As Artificial Intelligence evolves, SEO strategies changes as well: Google has already started to implement some Artificial Intelligence tools within its algorithm, including RankBrain.
It's a challenge but also an opportunity to re-think the way we formulate SEO strategy ;)
Why is AI such a big game-changer when it comes to SEO?
How can you adapt to remain in the top results despite these changes?
Philippe Yonnet, is the general manager of Search Foresight, a fast-growing SEO Agency specialized in helping companies to define successful search and inbound marketing strategies.
Philippe has more than 10 years experience and will give all the tips you need to rock your audience ;)
How Machine Learning is Shaping Digital Marketingindico data
Dan Kuster held a workshop at General Assembly Boston on how machine learning is changing -- and improving -- the way digital marketers do their jobs.
Overview:
"Machine learning allows a marketer to target people based on an actual understanding of their interests, habits, and personality, rather than typical demographic data. To get more concrete here, machine learning lets you say: I want to target people that have posted a picture of a guitar in the last three months, or: I want to target people with the INTP personality type that posted something angry about Bernie Sanders recently.
It also allows marketers to look strategically at the content they use to engage their audience and reflect on what works and what doesn't work in a scientific way. If you make 30 posts with very different engagement rates, you can use your own intuition, but then also scientifically vet the wording of your message to get a sense ahead of time about how engaging it may be."
Google Entrepreneurship Project (by Yasir Afzal Rajput)Yasir Afzal Rajput
The presentation Focuses on the development of the Largest Search Engine by the two Founders Larry Page and Sergei Brin from their early life till to-date.
At the 2011 Polish IA Summit, I examine big changes in optimizing for search engines.
We now know that Google is not infallible (seems that companies are easily able to game the PR system) or t all knowing (seems it takes a competitor with a friend at the New York Times to reveal said PR gaming). We also found out that Google can be capricious with blanket suppression of content from certain sites regardless of whether users find it relevant.
This presentation looks at search optimization tools ant tactics that work regardless of these changes and how to keep the site optimized.
Chatbots are a rising trend in marketing and for good reason – they personalize a user’s online experience, offer new insights, and can raise your conversion rates. In this session, Hanapin’s Associate Director of Search, Kelly Pollock, and Mobile Monkey’s Founder, Larry Kim, discuss an overview of Chatbots and lead you through the process of building and maintaining a powerful chatbot for Facebook Ads.
Search is undergoing dramatic changes taking it away from a focus on keywords and websites, towards conversational search and app indexes. In this presentation Distilled discusses the ways search is fundamentally changing including compound queries, implicit search signals, user signals as a ranking factor, the move from keywords to intents, and the drive towards data driven search.
How Machine Learning is Shaping Digital Marketingindico data
Dan Kuster held a workshop at General Assembly Boston on how machine learning is changing -- and improving -- the way digital marketers do their jobs.
Overview:
"Machine learning allows a marketer to target people based on an actual understanding of their interests, habits, and personality, rather than typical demographic data. To get more concrete here, machine learning lets you say: I want to target people that have posted a picture of a guitar in the last three months, or: I want to target people with the INTP personality type that posted something angry about Bernie Sanders recently.
It also allows marketers to look strategically at the content they use to engage their audience and reflect on what works and what doesn't work in a scientific way. If you make 30 posts with very different engagement rates, you can use your own intuition, but then also scientifically vet the wording of your message to get a sense ahead of time about how engaging it may be."
Google Entrepreneurship Project (by Yasir Afzal Rajput)Yasir Afzal Rajput
The presentation Focuses on the development of the Largest Search Engine by the two Founders Larry Page and Sergei Brin from their early life till to-date.
At the 2011 Polish IA Summit, I examine big changes in optimizing for search engines.
We now know that Google is not infallible (seems that companies are easily able to game the PR system) or t all knowing (seems it takes a competitor with a friend at the New York Times to reveal said PR gaming). We also found out that Google can be capricious with blanket suppression of content from certain sites regardless of whether users find it relevant.
This presentation looks at search optimization tools ant tactics that work regardless of these changes and how to keep the site optimized.
Chatbots are a rising trend in marketing and for good reason – they personalize a user’s online experience, offer new insights, and can raise your conversion rates. In this session, Hanapin’s Associate Director of Search, Kelly Pollock, and Mobile Monkey’s Founder, Larry Kim, discuss an overview of Chatbots and lead you through the process of building and maintaining a powerful chatbot for Facebook Ads.
