SlideShare uma empresa Scribd logo
1 de 8
Baixar para ler offline
From One to Zero
Going smaller as a growth strategy
Xavier Amatriain (@xamat)
My journey
Takeaways
1. Many things repeat regardless of size/context
but….
2. Many important things don’t!
What remains unchanged
1. People above all (aka You are exactly as good as
your team)
2. Culture eats strategy for breakfast
3. Organizational scalability is key
4. Process matters
5. Clarity & ownership are important
What changes
1. Culture
2. Process
3. You will attract different people and for
different reasons
Beware of over/under-fitting
Why you should go smaller
● Build from scratch
● No “cultural debt”
● Run experiments
● Own successes and failures
Reading recommendations

Mais conteúdo relacionado

Mais de Xavier Amatriain

Recommender Systems In Industry
Recommender Systems In IndustryRecommender Systems In Industry
Recommender Systems In IndustryXavier Amatriain
 
Medical advice as a Recommender System
Medical advice as a Recommender SystemMedical advice as a Recommender System
Medical advice as a Recommender SystemXavier Amatriain
 
Recsys 2016 tutorial: Lessons learned from building real-life recommender sys...
Recsys 2016 tutorial: Lessons learned from building real-life recommender sys...Recsys 2016 tutorial: Lessons learned from building real-life recommender sys...
Recsys 2016 tutorial: Lessons learned from building real-life recommender sys...Xavier Amatriain
 
Past present and future of Recommender Systems: an Industry Perspective
Past present and future of Recommender Systems: an Industry PerspectivePast present and future of Recommender Systems: an Industry Perspective
Past present and future of Recommender Systems: an Industry PerspectiveXavier Amatriain
 
Staying Shallow & Lean in a Deep Learning World
Staying Shallow & Lean in a Deep Learning WorldStaying Shallow & Lean in a Deep Learning World
Staying Shallow & Lean in a Deep Learning WorldXavier Amatriain
 
Machine Learning for Q&A Sites: The Quora Example
Machine Learning for Q&A Sites: The Quora ExampleMachine Learning for Q&A Sites: The Quora Example
Machine Learning for Q&A Sites: The Quora ExampleXavier Amatriain
 
BIG2016- Lessons Learned from building real-life user-focused Big Data systems
BIG2016- Lessons Learned from building real-life user-focused Big Data systemsBIG2016- Lessons Learned from building real-life user-focused Big Data systems
BIG2016- Lessons Learned from building real-life user-focused Big Data systemsXavier Amatriain
 
Strata 2016 - Lessons Learned from building real-life Machine Learning Systems
Strata 2016 -  Lessons Learned from building real-life Machine Learning SystemsStrata 2016 -  Lessons Learned from building real-life Machine Learning Systems
Strata 2016 - Lessons Learned from building real-life Machine Learning SystemsXavier Amatriain
 
Past, present, and future of Recommender Systems: an industry perspective
Past, present, and future of Recommender Systems: an industry perspectivePast, present, and future of Recommender Systems: an industry perspective
Past, present, and future of Recommender Systems: an industry perspectiveXavier Amatriain
 
Barcelona ML Meetup - Lessons Learned
Barcelona ML Meetup - Lessons LearnedBarcelona ML Meetup - Lessons Learned
Barcelona ML Meetup - Lessons LearnedXavier Amatriain
 
10 more lessons learned from building Machine Learning systems - MLConf
10 more lessons learned from building Machine Learning systems - MLConf10 more lessons learned from building Machine Learning systems - MLConf
10 more lessons learned from building Machine Learning systems - MLConfXavier Amatriain
 
10 more lessons learned from building Machine Learning systems
10 more lessons learned from building Machine Learning systems10 more lessons learned from building Machine Learning systems
10 more lessons learned from building Machine Learning systemsXavier Amatriain
 
Machine Learning to Grow the World's Knowledge
Machine Learning to Grow  the World's KnowledgeMachine Learning to Grow  the World's Knowledge
Machine Learning to Grow the World's KnowledgeXavier Amatriain
 
