and structure planning - highlight the benefits of having an intent-driven website architecture - highlight different ways to troubleshoot for intent mismatch - recommend some further reading to get set you on a path of success ✨ If you want to read the talk write-up, head over to: https://lazarinastoy.com/building-a-search-intent-driven-website-architecture/

seowebsite designwebsite architecture
When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...
When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...
When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...

This talk is a walk-through of different ways you can incorporate machine learning in SEO tasks. It will involve a speed-run of different task categories/ aspects of SEO work, and the models that you can use for this purpose, and the results of a comparative analysis of how they perform. Listeners will leave with (1) understanding of what are different ML models, and where to incorporate them in their day-to-day SEO work, (2) why and how to choose one solution over the other, (3) how to get started with the recommended ones (will be sharing videos/templates/walk-throughs) This session focuses on: The process of incorporating ML models and the aspects of SEO work when they can be incorporated (e.g. image captioning, generative work in content or meta elements, content localization, etc) A summary of comparative analysis work I’ve done where I’m comparing the performance of different models for specific tasks in SEO, and providing a recommendation of which one to use for what task and why Summary of steps and costs, plus templates/code to use Who is this talk for? Any SEO (agency), SEO manager (In-house), or site owner Team Leads, looking to upskill their teams and processes to rely a bit more on automation People interested in automation and ML/AI, and interested in going beyond chatGPT Those interested in saving some time in their day-to-day tasks via automation

machine learningseoartificial intelligence
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
❌Can’t be used for uses outside
of the main task
❌Can’t be given custom lists
(...unless)
❌Requires time and data for
custom training models with
AutoML
❌Non-predictable results
❌Direction might not followed
❌Model not trained for task
❌Limited knowledge
❌Unsuitable for niche industries
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
How important is classification for marketers?
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Content understanding
quickly understand what topics the site is
covering with the content
Content Gap analysis
check whether the content topics on the site
aligns with the business direction desired
Competitor analysis
quickly understand the topics that
competitors’ content talks about
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Topic understanding
quickly understand what topics the
keyword universe you have consists of
Keyword clustering
quickly understand how other parameters
of keyword research relate to the clusters
identified

Recommended for you

Sales Funnel & Content Marketing Audits
Sales Funnel & Content Marketing Audits Sales Funnel & Content Marketing Audits
Sales Funnel & Content Marketing Audits

Pubcon Florida 2019 session presentation on how to perform a content marketing audit and a competitive gap analysis to improve organic (SEO) traffic.

pubconcontent marketingcontent
Thin Content is THE Top SEO Issue
Thin Content is THE Top SEO IssueThin Content is THE Top SEO Issue
Thin Content is THE Top SEO Issue

Technical SEO is so many things -- canonicals, parameters, hreflang, schema, robots.txt. Crawlable code and appropriate markup are part of an SEO's job, but they aren't where the competitive advantage lies. Google says content and links are the top ranking factors. So where should an SEO spend 80% of their time to beat the competition? An SEO's top priority should be content. Stories from Jeff Bezos and WaPo, Rand Fishkin and Pricenomics illustrate the case.

content marketingseodigital marketing
Finding Your Web Content Balance
Finding Your Web Content BalanceFinding Your Web Content Balance
Finding Your Web Content Balance

Creating an engaging and sustainable content strategy in non-profit organizations means learning to balance purpose, people, and process.

communicationscontent strategynonprofits
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Understanding emotions
Sentiment Analysis, Entity Sentiment
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Sentiment analysis
Understand the
overall opinion,
feeling, or attitude
sentiment expressed
in a block of text.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
With Google’s Natural
Language API, you can
quickly get
● Document and sentence
level sentiment analysis
● Salience = importance
● Sentiment Score
● Sentiment Magnitude =
strength
● # of mentions = entity
prominence
● Entity Sentiment
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.

Recommended for you

Actionable tips for the Modern Corporate SEO Manager
Actionable tips for the Modern Corporate SEO ManagerActionable tips for the Modern Corporate SEO Manager
Actionable tips for the Modern Corporate SEO Manager

Actionable tips on how to get the most from a tight budget, or working with difficult colleagues whose work can disrupt your best SEO efforts. How you can combine yours efforts in keyword research and content management with a keyword register. How low-priced, or free tools can help you deliver a great result. Ash will share a couple of spreadsheets he has used for many years to track dozens of small and large client accounts.

seo
SEMPO CITIES KANSAS CITY | The KC Search Conference
SEMPO CITIES KANSAS CITY | The KC Search ConferenceSEMPO CITIES KANSAS CITY | The KC Search Conference
SEMPO CITIES KANSAS CITY | The KC Search Conference

The document discusses a SEMPO Cities event held in Kansas City on October 27, 2016. It provides an agenda for the event that includes several presentations and discussions on topics like using adaptive content to improve search engine marketing, Google search updates, and how automation can work with humans in digital marketing. The event aims to help attendees learn about evolving search industry tactics and strategies through interactive discussions and networking opportunities.

marketingadvertisingconferences
Joe Laratro | 2015 & Beyond - The Future of SEO | DFWSEM
Joe Laratro | 2015 & Beyond - The Future of SEO | DFWSEMJoe Laratro | 2015 & Beyond - The Future of SEO | DFWSEM
Joe Laratro | 2015 & Beyond - The Future of SEO | DFWSEM

This document summarizes a presentation on the future of SEO. It discusses trends like the shift to mobile, voice search, social media optimization, and brand building. Core tactics include optimizing content for search and social media, using schemas, monitoring links and traffic for spam, and prioritizing mobile compliance. The future of SEO is focused on search optimization across all platforms where audiences engage online.

seodigital marketing
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
How important is sentiment analysis for
digital and search marketing?
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Analyse feedback
Identification of competitive
advantages, based on users
(entities where your brand
excels)
Online Reputation
Management
Analysing social media
comments, and other user
interactions
Content idea mining
Content opportunity
identification, including FAQ
content, new content ideas,
etc.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Image SEO Hygiene
Image captioning, image generation
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Generate images from text (+edit, +variate)

Recommended for you

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

This document provides an overview of optimizing content for Google Discover. Some key points: - Google Discover is a personalized content feed that shows content based on user search behavior. - To optimize for Discover, content should be timely, unique, provide value, use clear authorship and high quality images. Images should be descriptive and centralized. - Both evergreen and current/topical content are recommended. Evergreen content sees placements over time, while topical does better initially but has a short shelf life. - Getting other traffic and engagement first can help Discover notice your content potential. Tracking and comparing to competitors is also suggested.

seogoogle discovergoogle
Supercharge & Make Your Business Searchable on Google.pptx
Supercharge & Make Your Business Searchable on Google.pptxSupercharge & Make Your Business Searchable on Google.pptx
Supercharge & Make Your Business Searchable on Google.pptx