Search is undergoing dramatic changes taking it away from a focus on keywords and websites, towards conversational search and app indexes. In this presentation Distilled discusses the ways search is fundamentally changing including compound queries, implicit search signals, user signals as a ranking factor, the move from keywords to intents, and the drive towards data driven search.
Why A Press Release Is Not A Blog Post - And Why It MattersSha Menz
Press Releases have been around for ever, but these days the lines have blurred a little too much on exactly what a press release is, how it looks, and most importantly what it does.
In this session at Pubcon Vegas 2016, Sha Menz reveals the negative effects of mistaking your press release for a blog post and what to do if you have those scary press releases still sitting out there attracting Penguin to your website. Drawing on her background as a newspaper editor, Sha also provides insight into the real purpose of those releases and how they fit into your Brand Strategy.
Pubcon 2016 - How SEO's can Use PPC to hit their goalsWil Reynolds
I spent 3 months, focusing on how to use PPC as the way to do my outreach, build my traffic, get my links. This presentation will show how I went from total newbie @ PPC to just newbie, what I learned along the way, mistakes I made, money I wasted, what I learned.
SMX München 2017: Bastian Grimm & Christian Paavo Spieker One Advertising AG
“Wie sich die lokale Welt verändert und was das für eure Keyword-Strategie bedeutet”
Es geht um Keywords und wie Local alles verändert (Auch wenn ihr nicht Local seid)
Google's evolution into deep learning has created a whole new kind of algorithm; one that differs substantially from the type of ranking system SEOs & marketers have become used to over the past 17 years. In this presentation, Rand explores the changes Google's made, and how it impacts the actions necessary to be successful in 2016 and beyond.
word2vec, LDA, and introducing a new hybrid algorithm: lda2vec👋 Christopher Moody
Available with notes:
http://www.slideshare.net/ChristopherMoody3/word2vec-lda-and-introducing-a-new-hybrid-algorithm-lda2vec
(Data Day 2016)
Standard natural language processing (NLP) is a messy and difficult affair. It requires teaching a computer about English-specific word ambiguities as well as the hierarchical, sparse nature of words in sentences. At Stitch Fix, word vectors help computers learn from the raw text in customer notes. Our systems need to identify a medical professional when she writes that she 'used to wear scrubs to work', and distill 'taking a trip' into a Fix for vacation clothing. Applied appropriately, word vectors are dramatically more meaningful and more flexible than current techniques and let computers peer into text in a fundamentally new way. I'll try to convince you that word vectors give us a simple and flexible platform for understanding text while speaking about word2vec, LDA, and introduce our hybrid algorithm lda2vec.
The days of a one-size-fits-all solution are long gone. Digital today is about creating a customer experience that caters to an individuals needs.
The recent Econsultancy/Adobe Digital Intelligence Briefing found that the number one digital priority for organisations in 2015 was lead by Targeting & Personalisation.
This is a deck I recently presented at a conference to some of Australia's largest ecommerce retailers. It outlines the fundamentals of digital personalisation and how the big players in digital are focusing their efforts (and budgets) on creating a personalised customer experience for their audience.
It touches on the big three - Amazon, Facebook and Google, as well as discussing the personalisation and customisation offerings available in the market today.
Hope you find it helpful.
Visual search has the potential to change how we discover new ideas and products. As such, the likes of Pinterest, Google, and Amazon have made visual search a priority.
It is a complex field, however, requiring sophisticated technology and huge quantities of training data.
In this presentation, you will discover:
- What visual search is
- How visual search works
- How effective the main visual search engines are today
- What you can do to start optimizing for visual search today
AI - How Artificial Intelligence Will Impact Your BusinessPaul Barter
AI - How Artificial Intelligence Will Impact Your Business
DESCRIPTION:
AI (Artificial Intelligence) has the potential to radically transform employment, productivity and society. Business decision makers need to mitigate underlying risks and invest appropriately to drive future competitive advantage.
Why A Press Release Is Not A Blog Post - And Why It MattersSha Menz
Press Releases have been around for ever, but these days the lines have blurred a little too much on exactly what a press release is, how it looks, and most importantly what it does.
In this session at Pubcon Vegas 2016, Sha Menz reveals the negative effects of mistaking your press release for a blog post and what to do if you have those scary press releases still sitting out there attracting Penguin to your website. Drawing on her background as a newspaper editor, Sha also provides insight into the real purpose of those releases and how they fit into your Brand Strategy.