MLConf Seattle 2015 - ML@Quora
MLConf Seattle 2015 - ML@QuoraMLConf Seattle 2015 - ML@Quora
MLConf Seattle 2015 - ML@QuoraXavier Amatriain
 
Lean DevOps - Lessons Learned from Innovation-driven Companies
Lean DevOps - Lessons Learned from Innovation-driven CompaniesLean DevOps - Lessons Learned from Innovation-driven Companies
Lean DevOps - Lessons Learned from Innovation-driven CompaniesXavier Amatriain
 
10 Lessons Learned from Building Machine Learning Systems
10 Lessons Learned from Building Machine Learning Systems10 Lessons Learned from Building Machine Learning Systems
10 Lessons Learned from Building Machine Learning SystemsXavier Amatriain
 
Recsys 2014 Tutorial - The Recommender Problem Revisited
Recsys 2014 Tutorial - The Recommender Problem RevisitedRecsys 2014 Tutorial - The Recommender Problem Revisited
Recsys 2014 Tutorial - The Recommender Problem RevisitedXavier Amatriain
 
Kdd 2014 Tutorial - the recommender problem revisited
Kdd 2014 Tutorial -  the recommender problem revisitedKdd 2014 Tutorial -  the recommender problem revisited
Kdd 2014 Tutorial - the recommender problem revisitedXavier Amatriain
 
Recommender Systems (Machine Learning Summer School 2014 @ CMU)
Recommender Systems (Machine Learning Summer School 2014 @ CMU)Recommender Systems (Machine Learning Summer School 2014 @ CMU)
Recommender Systems (Machine Learning Summer School 2014 @ CMU)Xavier Amatriain
 

Mais de Xavier Amatriain (20)

ML to cure the world
ML to cure the worldML to cure the world
ML to cure the world
 
Recommender Systems In Industry
Recommender Systems In IndustryRecommender Systems In Industry
Recommender Systems In Industry
 
Medical advice as a Recommender System
Medical advice as a Recommender SystemMedical advice as a Recommender System
Medical advice as a Recommender System
 
Recsys 2016 tutorial: Lessons learned from building real-life recommender sys...
Recsys 2016 tutorial: Lessons learned from building real-life recommender sys...Recsys 2016 tutorial: Lessons learned from building real-life recommender sys...
Recsys 2016 tutorial: Lessons learned from building real-life recommender sys...
 
Past present and future of Recommender Systems: an Industry Perspective
Past present and future of Recommender Systems: an Industry PerspectivePast present and future of Recommender Systems: an Industry Perspective
Past present and future of Recommender Systems: an Industry Perspective
 
Staying Shallow & Lean in a Deep Learning World
Staying Shallow & Lean in a Deep Learning WorldStaying Shallow & Lean in a Deep Learning World
Staying Shallow & Lean in a Deep Learning World
 
Machine Learning for Q&A Sites: The Quora Example
Machine Learning for Q&A Sites: The Quora ExampleMachine Learning for Q&A Sites: The Quora Example
Machine Learning for Q&A Sites: The Quora Example
 
BIG2016- Lessons Learned from building real-life user-focused Big Data systems
BIG2016- Lessons Learned from building real-life user-focused Big Data systemsBIG2016- Lessons Learned from building real-life user-focused Big Data systems
BIG2016- Lessons Learned from building real-life user-focused Big Data systems
 
Strata 2016 - Lessons Learned from building real-life Machine Learning Systems
Strata 2016 -  Lessons Learned from building real-life Machine Learning SystemsStrata 2016 -  Lessons Learned from building real-life Machine Learning Systems
Strata 2016 - Lessons Learned from building real-life Machine Learning Systems
 
Past, present, and future of Recommender Systems: an industry perspective
Past, present, and future of Recommender Systems: an industry perspectivePast, present, and future of Recommender Systems: an industry perspective
Past, present, and future of Recommender Systems: an industry perspective
 