This document provides an overview of search engine optimization (SEO) strategies and techniques. It begins with an introduction to SEO and discusses how search engines like Google work. It then presents a case study of a business that achieved the first page of Google search results. The document outlines specific steps businesses can take to make themselves more searchable, such as optimizing website content, building backlinks, prioritizing user experience, and ensuring the business is searchable across different content formats. It warns against misleading SEO practices and predicts emerging SEO trends like voice search, chatbots, and analytics. The overall message is that SEO requires an in-depth understanding of search engines and implementation of both on-page and off-

seo
Attracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip Thune
Attracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip ThuneAttracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip Thune
Attracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip Thune

The document discusses creating smart content to attract the right visitors. It defines smart content as content created with a specific audience in mind based on their location, preferences, demographics, and device. It recommends getting to know the audience through social media and analytics to understand their needs, interests, and frustrations. It also suggests developing client personas and focusing content on answering the questions the audience is asking. The document provides tips on keyword research, overcoming thin content, and developing an intelligent content strategy to attract the right visitors with smart content.

seopubconcontent marketing
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
…but no captioning?
(yet)
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
“combines a vision CNN with a language-generating
RNN so it can take in an image and generate a fitting
natural-language caption”
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Content Transformation
Speech to text, text to speech, text summarization

Recommended for you

SEO 101 for Talent Acquisition
SEO 101 for Talent AcquisitionSEO 101 for Talent Acquisition
SEO 101 for Talent Acquisition

Who are your ideal candidates? What are they searching for? Where are they searching from? Get tips and insight from SmashFly's Digital Marketer Joe Brady on SEO for talent acquisition leaders.

seo webinarstalent acquisition webinarsseo for job ads
Pubcon 2015 - Content Management Across International Markets
Pubcon 2015 - Content Management Across International MarketsPubcon 2015 - Content Management Across International Markets
Pubcon 2015 - Content Management Across International Markets

Scalable SEO solutions to save resources and manage them effectively without missing out on market specific unique business opportunities

internationalcontent strategyseo
In-House Tips and Tricks: Pubcon 2015
In-House Tips and Tricks: Pubcon 2015In-House Tips and Tricks: Pubcon 2015
In-House Tips and Tricks: Pubcon 2015

This session will cover data-driven roadmaps for in-house SEOs, technical SEO priorities for 2016, tools that will support your efforts and strategies SEOs need as the search engines continue to mutate in the coming year.

seobusiness intelligencewebsite
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Omni-presence
and Accessibility
Both users and search engines
want to see multi-modal
presence for high-value sites.
Meaning:
● Text to video
● Videos to text
● Text to audio
● Audio to text
● Text summaries for longer
texts (e.g. FAQs, headings)
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Shorten ✔
Lengthen ✔
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Answer ✔
(with some
limitations)
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Multi-modal
Transformation ✔

Recommended for you

LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?
LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?
LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?

Daniel Foster gave a presentation at LavaCon on drawing the line on content localization. He discussed that companies should first define a global market strategy and set localization priorities using data before deciding how much content to localize. Foster also covered developing content tiers based on categories and needs, matching localization quality to those tiers, and measuring success through key performance indicators. The presentation provided resources on localization best practices and strategies.

daniel fostertechsmithlavacon
Drawing the Line on Content Localization: How Much is Too Much?
Drawing the Line on Content Localization: How Much is Too Much?Drawing the Line on Content Localization: How Much is Too Much?
Drawing the Line on Content Localization: How Much is Too Much?

So much content, so many languages. When adding support for a new geography or language, how deep do you go? Localize every last help file, marketing page, tutorial video…or something less than that? Who gets to decide and what’s their process for doing so? I’ll share best practices and frameworks for making these decisions, collected from a number of content strategists at leading companies. I asked the tough questions of a number of your colleagues, so you don’t have to. In this session, you will learn: * How content strategists at leading companies prioritize content localization efforts. * Questions to ask when choosing a localization strategy. * How your peers evaluate the effectiveness of localized content and adjust their strategy.

localizationl10ncontent strategy
Saplo api at semantic garage meetup in san francisco
Saplo api at semantic garage meetup in san franciscoSaplo api at semantic garage meetup in san francisco
Saplo api at semantic garage meetup in san francisco

Mattias Tyrberg presenting at Semantic Garage meetup in San Francisco. The presentation shows usecases of text analyti

predictive text analyticstaggingsentiment
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Needless to say scaling production here is
pretty significant for organic growth.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
You have a library of
videos on YouTube but
no blog?
→ Scale it’s launch
quickly through
transcription.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
You have a library of
high-performing blog
posts but no presence on
YouTube/TikTok?
→Scale production
with text to speech.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Want to optimize for
high-intent visitors or improve
accessibility of content?
→ Provide summaries of
sections, improve headings,
add FAQs, at scale.
(...)

Recommended for you

COPE Content Modelling for Adaptive UX - Noz Urbina
COPE Content Modelling for Adaptive UX - Noz UrbinaCOPE Content Modelling for Adaptive UX - Noz Urbina
COPE Content Modelling for Adaptive UX - Noz Urbina

FIRST PRESENTED AT CONTENT STRATEGY APPLIED 2013, eBay's OFFICES, LONDON, UK Multi-channel, or COPE (Create Once, Publish Everywhere), content is a bit of a holy grail right now. Our trade is discussing content being freed from the browser, available for reuse, and accessible in apps, kiosks, and responsive mobile deliverables. We need to deliver eBooks and syndication services to our partners – even deliver to wearable technologies. All this for the benefit of users, and of course, the organisations that serve them. Adaptive content is content that is agile enough to realise all these ambitions. But making our content adaptive means addressing a topic that sends many running for the fire exit or nearest window: semantic modelling of structured content. This session will connect the dots between adaptive content, responsive design, multi-channel delivery and user experiences to show you why you want and even need to have semantic content structures. It will then go through the non-terrifying intro to getting started with modelling your own content in a future-proof way.

information architectureadaptive designcontent modelling
Content Marketing: A 360 Degree Approach
Content Marketing: A 360 Degree ApproachContent Marketing: A 360 Degree Approach
Content Marketing: A 360 Degree Approach

Content marketing is a staple in the digital marketing landscape. In fact, in our recent SEJ Annual Report, 66% of respondents said content marketing is the most effective aspect of digital marketing. Is your content marketing strategy giving you the results you want? There may be strategies you are overlooking. Learn from AdLift's Managing Director, Arron Goodin in this sponsored SEJ ThinkTank webinar.

sejthinktankcontent marketingadlift
Solving Thin Content
Solving Thin ContentSolving Thin Content
Solving Thin Content

Thin content can be a huge SEO problem, limiting the organic performance of many websites. This presentation talks through internal near duplicates and using canonicals as a solution to solve them.

digital marketingcontentpubcon
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Content Localization
Translation
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
1. DeepL : 0.19001633345126925
2. ModernMT : 0.17788391513374424
3. Amazon : 0.16483921567053203
4. Neuralspace : 0.163133354485786
5. Google : 0.16280640903935437
6. OpenAI : 0.15934198508564865

Recommended for you

#pubcon - Solving for Thin Content
#pubcon - Solving for Thin Content#pubcon - Solving for Thin Content
#pubcon - Solving for Thin Content

Thin Content can be a huge seo problem, limiting the organic performance of many websites. This presentation talks through internal near duplicates and using canonicals as a solution to solve them.