Pubcon 2016 - How SEO's can Use PPC to hit their goalsWil Reynolds
I spent 3 months, focusing on how to use PPC as the way to do my outreach, build my traffic, get my links. This presentation will show how I went from total newbie @ PPC to just newbie, what I learned along the way, mistakes I made, money I wasted, what I learned.
SMX München 2017: Bastian Grimm & Christian Paavo Spieker One Advertising AG
“Wie sich die lokale Welt verändert und was das für eure Keyword-Strategie bedeutet”
Es geht um Keywords und wie Local alles verändert (Auch wenn ihr nicht Local seid)
Google's evolution into deep learning has created a whole new kind of algorithm; one that differs substantially from the type of ranking system SEOs & marketers have become used to over the past 17 years. In this presentation, Rand explores the changes Google's made, and how it impacts the actions necessary to be successful in 2016 and beyond.
word2vec, LDA, and introducing a new hybrid algorithm: lda2vec👋 Christopher Moody
Available with notes:
http://www.slideshare.net/ChristopherMoody3/word2vec-lda-and-introducing-a-new-hybrid-algorithm-lda2vec
(Data Day 2016)
Standard natural language processing (NLP) is a messy and difficult affair. It requires teaching a computer about English-specific word ambiguities as well as the hierarchical, sparse nature of words in sentences. At Stitch Fix, word vectors help computers learn from the raw text in customer notes. Our systems need to identify a medical professional when she writes that she 'used to wear scrubs to work', and distill 'taking a trip' into a Fix for vacation clothing. Applied appropriately, word vectors are dramatically more meaningful and more flexible than current techniques and let computers peer into text in a fundamentally new way. I'll try to convince you that word vectors give us a simple and flexible platform for understanding text while speaking about word2vec, LDA, and introduce our hybrid algorithm lda2vec.
The days of a one-size-fits-all solution are long gone. Digital today is about creating a customer experience that caters to an individuals needs.
The recent Econsultancy/Adobe Digital Intelligence Briefing found that the number one digital priority for organisations in 2015 was lead by Targeting & Personalisation.
This is a deck I recently presented at a conference to some of Australia's largest ecommerce retailers. It outlines the fundamentals of digital personalisation and how the big players in digital are focusing their efforts (and budgets) on creating a personalised customer experience for their audience.
It touches on the big three - Amazon, Facebook and Google, as well as discussing the personalisation and customisation offerings available in the market today.
Hope you find it helpful.
Visual search has the potential to change how we discover new ideas and products. As such, the likes of Pinterest, Google, and Amazon have made visual search a priority.
It is a complex field, however, requiring sophisticated technology and huge quantities of training data.
In this presentation, you will discover:
- What visual search is
- How visual search works
- How effective the main visual search engines are today
- What you can do to start optimizing for visual search today
AI - How Artificial Intelligence Will Impact Your BusinessPaul Barter
AI - How Artificial Intelligence Will Impact Your Business
DESCRIPTION:
AI (Artificial Intelligence) has the potential to radically transform employment, productivity and society. Business decision makers need to mitigate underlying risks and invest appropriately to drive future competitive advantage.
Search engines have changed a lot over the last 15 years and optimizing Websites for them must keep up. This presentation looks at the search landscape and present strategies and tactics for optimizing for today's search.
Bearish SEO: Defining the User Experience for Google’s Panda Search LandscapeMarianne Sweeny
The search sun shifted in March 2011 when Google started rolling out the beginning of the Panda update. Instead of using the famous PageRank, a link-based relevance calculation, Panda rests on a machine interpretation of user experience to decide which sites are most relevant to a searchers quest for knowledge. This means that IA and UX practitioners need to start thinking about the machine implications of the way they structure information on the web, and think ahead about the human implications for how search engines present their sites in response to searcher queries. Bearish SEO will present real, actionable methods for content providers, information architects and user experience designers to directly influence search engine discoverability. Need is an experience. It is a state of being. The goal for this presentation is to ensure that user experience professionals become an integral part of designing search experience.
What do you need to think about before bringing advanced technology into your community, library or organization? How do you introduce it to staff? Will they worry about being replaced or losing their jobs? And how do you get machines to operate at optimal efficiency? Machines need to learn to be effective, whether it’s Siri, Alexa, or Watson. And people have to adapt to the machines. Join us and learn more!
BrightonSEO 2018 (September 28): How to Optimize for Visual SearchClark Boyd
In this presentation, I cover the key areas of visual search:
- What is visual search?
- How does visual search work?
- Why should you care?
- How you can get started.