seodigital marketingcontent marketing
RK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model Safe
RK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model SafeRK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model Safe
RK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model Safe

RK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model Safe

Niagara College degree offer diploma Transcript
Niagara College  degree offer diploma TranscriptNiagara College  degree offer diploma Transcript
Niagara College degree offer diploma Transcript

原版制作【微信:A575476】【(NC毕业证)尼亚加拉学院毕业证成绩单offer】【微信:A575476】(留信学历认证永久存档查询)采用学校原版纸张(包括:隐形水印,阴影底纹,钢印LOGO烫金烫银,LOGO烫金烫银复合重叠,文字图案浮雕,激光镭射,紫外荧光,温感,复印防伪)行业标杆!精益求精,诚心合作,真诚制作!多年品质 ,按需精细制作,24小时接单,全套进口原装设备,十五年致力于帮助留学生解决难题,业务范围有加拿大、英国、澳洲、韩国、美国、新加坡,新西兰等学历材料,包您满意。 【业务选择办理准则】 一、工作未确定,回国需先给父母、亲戚朋友看下文凭的情况,办理一份就读学校的毕业证【微信:A575476】文凭即可 二、回国进私企、外企、自己做生意的情况,这些单位是不查询毕业证真伪的,而且国内没有渠道去查询国外文凭的真假,也不需要提供真实教育部认证。鉴于此,办理一份毕业证【微信:A575476】即可 三、进国企,银行,事业单位,考公务员等等,这些单位是必需要提供真实教育部认证的,办理教育部认证所需资料众多且烦琐,所有材料您都必须提供原件,我们凭借丰富的经验,快捷的绿色通道帮您快速整合材料,让您少走弯路。 留信网认证的作用: 1:该专业认证可证明留学生真实身份【微信:A575476】 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内,将在公安局网内查询个人身份证信息后,同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料,供国家高端企业选择人才 → 【关于价格问题(保证一手价格) 我们所定的价格是非常合理的,而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格,因为我想坦诚对待大家 不想跟大家在价格方面浪费时间 对于老客户或者被老客户介绍过来的朋友,我们都会适当给一些优惠。 选择实体注册公司办理,更放心,更安全!我们的承诺:可来公司面谈,可签订合同,会陪同客户一起到教育部认证窗口递交认证材料,客户在教育部官方认证查询网站查询到认证通过结果后付款,不成功不收费! 办理(NC毕业证)尼亚加拉学院毕业证【微信:A575476】外观非常精致,由特殊纸质材料制成,上面印有校徽、校名、毕业生姓名、专业等信息。 办理(NC毕业证)尼亚加拉学院毕业证【微信:A575476】格式相对统一,各专业都有相应的模板。通常包括以下部分: 校徽:象征着学校的荣誉和传承。 校名:学校英文全称 授予学位:本部分将注明获得的具体学位名称。 毕业生姓名:这是最重要的信息之一,标志着该证书是由特定人员获得的。 颁发日期:这是毕业正式生效的时间,也代表着毕业生学业的结束。 其他信息:根据不同的专业和学位,可能会有一些特定的信息或章节。 办理(NC毕业证)尼亚加拉学院毕业证【微信:A575476】价值很高,需要妥善保管。一般来说,应放置在安全、干燥、防潮的地方,避免长时间暴露在阳光下。如需使用,最好使用复印件而不是原件,以免丢失。 综上所述,办理(NC毕业证)尼亚加拉学院毕业证【微信:A575476 】是证明身份和学历的高价值文件。外观简单庄重,格式统一,包括重要的个人信息和发布日期。对持有人来说,妥善保管是非常重要的。

旧金山艺术大学毕业证金门大学毕业证圣地亚哥州立大学毕业证
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Performance Analysis
Time series analysis, anomalies detection, forecasting
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
so, who won?
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Entity Recognition, including Text analysis 👑 ✔
Sentiment Analysis 👑 ❌
Document classification 👑 ✔
Keyword Clustering ✔ ✔
Image Captioning ✔ ❌
Image Generation ❌ 👑
Content Transformation (multimodal) ✔ ❌
Content Transformation (text-based) ❌ ✔
Content Localization (translation) ✔ ✔
Timeseries Analysis - Anomalies Detection, Forecasting 👑 ❌
Text Generation ❌ 👑

Recommended for you

Nehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Nehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model SafeNehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Nehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe

Nehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe

University of Toronto degree offer diploma Transcript
University of Toronto  degree offer diploma TranscriptUniversity of Toronto  degree offer diploma Transcript
University of Toronto degree offer diploma Transcript

学历认证补办制【微信:A575476】【(UofT毕业证)多伦多大学毕业证成绩单offer】【微信:A575476】(留信学历认证永久存档查询)采用学校原版纸张,特殊工艺完全按照原版一比一制作(包括:隐形水印,阴影底纹,钢印LOGO烫金烫银,LOGO烫金烫银复合重叠,文字图案浮雕,激光镭射,紫外荧光,温感,复印防伪)行业标杆!精益求精,诚心合作,真诚制作!多年品质 ,按需精细制作,24小时接单,全套进口原装设备,十五年致力于帮助留学生解决难题,业务范围有加拿大、英国、澳洲、韩国、美国、新加坡,新西兰等学历材料,包您满意。 【业务选择办理准则】 一、工作未确定,回国需先给父母、亲戚朋友看下文凭的情况,办理一份就读学校的毕业证【微信:A575476】文凭即可 二、回国进私企、外企、自己做生意的情况,这些单位是不查询毕业证真伪的,而且国内没有渠道去查询国外文凭的真假,也不需要提供真实教育部认证。鉴于此,办理一份毕业证【微信:A575476】即可 三、进国企,银行,事业单位,考公务员等等,这些单位是必需要提供真实教育部认证的,办理教育部认证所需资料众多且烦琐,所有材料您都必须提供原件,我们凭借丰富的经验,快捷的绿色通道帮您快速整合材料,让您少走弯路。 留信网认证的作用: 1:该专业认证可证明留学生真实身份【微信:A575476】 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内,将在公安局网内查询个人身份证信息后,同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料,供国家高端企业选择人才 → 【关于价格问题(保证一手价格) 我们所定的价格是非常合理的,而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格,因为我想坦诚对待大家 不想跟大家在价格方面浪费时间 对于老客户或者被老客户介绍过来的朋友,我们都会适当给一些优惠。 选择实体注册公司办理,更放心,更安全!我们的承诺:可来公司面谈,可签订合同,会陪同客户一起到教育部认证窗口递交认证材料,客户在教育部官方认证查询网站查询到认证通过结果后付款,不成功不收费! 办理(UofT毕业证)多伦多大学毕业证【微信:A575476】外观非常精致,由特殊纸质材料制成,上面印有校徽、校名、毕业生姓名、专业等信息。 办理(UofT毕业证)多伦多大学毕业证【微信:A575476】格式相对统一,各专业都有相应的模板。通常包括以下部分: 校徽:象征着学校的荣誉和传承。 校名:学校英文全称 授予学位:本部分将注明获得的具体学位名称。 毕业生姓名:这是最重要的信息之一,标志着该证书是由特定人员获得的。 颁发日期:这是毕业正式生效的时间,也代表着毕业生学业的结束。 其他信息:根据不同的专业和学位,可能会有一些特定的信息或章节。 办理(UofT毕业证)多伦多大学毕业证【微信:A575476】价值很高,需要妥善保管。一般来说,应放置在安全、干燥、防潮的地方,避免长时间暴露在阳光下。如需使用,最好使用复印件而不是原件,以免丢失。 综上所述,办理(UofT毕业证)多伦多大学毕业证【微信:A575476 】是证明身份和学历的高价值文件。外观简单庄重,格式统一,包括重要的个人信息和发布日期。对持有人来说,妥善保管是非常重要的。