Hype vs. Reality: The AI Explainer--- Artificial intelligence (AI) is everywhere, promising self-driving cars, medical breakthroughs, and new ways of working. But how do you separate hype from reality? How can your company apply AI to solve real business problems?
Here’s what AI learnings your business should keep in mind.
Similar to SEO & Artificial Intelligence: The new rules to stay on top! (20)
By Alison Eastaway, Head of People at Sqreen
Alison is a startup culture boss! She perfectly knows her way around implementing a culture & taking care of people especially in tech teams.
By Pierre-Camille Hamana (https://www.linkedin.com/in/pchamana/), CEO at Smartbnb (https://www.smartbnb.io/)
It’s fascinating watching Smartbnb grow. This solution for guests is a recipe for success: A fully remote team, with great culture & processes, extremely focused & super in terms of execution. What else? Oh yes, a super friendly & kind CEO, Pierre-Camille, who will be with us to describe the way they manage their team remotely. Good practices & learnings to expect from this one!
By Mathias Pastor (https://twitter.com/pastormhm), Director at The Family
Roch Delsalle, CTO at Proprioo (https://www.proprioo.fr/)
Jade Francine, Cofounder & COO at WeMaintain (https://wemaintain.com/)
Marc Lebel, CEO at LouerAgile (https://www.loueragile.fr/)
Real estate is everywhere. It’s part of our daily lives, of who we are and how we live, move, work - a pretty broad category. And it’s the kind of sector that can easily be termed “slow.” Slow in adapting to new technology, slow in responsiveness to customers…. Some people think having a spreadsheet is already a win
By Gil Dibner (twitter.com/gdibner), General Partner & Founder at Angular Ventures (www.angularventures.com)
Gil has backed several enterprise-oriented companies, including Front and Vault. Tips to understand how to absolutely nail Enterprise Sales.
By Alice Zagury (https://twitter.com/alice_zag), CEO at The Family
During The Family Begins, our open-door to The Family, we met 20 ambitious entrepreneurs and spend 2 amazing days with them.
Brand, identity, style, swag... Many words for similar things: The emotions people will feel when they're coming across your company. Alice, our CEO, shared her best tips to create a coherent identity.
By Dimitri Farber (https://www.linkedin.com/in/dimitrifarber/), cofounder at Tiller Systems (https://www.tillersystems.com/en/)
Since Dimitri, Vincent & Josef founded Tiller, many things have changed: new products, new offices, a company acquisition & even the launch of an incubator for restaurateurs.
When people talk about them, they are still described as a cash register solution, just like back on the first day. And yet, Tiller is much more than that. They now define themselves as an ecosystem that brings together cash registration + delivery + reservation + pre-order + analysis + integrations. They are not only addressing shopkeepers, but also passionate local entrepreneurs.
By Hugo Michalski, CTPO at Side
D-code (https://www.d-code.thefamily.co/) is a media & series of events where the best startup CTOs & tech leaders talk about their entrepreneurial adventures: Tech challenges converted into clear stories.
Join our D-code private community of CTOs & future CTOs: https://thefamily.typeform.com/to/MpHmFQ
By by Steve Anavi (https://www.linkedin.com/in/steveanavi/), cofounder at Qonto (https://qonto.eu/en/)
Qonto is our beloved bank for SMEs & freelancers. From day one their value proposal has been a no-brainer: simple UX, customization, reactivity, smooth financial management…
However, the new challenges they are facing now (after growing to a team of 150 people) is to create brand love. How they are dealing with that in a dusty industry where brand love is quite rare?
Building an insurance startup with Alan, Luko, Coverd & BaldertonTheFamily
Global overview of the sector & today’s insurance trends by Rob from Balderton
How to build insurance brand awareness
By Hugo Saias, CEO at Coverd
How to be an insurer without historical data & capital
By Léa Joussaume, Head of Marketing at Luko
Beyond product and coverage
By Mihaela Albu, Growth & Sales Strategy at Alan
Mixing Product & Tech by Jean Lebrument, CTO & CPO at BrigadTheFamily
Brigad connects hospitality businesses with qualified & flexible staff.
Jean is Brigad’s co-founder, CTO & CPO, managing four teams: Product, Engineering, Quality and Data. Yes, all at the same time :)
He will share both his experience from 3 years of handling these functions, what he learned in the process & his beliefs about the mix: Should all startups have a CPO & a CTO?
A new breed of CTO - Philippe Vimard, CTO & COO at DoctolibTheFamily
By Philippe Vimard (https://www.linkedin.com/in/philippev...), CTO & COO at Doctolib (https://www.doctolib.fr/)
There’s probably no need to introduce Doctolib, one of France’s newest unicorns after raising €150M a few months ago. Philippe has been their new COO & CTO for the past year after occupying a similar role at eDreams (GoVoyages, Opodo, Travellink, Liligo).
Get the maximum amount of knowledge out of this extremely experienced executive, who shared with us the why and how of mixing Tech & Ops! His approach is super business-centered, always looking for ways to be closer to other functions: A truly entrepreneurial & business CTO.
Building a logistics startup with Trusk, Totem & SpaceFillTheFamily
After a global overview of the sector & today’s logistics trends by Nicolas Colin (https://twitter.com/Nicolas_Colin), cofounder at The Family, we welcomed three startups on stage. Each one delivered a 15-min talk:
⛓️ (Re)designing the supply chain from scratch
By Maxime Huzar, CEO at SpaceFill (https://www.spacefill.fr/)
✅ Total quality & tracking from A to Z
By Julie Pathé, Head of Operations at Totem (https://thetotem.co/)
5 lessons from our journey to revolutionize last-mile delivery
By Sébastien Tronel, Cofounder at Trusk (https://trusk.com/)
Building an accounting startup with Fred de la compta, Acasi & ChaintrustTheFamily
Accounting changed the world forever both when it was “invented” in Mesopotamia & when it became a double-entry system 500 years ago. Today, the profession of accountant & the practice itself are again undergoing major revolutions - revolutions that startups are initiating ⏱️
Looking at what is currently happening in the accounting world, we may automatically think that the profession of “accountant” is dying: The number of accountants has decreased by 25% in just the last 15 years.
This “threat” is enabled by new technologies that are shifting everything within the space. Cloud, AI, blockchain & data are changing the game. But total automation is still very far away. And obviously, in such an ancient & symbolic sector, the opportunities are infinite. And we have a few examples of startups who are ready to seize them!
By Robin Choy (https://twitter.com/robin_choy), CEO at HireSweet (https://www.hiresweet.com/)
This is definitely one of the biggest challenges any startup faces. Having high quality engineers who join your company in the early days, taking a risk on you while more mature companies are also chasing them can truly be game-changer.
Robin is the co-founder of HireSweet, a team helping startups recruit Software Engineers by developing cutting-edge AI tools. 700+ startups have scaled their teams with their help, often from 10 to 100+ people. The knowledge Robin has acquired about the process is pure gold. Join us to discover how to set up a super efficient process to build the best possible tech team for each stage (0 to 3 people in the tech team, 3 to 8 people, 8 to 20 people).
Onboarding developers and setting them up for successTheFamily
By Jean-Baptiste Aviat (https://twitter.com/jbaviat), CTO at Sqreen (https://www.sqreen.com/)
Hiring developers is definitely hard, but that's only the beginning of the journey - you’re far from being done. Your next job as an employer is to make sure they have all the keys in hand to make the most out of their jobs.
Jean-Baptiste knows this topic particularly well as his company, Sqreen, the tool democratizing security and making it easier to implement & use for developers, has a large tech team that represents a big part of Sqreen’s workforce. Let's find out together how to build that within a fast-moving organisation, with constantly evolving teams and complex technical products at stake!
Workshop animé par Maud Camus (https://twitter.com/maudcamus)
Vous voulez découvrir les astuces clés pour être au top de sa PR-forme ?! C'est par ici ☝️
Journalistes, storytelling, interviews, media : apprendre à naviguer ce milieu n'est pas forcément chose facile donc Maud a décidé de venir nous livrer ses meilleurs tips pour savoir comment raconter et sublimer son histoire entrepreneuriale sans non plus entrer dans le royaume du bullshit
Textile Chemical Brochure - Tradeasia (1).pdfjeffmilton96
Explore Tradeasia’s brochure for eco-friendly textile chemicals. Enhance your textile production with high-quality, sustainable solutions for superior fabric quality.
Salma Karina Hayat is Conscious Digital Transformation Leader at Kudos | Empowering SMEs via CRM & Digital Automation | Award-Winning Entrepreneur & Philanthropist | Education & Homelessness Advocate
What You're Going to Learn
- How These 4 Leaks Force You To Work Longer And Harder in order to grow your income… improve just one of these and the impact could be life changing.
- How to SHUT DOWN the revolving door of Income Stagnation… you know, where new sales come into your magazine while at the same time existing sponsors exit.