不列颠海角大学毕业证圣弗朗西斯泽维尔大学毕业证新布伦瑞克大学毕业证
Daryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model SafeDaryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe

Daryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe

#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
If there’s anything that you should take
away from your talk…
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
ML-based APIs are amazing for SEO.
You should absolutely use them.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
They can help with:
✔ boosting your efficiency and speed
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
They can help with:
✔ skyrocketing insight-generation speed
for large-scale projects and sites

Recommended for you

Daryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model SafeDaryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe

Daryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe

Karol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model Safe
Karol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model SafeKarol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model Safe
Karol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model Safe

Karol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model Safe

How We Added Replication to QuestDB - JonTheBeach
How We Added Replication to QuestDB - JonTheBeachHow We Added Replication to QuestDB - JonTheBeach
How We Added Replication to QuestDB - JonTheBeach

Building a database that can beat industry benchmarks is hard work, and we had to use every trick in the book to keep as close to the hardware as possible. In doing so, we initially decided QuestDB would scale only vertically, on a single instance. A few years later, data replication —for horizontally scaling reads and for high availability— became one of the most demanded features, especially for enterprise and cloud environments. So, we rolled up our sleeves and made it happen. Today, QuestDB supports an unbounded number of geographically distributed read-replicas without slowing down reads on the primary node, which can ingest data at over 4 million rows per second. In this talk, I will tell you about the technical decisions we made, and their trade offs. You'll learn how we had to revamp the whole ingestion layer, and how we actually made the primary faster than before when we added multi-threaded Write Ahead Logs to deal with data replication. I'll also discuss how we are leveraging object storage as a central part of the process. And of course, I'll show you a live demo of high-performance multi-region replication in action.

questdbtime-series
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
They can help with:
✔ career development and growth.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Don’t just use a blanket model for all your
tasks just because you’ve seen it go viral.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Research what each model you use has been
trained for, and what’s it ideal use before
you start.

Recommended for you

Amul goes international: Desi dairy giant to launch fresh ...
Amul goes international: Desi dairy giant to launch fresh ...Amul goes international: Desi dairy giant to launch fresh ...
Amul goes international: Desi dairy giant to launch fresh ...

Amul goes international: Desi dairy giant to launch fresh ...

LLM powered Contract Compliance Application.pptx
LLM powered Contract Compliance Application.pptxLLM powered Contract Compliance Application.pptx
LLM powered Contract Compliance Application.pptx

LLM powered contract compliance application which uses Advanced RAG method Self-RAG and Knowledge Graph together for the first time. It provides highest accuracy for contract compliance recorded so far for Oil and Gas Industry.

NPS_Presentation_V3.pptx it is regarding National pension scheme
NPS_Presentation_V3.pptx it is regarding National pension schemeNPS_Presentation_V3.pptx it is regarding National pension scheme
NPS_Presentation_V3.pptx it is regarding National pension scheme

Data & Finanace

nps
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Then relate that back to the task at hand.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
Expect limitations…
regardless which API you choose.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.

Recommended for you

Noida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model Safe
Noida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model SafeNoida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model Safe
Noida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model Safe

Noida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model Safe

Pitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model Safe
Pitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model SafePitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model Safe
Pitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model Safe

Pitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model Safe

Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model SafeLajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model Safe

Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model Safe

#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
We’re near the end now…
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.

Recommended for you

Introduction to the Red Hat Portfolio.pdf
Introduction to the Red Hat Portfolio.pdfIntroduction to the Red Hat Portfolio.pdf
Introduction to the Red Hat Portfolio.pdf

red hat

Mahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Mahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model SafeMahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Mahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe

Mahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe

Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model SafeLajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model Safe

Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model Safe

#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
#pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
what I do my website
seo@lazarinastoy.com
social handle
best way to get in touch
PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs OpenAI's APIs for SEO use cases

More Related Content

What's hot

How to improve Core Web Vitals on a WordPress website
How to improve Core Web Vitals on a WordPress websiteHow to improve Core Web Vitals on a WordPress website
How to improve Core Web Vitals on a WordPress website
Indigo Tree Digital
 
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
 
Google Sheets For SEO - Tom Pool - London SEO Meetup XL
Google Sheets For SEO - Tom Pool - London SEO Meetup XLGoogle Sheets For SEO - Tom Pool - London SEO Meetup XL
Google Sheets For SEO - Tom Pool - London SEO Meetup XL
Tom Pool
 
Canonicalization for SEO BrightonSEO April 2023 Patrick Stox
Canonicalization for SEO BrightonSEO April 2023 Patrick StoxCanonicalization for SEO BrightonSEO April 2023 Patrick Stox
Canonicalization for SEO BrightonSEO April 2023 Patrick Stox
Ahrefs
 
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
 
Why Scaling (Great) Content Is So Bloody Hard
Why Scaling (Great) Content Is So Bloody HardWhy Scaling (Great) Content Is So Bloody Hard
Why Scaling (Great) Content Is So Bloody Hard
JoshuaHardwickAhrefs
 
Goodbye SEO fck ups! Learn to set an SEO Quality Assurance Framework
Goodbye SEO fck ups! Learn to set an SEO Quality Assurance FrameworkGoodbye SEO fck ups! Learn to set an SEO Quality Assurance Framework
Goodbye SEO fck ups! Learn to set an SEO Quality Assurance Framework
Aleyda Solís
 
The Big SEO Migration - Learnings from a first time hiker
The Big SEO Migration - Learnings from a first time hiker The Big SEO Migration - Learnings from a first time hiker
The Big SEO Migration - Learnings from a first time hiker
ReneHarris7
 
The Value of Featured Snippets (BrightonSEO 2023).pdf
The Value of Featured Snippets (BrightonSEO 2023).pdfThe Value of Featured Snippets (BrightonSEO 2023).pdf
The Value of Featured Snippets (BrightonSEO 2023).pdf
Niki Mosier
 
Core Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdf
Core Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdfCore Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdf
Core Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdf
Sophie Gibson
 
BrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdf
BrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdfBrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdf
BrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdf
Steven van Vessum
 
EAT: Have We Been Looking At It Backwards
EAT: Have We Been Looking At It BackwardsEAT: Have We Been Looking At It Backwards
EAT: Have We Been Looking At It Backwards
EdwardZiubrzynski1
 
How to automate a long tail SEO strategy for ecommerce
How to automate a long tail SEO strategy for ecommerceHow to automate a long tail SEO strategy for ecommerce
How to automate a long tail SEO strategy for ecommerce
PierreOlivierDanhaiv1
 