- How to transform your magazine business by fixing the 4 “DON’Ts”...
#1 LEADS Don’t Book
#2 PROSPECTS Don’t Show
#3 PROSPECTS Don’t Buy
#4 CLIENTS Don’t Stay
- How to identify which leak to fix first so you get the biggest bang for your income.
- Get actionable strategies you can use right away to improve your bookings, sales and retention.
How to Build a Diversified Investment Portfolio.pdfTrims Creators
Building a diversified investment portfolio is a fundamental strategy to manage risk and optimize returns. For both novice and experienced investors, diversification offers a pathway to a more stable and resilient financial future. Here’s an in-depth guide on how to create and maintain a well-diversified investment portfolio.
Best Crypto Marketing Ideas to Lead Your Project to SuccessIntelisync
In this comprehensive slideshow presentation, we delve into the intricacies of crypto marketing, offering invaluable insights and strategies to propel your project to success in the dynamic cryptocurrency landscape. From understanding market trends to building a robust brand identity, engaging with influencers, and analyzing performance metrics, we cover all aspects essential for effective marketing in the crypto space.
Also Intelisync, our cutting-edge service designed to streamline and optimize your marketing efforts, leveraging data-driven insights and innovative strategies to drive growth and visibility for your project.
With a data-driven approach, transparent communication, and a commitment to excellence, InteliSync is your trusted partner for driving meaningful impact in the fast-paced world of Web3. Contact us today to learn more and embark on a journey to crypto marketing mastery!
Ready to elevate your Web3 project to new heights? Contact InteliSync now and unleash the full potential of your crypto venture!
Explore Sarasota Collection's exquisite and long-lasting dining table sets and chairs in Sarasota. Elevate your dining experience with our high-quality collection!
When listening about building new Ventures, Marketplaces ideas are something very frequent. On this session we will discuss reasons why you should stay away from it :P , by sharing real stories and misconceptions around them. If you still insist to go for it however, you will at least get an idea of the important and critical strategies to optimize for success like Product, Business Development & Marketing, Operations :)
Reflect Festival Limassol May 2024.
Michael Economou is an Entrepreneur, with Business & Technology foundations and a passion for Innovation. He is working with his team to launch a new venture – Exyde, an AI powered booking platform for Activities & Experiences, aspiring to revolutionize the way we travel and experience the world. Michael has extensive entrepreneurial experience as the co-founder of Ideas2life, AtYourService as well as Foody, an online delivery platform and one of the most prominent ventures in Cyprus’ digital landscape, acquired by Delivery Hero group in 2019. This journey & experience marks a vast expertise in building and scaling marketplaces, enhancing everyday life through technology and making meaningful impact on local communities, which is what Michael and his team are pursuing doing once more with Exyde www.goExyde.com
7. - 3 -
Our team of senior consultants help brands and major websites to increase
their visibility on search engines. We’re specialized in giving support for
international companies, and/or complex organizations. Our expertise cover
both technical and marketing areas, including all inbound marketing
channels.
/ SEARCH FORESIGHT IN A NUTSHELL
24
Seasoned SEO /
SEA
experts
+1000
Managed
projects
+80
Active clients
Double
expertise
8. / WHO AM I ?
PHILIPPE
YONNET
• Philippe YONNET, 50, has 13 years of experience in SEO, and
has been in the web marketing business for 17 years.
• He has served as a consultant for numerous high traffic
websites (Pages Jaunes, Rue du Commerce, Pixmania,
Cdiscount, Dailymotion, AuFeminin, LeGuide, Twenga,
Allociné, Ebay, Nokia, Fnac, SFR, Facebook, La Redoute…)
• Deputy General Manager at Aposition-Isobar (Iprospect)
from 2007 to 2010.
• In 2010 he moved to London, and joined Vivastreet, then
Twenga in 2011, as International SEO Director
• He then founded the Search Foresight Agency in 2012
9. And didn’t change a lot before 2007
- 5 -
Google was launched in 1998
18. But perhaps you didn’t notice
- 14 -
So Google has adapted quickly since 2008
19. - 15 -
SEO was about optimizing landing pages on popular
keywords
People spend a lot of time figuring out which
keywords are popular, and optimizing their pages
for search engines by including these keywords
inside the text copy.
In all SEO books, you’ll find comprehensive
guidelines and methods to optimize your landing
pages to rank on specific keywords
SEA / Adwords is based on keywords, and popular
queries as well.