Hreflang tags: everything you need to know to start implementing them
Hreflang tags: everything you need to know to start implementing themHreflang tags: everything you need to know to start implementing them
Hreflang tags: everything you need to know to start implementing them
Sara Moccand-Sayegh
 
BrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptx
BrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptxBrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptx
BrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptx
JosephineHaagen
 
Brighton SEO 2023 - ML Lessons For Total Search.pdf
Brighton SEO 2023 - ML Lessons For Total Search.pdfBrighton SEO 2023 - ML Lessons For Total Search.pdf
Brighton SEO 2023 - ML Lessons For Total Search.pdf
MaxFlajsner1
 
Martin McGarry - SEO strategy c/o England manager Gareth Southgate
Martin McGarry - SEO strategy c/o England manager Gareth SouthgateMartin McGarry - SEO strategy c/o England manager Gareth Southgate
Martin McGarry - SEO strategy c/o England manager Gareth Southgate
Martin McGarry
 
Probabilistic Thinking in SEO - BrightonSEO October 2022
Probabilistic Thinking in SEO - BrightonSEO October 2022Probabilistic Thinking in SEO - BrightonSEO October 2022
Probabilistic Thinking in SEO - BrightonSEO October 2022
Andrew Charlton
 
Beth Barnham Schema Auditing BrightonSEO Slides.pptx
Beth Barnham Schema Auditing BrightonSEO Slides.pptxBeth Barnham Schema Auditing BrightonSEO Slides.pptx
Beth Barnham Schema Auditing BrightonSEO Slides.pptx
BethBarnham1
 
Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...
Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...
Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...
LazarinaStoyanova
 

What's hot (20)

How to improve Core Web Vitals on a WordPress website
How to improve Core Web Vitals on a WordPress websiteHow to improve Core Web Vitals on a WordPress website
How to improve Core Web Vitals on a WordPress website
 
TechSEO Boost - Apps script for SEOs
TechSEO Boost - Apps script for SEOsTechSEO Boost - Apps script for SEOs
TechSEO Boost - Apps script for SEOs
 
Google Sheets For SEO - Tom Pool - London SEO Meetup XL
Google Sheets For SEO - Tom Pool - London SEO Meetup XLGoogle Sheets For SEO - Tom Pool - London SEO Meetup XL
Google Sheets For SEO - Tom Pool - London SEO Meetup XL
 
Canonicalization for SEO BrightonSEO April 2023 Patrick Stox
Canonicalization for SEO BrightonSEO April 2023 Patrick StoxCanonicalization for SEO BrightonSEO April 2023 Patrick Stox
Canonicalization for SEO BrightonSEO April 2023 Patrick Stox
 
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...
 
Why Scaling (Great) Content Is So Bloody Hard
Why Scaling (Great) Content Is So Bloody HardWhy Scaling (Great) Content Is So Bloody Hard
Why Scaling (Great) Content Is So Bloody Hard
 
Goodbye SEO fck ups! Learn to set an SEO Quality Assurance Framework
Goodbye SEO fck ups! Learn to set an SEO Quality Assurance FrameworkGoodbye SEO fck ups! Learn to set an SEO Quality Assurance Framework
Goodbye SEO fck ups! Learn to set an SEO Quality Assurance Framework
 
The Big SEO Migration - Learnings from a first time hiker
The Big SEO Migration - Learnings from a first time hiker The Big SEO Migration - Learnings from a first time hiker
The Big SEO Migration - Learnings from a first time hiker
 
The Value of Featured Snippets (BrightonSEO 2023).pdf
The Value of Featured Snippets (BrightonSEO 2023).pdfThe Value of Featured Snippets (BrightonSEO 2023).pdf
The Value of Featured Snippets (BrightonSEO 2023).pdf
 
Core Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdf
Core Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdfCore Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdf
Core Web Vitals Audit - Sophie Gibson - PDF - BrightonSEO.pdf
 
BrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdf
BrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdfBrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdf
BrightonSEO October 2022 - Log File Analysis - Steven van Vessum.pdf
 
EAT: Have We Been Looking At It Backwards
EAT: Have We Been Looking At It BackwardsEAT: Have We Been Looking At It Backwards
EAT: Have We Been Looking At It Backwards
 
How to automate a long tail SEO strategy for ecommerce
How to automate a long tail SEO strategy for ecommerceHow to automate a long tail SEO strategy for ecommerce
How to automate a long tail SEO strategy for ecommerce
 
Hreflang tags: everything you need to know to start implementing them
Hreflang tags: everything you need to know to start implementing themHreflang tags: everything you need to know to start implementing them
Hreflang tags: everything you need to know to start implementing them
 
BrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptx
BrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptxBrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptx
BrightonSEO - NLP for SEOs - How to optimise your content for BERT.pptx
 
Brighton SEO 2023 - ML Lessons For Total Search.pdf
Brighton SEO 2023 - ML Lessons For Total Search.pdfBrighton SEO 2023 - ML Lessons For Total Search.pdf
Brighton SEO 2023 - ML Lessons For Total Search.pdf
 
Martin McGarry - SEO strategy c/o England manager Gareth Southgate
Martin McGarry - SEO strategy c/o England manager Gareth SouthgateMartin McGarry - SEO strategy c/o England manager Gareth Southgate
Martin McGarry - SEO strategy c/o England manager Gareth Southgate
 
Probabilistic Thinking in SEO - BrightonSEO October 2022
Probabilistic Thinking in SEO - BrightonSEO October 2022Probabilistic Thinking in SEO - BrightonSEO October 2022
Probabilistic Thinking in SEO - BrightonSEO October 2022
 
Beth Barnham Schema Auditing BrightonSEO Slides.pptx
Beth Barnham Schema Auditing BrightonSEO Slides.pptxBeth Barnham Schema Auditing BrightonSEO Slides.pptx
Beth Barnham Schema Auditing BrightonSEO Slides.pptx
 
Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...
Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...
Building a Search Intent-Driven Website Architecture (SEO Mastery Summit 2022...
 

Similar to PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs OpenAI's APIs for SEO use cases

When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...
When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...
When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...
LazarinaStoyanova
 
Sales Funnel & Content Marketing Audits
Sales Funnel & Content Marketing Audits Sales Funnel & Content Marketing Audits
Sales Funnel & Content Marketing Audits
Rhea Drysdale
 
Thin Content is THE Top SEO Issue
Thin Content is THE Top SEO IssueThin Content is THE Top SEO Issue
Thin Content is THE Top SEO Issue
Virginia Nussey
 
Finding Your Web Content Balance
Finding Your Web Content BalanceFinding Your Web Content Balance
Finding Your Web Content Balance
Lisa Maria Martin
 
Actionable tips for the Modern Corporate SEO Manager
Actionable tips for the Modern Corporate SEO ManagerActionable tips for the Modern Corporate SEO Manager
Actionable tips for the Modern Corporate SEO Manager
Ash Nallawalla
 
SEMPO CITIES KANSAS CITY | The KC Search Conference
SEMPO CITIES KANSAS CITY | The KC Search ConferenceSEMPO CITIES KANSAS CITY | The KC Search Conference
SEMPO CITIES KANSAS CITY | The KC Search Conference
Josh McCoy
 