20. Google is getting less and less stupid
- 16 -
Well, keywords are still important but…
Popular Search Engines like Google and Bing
used to be very stupid systems…
Their purpose was just to compute
Which documents included occurrences of the
keywords you entered in the input box
And which documents were the more similar to
your query, and which were the most important
ones
And in return to a query (formulated using
keywords, which is an awkward and unnatural
way of asking a question), they delivered 10 blue
links, and it was up to you to
Click on a blue link
Read the page to see if you can find the
information you’re looking for, and if not :
Click a link again
Read the page …
….
21. Google has become an « answer search engine »
- 17 -
Google wants to provide the information you want
What’s the answer for life, the universe, and
everything ?
22. Google has become an « answer search engine »
- 18 -
Google wants to provide the information you want
23. / The era of information extraction (IE vs IR)
- 19 -
The « Knowledge Graph »
500 millions entities, 3,5 billions « facts », 35000 different types of relationships
Well, that’s a lot, but answers are only available for a tiny percentage of informational queries!
24. / Google wants to discover more and more facts
- 20 -
Towards the « Knowledge Vault »
25. From IR to IE
Information retrieval :
– Classical way of looking for an information using a search
engine
« Information extraction »
– Named entity recognition
– Coreference identification (UN= United Nations but same
organisation designed by ONU in french…)
– Relationships extraction
– Extraction of data about events
– Extraction of terminologies
27. - 23 -
It’s a challenge, but Google gets good at it
People who type the query
Ice Cube, want information
about the rapper, not about
actual « cubes made of ice »
28. Well, Google is occupying the first position already
- 24 -
Fine, how can I rank first on an « answer search engine »
And there’s nothing like a « second
position ». Once the information has
been provided, then… that’s it.
But Google is still displaying its ten
blue links, and you can rank on those.
You may still receive a visit from
Google, if people are looking for
specific information that is not
provided directly on the page
=> A strategy based on middle tail /
long tail queries is more relevant than
before for these websites
Google is sending less clicks to
informational websites than before.
29. Even better : conversational search
/ with anaphora resolution
30.
31.
32.
33.
34. 30
Fine, how can I be first on a conversational search
engine ?
Well, it’s beginning to be tricky.
As far as informational queries are concerned, you
have to hope Google doesn’t know a unique answer
to provide, and will show 10 blue links as usual.
If Google can provide a unique answer, a fact, a
number… then Google will keep this search traffic
for itself.
But there is also the « featured snippets ». If you’re
the chosen source for the fact, and Google quotes
you, then its good… for branding (not sure people
will click on the link).
Of course, being a Google partner is a big
advantage.
35. Google wants to push information to you before you search for it
- 31 -
Even better : predictive search
If you have planned a
flight, then Google Now will
push you :
- The boarding pass
- When you need to
leave home
- Traffic status
- …
36. Well, open your apps and your data to Google Now
32
How can I get traffic from this feature ?
This feature is based upon information that Google
can gather on its own properties (Gmail, Google
Calendar, Google Maps etc…)
But if you open access to the data from :
- Your emails using structured data markups
- Your apps
Then Google Now can provide a nice search
experience for people using your services
37. Answers to questions are « concepts », not « keywords »
- 33 -
Yet even better, concept indexing
Hummingbird archiecture (sept 2013)
38. To understand what people are asking for helps to provide relevant answers
How does it work ?
39. - 35 -
Well, what does it change for SEO?
To rank well, your landing page should be
the best answer to a query.
To be the best answer is not to be the most
similar document to the query. It means,
you shouldn’t rank well on « pizzeria »
related queries, if you don’t cook and sell
pizzas …
Relevancy in search engines is getting
closer to what you find relevant in real life.
So be relevant in real life, create pages
that are good answers (concepts) to rank
well.
40. - 36 -
Artificial intelligence is more and more embedded
in these advanced functionalities
In natural language processing
In web mining and information extraction
In personal assistants
In image and facial recognition
In webspam identification
…
41. / AI features don’t make a machine to think as a human does
- 37 -
« Artificial Intelligence » is a misleading term
AI definition :
AI is the name of the academic field of study which
studies how to create computers and computer
software that are capable of intelligent behavior
AI refers very often to two groups of techniques
• Perception enhancement : neuronal networks, facial or
object recognition
• Machine learning
A piece of software using AI features doesn’t
understand its environment as a human does
Usually, it just mimics very specific aspects of
human intelligence
42. / AI is now embedded in Google’s core algorithm
38
Google is serious about AI
43. - 39 -
An AI specialist is now in charge of Google’s core
algorithm
John Giannandra has replaced Amit Singhal
This scottish scientist used to be chief of machine learning at
Google
Does it mean we’ll see more and more AI at work inside
Google’s core algorithm.