Joe Laratro | 2015 & Beyond - The Future of SEO | DFWSEM
Joe Laratro | 2015 & Beyond - The Future of SEO | DFWSEMJoe Laratro | 2015 & Beyond - The Future of SEO | DFWSEM
Joe Laratro | 2015 & Beyond - The Future of SEO | DFWSEM
DFWSEM
 
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
 
Supercharge & Make Your Business Searchable on Google.pptx
Supercharge & Make Your Business Searchable on Google.pptxSupercharge & Make Your Business Searchable on Google.pptx
Supercharge & Make Your Business Searchable on Google.pptx
IMSeoKing.com
 
Attracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip Thune
Attracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip ThuneAttracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip Thune
Attracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip Thune
Cody Christensen
 
SEO 101 for Talent Acquisition
SEO 101 for Talent AcquisitionSEO 101 for Talent Acquisition
SEO 101 for Talent Acquisition
SmashFly Technologies
 
Pubcon 2015 - Content Management Across International Markets
Pubcon 2015 - Content Management Across International MarketsPubcon 2015 - Content Management Across International Markets
Pubcon 2015 - Content Management Across International Markets
Doug Platts
 
In-House Tips and Tricks: Pubcon 2015
In-House Tips and Tricks: Pubcon 2015In-House Tips and Tricks: Pubcon 2015
In-House Tips and Tricks: Pubcon 2015
Brian McDowell
 
LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?
LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?
LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?
Jack Molisani
 
Drawing the Line on Content Localization: How Much is Too Much?
Drawing the Line on Content Localization: How Much is Too Much?Drawing the Line on Content Localization: How Much is Too Much?
Drawing the Line on Content Localization: How Much is Too Much?
Daniel Foster
 
Saplo api at semantic garage meetup in san francisco
Saplo api at semantic garage meetup in san franciscoSaplo api at semantic garage meetup in san francisco
Saplo api at semantic garage meetup in san francisco
Mattias Tyrberg
 
COPE Content Modelling for Adaptive UX - Noz Urbina
COPE Content Modelling for Adaptive UX - Noz UrbinaCOPE Content Modelling for Adaptive UX - Noz Urbina
COPE Content Modelling for Adaptive UX - Noz Urbina
Noz Urbina
 
Content Marketing: A 360 Degree Approach
Content Marketing: A 360 Degree ApproachContent Marketing: A 360 Degree Approach
Content Marketing: A 360 Degree Approach
Search Engine Journal
 
Solving Thin Content
Solving Thin ContentSolving Thin Content
Solving Thin Content
White.net
 
#pubcon - Solving for Thin Content
#pubcon - Solving for Thin Content#pubcon - Solving for Thin Content
#pubcon - Solving for Thin Content
Hannah Thorpe
 

Similar to PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs OpenAI's APIs for SEO use cases (20)

When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...
When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...
When to use Machine Learning Models in SEO and Which ones to use - Lazarina S...
 
Sales Funnel & Content Marketing Audits
Sales Funnel & Content Marketing Audits Sales Funnel & Content Marketing Audits
Sales Funnel & Content Marketing Audits
 
Thin Content is THE Top SEO Issue
Thin Content is THE Top SEO IssueThin Content is THE Top SEO Issue
Thin Content is THE Top SEO Issue
 
Finding Your Web Content Balance
Finding Your Web Content BalanceFinding Your Web Content Balance
Finding Your Web Content Balance
 
Actionable tips for the Modern Corporate SEO Manager
Actionable tips for the Modern Corporate SEO ManagerActionable tips for the Modern Corporate SEO Manager
Actionable tips for the Modern Corporate SEO Manager
 
SEMPO CITIES KANSAS CITY | The KC Search Conference
SEMPO CITIES KANSAS CITY | The KC Search ConferenceSEMPO CITIES KANSAS CITY | The KC Search Conference
SEMPO CITIES KANSAS CITY | The KC Search Conference
 
Joe Laratro | 2015 & Beyond - The Future of SEO | DFWSEM
Joe Laratro | 2015 & Beyond - The Future of SEO | DFWSEMJoe Laratro | 2015 & Beyond - The Future of SEO | DFWSEM
Joe Laratro | 2015 & Beyond - The Future of SEO | DFWSEM
 
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
 
Supercharge & Make Your Business Searchable on Google.pptx
Supercharge & Make Your Business Searchable on Google.pptxSupercharge & Make Your Business Searchable on Google.pptx
Supercharge & Make Your Business Searchable on Google.pptx
 
Attracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip Thune
Attracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip ThuneAttracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip Thune
Attracting the Right Visitors with Smart Content - Pubcon 2018 - Phillip Thune
 
SEO 101 for Talent Acquisition
SEO 101 for Talent AcquisitionSEO 101 for Talent Acquisition
SEO 101 for Talent Acquisition
 
Pubcon 2015 - Content Management Across International Markets
Pubcon 2015 - Content Management Across International MarketsPubcon 2015 - Content Management Across International Markets
Pubcon 2015 - Content Management Across International Markets
 
In-House Tips and Tricks: Pubcon 2015
In-House Tips and Tricks: Pubcon 2015In-House Tips and Tricks: Pubcon 2015
In-House Tips and Tricks: Pubcon 2015
 
LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?
LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?
LavaCon 2017 - Drawing the Line on Content Localization: How Much is Too Much?
 
Drawing the Line on Content Localization: How Much is Too Much?
Drawing the Line on Content Localization: How Much is Too Much?Drawing the Line on Content Localization: How Much is Too Much?
Drawing the Line on Content Localization: How Much is Too Much?
 
Saplo api at semantic garage meetup in san francisco
Saplo api at semantic garage meetup in san franciscoSaplo api at semantic garage meetup in san francisco
Saplo api at semantic garage meetup in san francisco
 
COPE Content Modelling for Adaptive UX - Noz Urbina
COPE Content Modelling for Adaptive UX - Noz UrbinaCOPE Content Modelling for Adaptive UX - Noz Urbina
COPE Content Modelling for Adaptive UX - Noz Urbina
 
Content Marketing: A 360 Degree Approach
Content Marketing: A 360 Degree ApproachContent Marketing: A 360 Degree Approach
Content Marketing: A 360 Degree Approach
 
Solving Thin Content
Solving Thin ContentSolving Thin Content
Solving Thin Content
 
#pubcon - Solving for Thin Content
#pubcon - Solving for Thin Content#pubcon - Solving for Thin Content
#pubcon - Solving for Thin Content
 

Recently uploaded

RK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model Safe
RK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model SafeRK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model Safe
RK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model Safe
Alisha Pathan $A17
 
Niagara College degree offer diploma Transcript
Niagara College  degree offer diploma TranscriptNiagara College  degree offer diploma Transcript
Niagara College degree offer diploma Transcript
taqyea
 
Nehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Nehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model SafeNehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Nehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
butwhat24
 
University of Toronto degree offer diploma Transcript
University of Toronto  degree offer diploma TranscriptUniversity of Toronto  degree offer diploma Transcript
University of Toronto degree offer diploma Transcript
taqyea
 
Daryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model SafeDaryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
butwhat24
 
Daryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model SafeDaryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
nehadubay1
 
Karol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model Safe
Karol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model SafeKarol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model Safe
Karol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model Safe
bookmybebe1
 
How We Added Replication to QuestDB - JonTheBeach
How We Added Replication to QuestDB - JonTheBeachHow We Added Replication to QuestDB - JonTheBeach
How We Added Replication to QuestDB - JonTheBeach
javier ramirez
 
Amul goes international: Desi dairy giant to launch fresh ...
Amul goes international: Desi dairy giant to launch fresh ...Amul goes international: Desi dairy giant to launch fresh ...
Amul goes international: Desi dairy giant to launch fresh ...
chetankumar9855
 
LLM powered Contract Compliance Application.pptx
LLM powered Contract Compliance Application.pptxLLM powered Contract Compliance Application.pptx
LLM powered Contract Compliance Application.pptx
Jyotishko Biswas
 
NPS_Presentation_V3.pptx it is regarding National pension scheme
NPS_Presentation_V3.pptx it is regarding National pension schemeNPS_Presentation_V3.pptx it is regarding National pension scheme
NPS_Presentation_V3.pptx it is regarding National pension scheme
ASISHSABAT3
 
Noida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model Safe
Noida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model SafeNoida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model Safe
Noida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model Safe
kumkum tuteja$A17
 
Pitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model Safe
Pitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model SafePitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model Safe
Pitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model Safe
vasudha malikmonii$A17
 
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model SafeLajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model Safe
aarusi sexy model
 
Introduction to the Red Hat Portfolio.pdf
Introduction to the Red Hat Portfolio.pdfIntroduction to the Red Hat Portfolio.pdf
Introduction to the Red Hat Portfolio.pdf
kihus38
 
Mahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Mahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model SafeMahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Mahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
aashuverma204
 
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model SafeLajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model Safe
khansayyad1256
 
Supervised Learning (Data Science).pptx
Supervised Learning  (Data Science).pptxSupervised Learning  (Data Science).pptx
Supervised Learning (Data Science).pptx
TARIKU ENDALE
 
Seamlessly Pay Online, Pay In Stores or Send Money
Seamlessly Pay Online, Pay In Stores or Send MoneySeamlessly Pay Online, Pay In Stores or Send Money
Seamlessly Pay Online, Pay In Stores or Send Money
gargtinna79
 
South Ex @ℂall @Girls ꧁❤ 9711199012 ❤꧂Glamorous sonam Mehra Top Model Safe
South Ex @ℂall @Girls ꧁❤ 9711199012 ❤꧂Glamorous sonam Mehra Top Model SafeSouth Ex @ℂall @Girls ꧁❤ 9711199012 ❤꧂Glamorous sonam Mehra Top Model Safe
South Ex @ℂall @Girls ꧁❤ 9711199012 ❤꧂Glamorous sonam Mehra Top Model Safe
simmi singh$A17
 

Recently uploaded (20)

RK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model Safe
RK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model SafeRK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model Safe
RK Puram @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Neha Singla Top Model Safe
 
Niagara College degree offer diploma Transcript
Niagara College  degree offer diploma TranscriptNiagara College  degree offer diploma Transcript
Niagara College degree offer diploma Transcript
 
Nehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Nehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model SafeNehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Nehru Place @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
 
University of Toronto degree offer diploma Transcript
University of Toronto  degree offer diploma TranscriptUniversity of Toronto  degree offer diploma Transcript
University of Toronto degree offer diploma Transcript
 
Daryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model SafeDaryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Jina Singh Top Model Safe
 
Daryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model SafeDaryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Daryaganj @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
 
Karol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model Safe
Karol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model SafeKarol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model Safe
Karol Bagh @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Jya Khan Top Model Safe
 
How We Added Replication to QuestDB - JonTheBeach
How We Added Replication to QuestDB - JonTheBeachHow We Added Replication to QuestDB - JonTheBeach
How We Added Replication to QuestDB - JonTheBeach
 
Amul goes international: Desi dairy giant to launch fresh ...
Amul goes international: Desi dairy giant to launch fresh ...Amul goes international: Desi dairy giant to launch fresh ...
Amul goes international: Desi dairy giant to launch fresh ...
 
LLM powered Contract Compliance Application.pptx
LLM powered Contract Compliance Application.pptxLLM powered Contract Compliance Application.pptx
LLM powered Contract Compliance Application.pptx
 
NPS_Presentation_V3.pptx it is regarding National pension scheme
NPS_Presentation_V3.pptx it is regarding National pension schemeNPS_Presentation_V3.pptx it is regarding National pension scheme
NPS_Presentation_V3.pptx it is regarding National pension scheme
 
Noida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model Safe
Noida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model SafeNoida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model Safe
Noida Extension @ℂall @Girls ꧁❤ 9873940964 ❤꧂VIP Vishakha Singla Top Model Safe
 
Pitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model Safe
Pitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model SafePitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model Safe
Pitampura @ℂall @Girls ꧁❤ 9873777170 ❤꧂Fabulous sonam Mehra Top Model Safe
 
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model SafeLajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Arti Singh Top Model Safe
 
Introduction to the Red Hat Portfolio.pdf
Introduction to the Red Hat Portfolio.pdfIntroduction to the Red Hat Portfolio.pdf
Introduction to the Red Hat Portfolio.pdf
 
Mahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Mahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model SafeMahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
Mahipalpur @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Yogita Mehra Top Model Safe
 
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model SafeLajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model Safe
Lajpat Nagar @ℂall @Girls ꧁❤ 9873777170 ❤꧂VIP Ginni Singh Top Model Safe
 
Supervised Learning (Data Science).pptx
Supervised Learning  (Data Science).pptxSupervised Learning  (Data Science).pptx
Supervised Learning (Data Science).pptx
 
Seamlessly Pay Online, Pay In Stores or Send Money
Seamlessly Pay Online, Pay In Stores or Send MoneySeamlessly Pay Online, Pay In Stores or Send Money
Seamlessly Pay Online, Pay In Stores or Send Money
 
South Ex @ℂall @Girls ꧁❤ 9711199012 ❤꧂Glamorous sonam Mehra Top Model Safe
South Ex @ℂall @Girls ꧁❤ 9711199012 ❤꧂Glamorous sonam Mehra Top Model SafeSouth Ex @ℂall @Girls ꧁❤ 9711199012 ❤꧂Glamorous sonam Mehra Top Model Safe
South Ex @ℂall @Girls ꧁❤ 9711199012 ❤꧂Glamorous sonam Mehra Top Model Safe
 

PubCon, Lazarina Stoy. - Machine Learning in Search: Google's ML APIs vs OpenAI's APIs for SEO use cases