44. - 40 -
How to create spam filters using maching learning
Classifiers : spam, or not spam !
Used to be slow, and used to cost a lot of resources : now
SVM : support vector machines
Finding the formula that will make the same decision a human would, is converted to solving a geometry
problem => finding which « plane » will neatly separate items
45. - 41 -
For the machine, identifying spam becomes a piece of
cake
Everything that’s below the hyperplane is spam
46. Meet Panda & Penguin !
- 42 -
Google, machine learning and spam filters ?
47. The key to the mistery is in an interview from wired
- 43 -
Panda and machine learning
http://www.wired.com/2011/03/the-panda-that-hates-farms/all/
Wired.com: But how do you implement that algorithmically?
Cutts: I think you look for signals that recreate that same intuition, that same experience that you have as an
engineer and that users have. Whenever we look at the most blocked sites, it did match our intuition and
experience, but the key is, you also have your experience of the sorts of sites that are going to be adding value
for users versus not adding value for users. And we actually came up with a classifier to say, okay, IRS or
Wikipedia or New York Times is over on this side, and the low-quality sites are over on this side. And you can really
see mathematical reasons …
Singhal: You can imagine in a hyperspace a bunch of points, some points are red, some points are green, and in
others there’s some mixture. Your job is to find a plane which says that most things on this side of the place are
red, and most of the things on that side of the plane are the opposite of red.
Since the search engineers could not compute a signal for “would you trust this site with your credit card” they
had to look for other statistical measurements that would correspond highly with the answers provided in the
Quality Raters Survey.
Does it remind you of something
48. Google is getting better at identifying spam
- 44 -
What does it change ?
Manipulating off page criteria as the pagerank
has become tricky to do without being penalized
: Google is good at identifying (some) unnatural
links
As a result, inbound marketing strategies has
become the best way to reinforce signals about
importance (linkjuice), because they reinforce your
actual web presence
Sophisticated SEO schemes, or « grey » methods,
are now potentially discovered, and penalized
Example : content farms, thin affiliates
Black Hat methods still work (very) well, but the
risk of using them is now too high to rely on them
for legitimate businesses (you’ve been warned)
49. - 45 -
Integrating machine learning in the algorithm?
A schema from moz.com website (late 2015) :
50. Designed… ten years ago, launched in 2009
- 46 -
AI for search engines : an old idea
A spectacular and already old example : YANDEX
Its Matrixnet architecture is based upon machine learning
51. - 47 -
Even better : neural networks for search !
« classical » approaches have reached their limits (perceptron => but used in Support
vector machines
A promising approach : « deep learning »
52. / 2012 : Google brain
- 48 -
Google masters deep learning
Google brain
2015 : Google Deepmind beats the Go European Champion
54. With the vectors obtained, you can guess new information using
- 50 -
Et… tada !
55. / Greg Corrado - The engineer behind Rankbrain
- 51 -
How IA is applied to google’s Algo : Rankbrain
56. / in place since early 2015
- 52 -
How IA is applied to google’s Algo : Rankbrain
By computing an average vector for a group of keywords, it’s possible to compute a vector for a syntagm, a
phrase, a sentence
57. / Alongside the « old » algo
- 53 -
Word2vec is used twice in Google’s algo
1. Query expansion
If a rare query is typed, the query processor tries to find a similar query with sufficent data to decide what kind of result page
is relevant for this query :
Uses query sessions history for known queries, to achieve query intent recognition
2. Similarity computation
The similarity between query and document can be calculated as easily as with Salton cosine.
It seems this approach is good at increasing recall without degrading precision.
Relevancy of SERPs is improved by a supplemental signal (score). This score is computed using a method very close to
pagerank computation.
68. - 64 -
What conclusions can be drawn for a startup ?
Google wants to keep more and more traffic for himself : so don’t count too much on tapping into
organic traffic fire hose to get visits in the future. You need to diversify your channels
Google is good at innovation, but as far as search is concerned, they are very conservative. Their old
algo is still prominent (for now).
Old ways of optimizing websites still work
New ways are emerging
• Schema.org markups, featured and rich snippets
• Concept based content creation
Information
retrieval system,
with similarity
computation
Concept indexing
and concept
based retrieval
Artificial
intelligence
Rankbrain
Query Intent
Recognition
Fact, Entities,
Relations indexing
and retrieval