  • 1. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Google's ML APIs vs OpenAI's APIs (SEO Use Cases) Machine Learning and Search
  • 2. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. ● SEO & Data Science Lead ● Intrepid Digital - enterprise digital marketing agency ● Client Portfolio Focus: B2B Enterprise in Big Tech ● MSc, specialising in ML/NLP
  • 3. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. My main goal: to inspire you to think creatively about available ML APIs and how you use them in your day-to-day.
  • 4. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. There are several areas, where ML automation can help boost efficiency and improve outcomes for digital marketers.
  • 5. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. You will also see why it’s important to choose your automation allies carefully depending on the task.
  • 6. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. SEOs OpenAI AWS, Azure Google Cloud
  • 7. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. 10 APIs by Google Cloud (each with multiple applications for digital marketing)
  • 8. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. 3 APIs by OpenAI (again, each with multiple applications for digital marketing)
  • 9. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 10. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Understanding text Entity Recognition
  • 11. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Entity recognition Named Entity Recognition (NER) is a field of computer science and natural language processing that deals with the identification and classification of named entities in text. The goal of NER is to automatically extract information from unstructured text, such as names of people, organizations, locations, and so on tl;dr entity = recognised thing/concept
  • 12. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Google’s Natural Language API vs ChatGPT
  • 13. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Google’s Natural Language API vs ChatGPT 53 16
  • 14. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. With Google’s Natural Language API, you can also do Syntax analysis ● Dependency ● Parse label ● Part of speech ● Lemma ● Morphology
  • 15. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. How important is text understanding for marketers?
  • 16. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Internal link opportunity identification quickly find pages to link to Anchor text identification quickly identify the text of use for the links you’ve identified
  • 17. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Content understanding quickly understand what content is about, even at scale Content Gap analysis Check whether the content on the site aligns with the business direction desired Competitor analysis quickly understand competitors’ content catalogs
  • 18. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Topic understanding understand the entities that make up a topic, based on analysing the content that ranks SERP understanding entities in titles, meta descriptions, URLs, breadcrumbs
  • 19. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Clustering / Classification Keyword Research, Topic Research, Content Research
  • 20. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Classification vs Clustering - What’s the difference? Classification sorts data into specific categories using a labeled dataset. Clustering is partitioning an unlabeled dataset into groups of similar objects.
  • 21. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. With Google’s Natural Language API, you can classify documents in 700+ predefined categories (out of the box, can be custom-trained, too with AutoML)
  • 22. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. With Open AI’s GPT-3 or with ChatGPT, you can do both, but results are a hit or miss.
  • 23. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Can you guess what can go great? (and what - horribly wrong)
  • 24. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. ✅Predictable categories ✅Controlled training of model ✅Accuracy indicated ✅Great for scale and beckmarking ✅Can map the information to a label or assign a plausible such, provided it has this information in its training set ✅Very adaptive ✅Great for small projects, one offs
  • 25. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. ❌Can’t be used for uses outside of the main task ❌Can’t be given custom lists (...unless) ❌Requires time and data for custom training models with AutoML ❌Non-predictable results ❌Direction might not followed ❌Model not trained for task ❌Limited knowledge ❌Unsuitable for niche industries
  • 26. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. How important is classification for marketers?
  • 27. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Content understanding quickly understand what topics the site is covering with the content Content Gap analysis check whether the content topics on the site aligns with the business direction desired Competitor analysis quickly understand the topics that competitors’ content talks about
  • 28. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Topic understanding quickly understand what topics the keyword universe you have consists of Keyword clustering quickly understand how other parameters of keyword research relate to the clusters identified
  • 29. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Understanding emotions Sentiment Analysis, Entity Sentiment
  • 30. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Sentiment analysis Understand the overall opinion, feeling, or attitude sentiment expressed in a block of text.
  • 31. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. With Google’s Natural Language API, you can quickly get ● Document and sentence level sentiment analysis ● Salience = importance ● Sentiment Score ● Sentiment Magnitude = strength ● # of mentions = entity prominence ● Entity Sentiment
  • 32. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 33. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. How important is sentiment analysis for digital and search marketing?
  • 34. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Analyse feedback Identification of competitive advantages, based on users (entities where your brand excels) Online Reputation Management Analysing social media comments, and other user interactions Content idea mining Content opportunity identification, including FAQ content, new content ideas, etc.
  • 35. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Image SEO Hygiene Image captioning, image generation
  • 36. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Generate images from text (+edit, +variate)
  • 37. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. …but no captioning? (yet)
  • 38. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. “combines a vision CNN with a language-generating RNN so it can take in an image and generate a fitting natural-language caption”
  • 39. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 40. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Content Transformation Speech to text, text to speech, text summarization
  • 41. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Omni-presence and Accessibility Both users and search engines want to see multi-modal presence for high-value sites. Meaning: ● Text to video ● Videos to text ● Text to audio ● Audio to text ● Text summaries for longer texts (e.g. FAQs, headings)
  • 42. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Shorten ✔ Lengthen ✔
  • 43. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Answer ✔ (with some limitations)
  • 44. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Multi-modal Transformation ✔
  • 45. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Needless to say scaling production here is pretty significant for organic growth.
  • 46. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. You have a library of videos on YouTube but no blog? → Scale it’s launch quickly through transcription.
  • 47. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. You have a library of high-performing blog posts but no presence on YouTube/TikTok? →Scale production with text to speech.
  • 48. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Want to optimize for high-intent visitors or improve accessibility of content? → Provide summaries of sections, improve headings, add FAQs, at scale. (...)
  • 49. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Content Localization Translation
  • 50. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 51. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 52. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. 1. DeepL : 0.19001633345126925 2. ModernMT : 0.17788391513374424 3. Amazon : 0.16483921567053203 4. Neuralspace : 0.163133354485786 5. Google : 0.16280640903935437 6. OpenAI : 0.15934198508564865
  • 53. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Performance Analysis Time series analysis, anomalies detection, forecasting
  • 54. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 55. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. so, who won?
  • 56. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Entity Recognition, including Text analysis 👑 ✔ Sentiment Analysis 👑 ❌ Document classification 👑 ✔ Keyword Clustering ✔ ✔ Image Captioning ✔ ❌ Image Generation ❌ 👑 Content Transformation (multimodal) ✔ ❌ Content Transformation (text-based) ❌ ✔ Content Localization (translation) ✔ ✔ Timeseries Analysis - Anomalies Detection, Forecasting 👑 ❌ Text Generation ❌ 👑
  • 57. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. If there’s anything that you should take away from your talk…
  • 58. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. ML-based APIs are amazing for SEO. You should absolutely use them.
  • 59. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. They can help with: ✔ boosting your efficiency and speed
  • 60. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. They can help with: ✔ skyrocketing insight-generation speed for large-scale projects and sites
  • 61. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. They can help with: ✔ career development and growth.
  • 62. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 63. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Don’t just use a blanket model for all your tasks just because you’ve seen it go viral.
  • 64. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Research what each model you use has been trained for, and what’s it ideal use before you start.
  • 65. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Then relate that back to the task at hand.
  • 66. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. Expect limitations… regardless which API you choose.
  • 67. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 68. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 69. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 70. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 71. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. We’re near the end now…
  • 72. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 73. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy.
  • 74. #pubcon @Pubcon | @lazarinastoy Lazarina Stoy. what I do my website seo@lazarinastoy.com social handle best way to get in touch