Barcelona ML Meetup - Lessons Learned
Barcelona ML Meetup - Lessons LearnedBarcelona ML Meetup - Lessons Learned
Barcelona ML Meetup - Lessons Learned
 
10 more lessons learned from building Machine Learning systems - MLConf
10 more lessons learned from building Machine Learning systems - MLConf10 more lessons learned from building Machine Learning systems - MLConf
10 more lessons learned from building Machine Learning systems - MLConf
 
10 more lessons learned from building Machine Learning systems
10 more lessons learned from building Machine Learning systems10 more lessons learned from building Machine Learning systems
10 more lessons learned from building Machine Learning systems
 
Machine Learning to Grow the World's Knowledge
Machine Learning to Grow  the World's KnowledgeMachine Learning to Grow  the World's Knowledge
Machine Learning to Grow the World's Knowledge
 
MLConf Seattle 2015 - ML@Quora
MLConf Seattle 2015 - ML@QuoraMLConf Seattle 2015 - ML@Quora
MLConf Seattle 2015 - ML@Quora
 
Lean DevOps - Lessons Learned from Innovation-driven Companies
Lean DevOps - Lessons Learned from Innovation-driven CompaniesLean DevOps - Lessons Learned from Innovation-driven Companies
Lean DevOps - Lessons Learned from Innovation-driven Companies
 
10 Lessons Learned from Building Machine Learning Systems
10 Lessons Learned from Building Machine Learning Systems10 Lessons Learned from Building Machine Learning Systems
10 Lessons Learned from Building Machine Learning Systems
 
Recsys 2014 Tutorial - The Recommender Problem Revisited
Recsys 2014 Tutorial - The Recommender Problem RevisitedRecsys 2014 Tutorial - The Recommender Problem Revisited
Recsys 2014 Tutorial - The Recommender Problem Revisited
 
Kdd 2014 Tutorial - the recommender problem revisited
Kdd 2014 Tutorial -  the recommender problem revisitedKdd 2014 Tutorial -  the recommender problem revisited
Kdd 2014 Tutorial - the recommender problem revisited
 
Recommender Systems (Machine Learning Summer School 2014 @ CMU)
Recommender Systems (Machine Learning Summer School 2014 @ CMU)Recommender Systems (Machine Learning Summer School 2014 @ CMU)
Recommender Systems (Machine Learning Summer School 2014 @ CMU)
 

Último

Independent Escorts Vikaspuri / 9899900591 High Profile Escort Service in Delhi
Independent Escorts Vikaspuri  / 9899900591 High Profile Escort Service in DelhiIndependent Escorts Vikaspuri  / 9899900591 High Profile Escort Service in Delhi
Independent Escorts Vikaspuri / 9899900591 High Profile Escort Service in Delhiguptaswati8536
 
International Ocean Transportation p.pdf
International Ocean Transportation p.pdfInternational Ocean Transportation p.pdf
International Ocean Transportation p.pdfAlejandromexEspino
 
Beyond the Codes_Repositioning towards sustainable development
Beyond the Codes_Repositioning towards sustainable developmentBeyond the Codes_Repositioning towards sustainable development
Beyond the Codes_Repositioning towards sustainable developmentNimot Muili
 
Agile Coaching Change Management Framework.pptx
Agile Coaching Change Management Framework.pptxAgile Coaching Change Management Framework.pptx
Agile Coaching Change Management Framework.pptxalinstan901
 
BDSM⚡Call Girls in Sector 99 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 99 Noida Escorts >༒8448380779 Escort ServiceBDSM⚡Call Girls in Sector 99 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 99 Noida Escorts >༒8448380779 Escort ServiceDelhi Call girls
 
Safety T fire missions army field Artillery
Safety T fire missions army field ArtillerySafety T fire missions army field Artillery
Safety T fire missions army field ArtilleryKennethSwanberg
 
How Software Developers Destroy Business Value.pptx
How Software Developers Destroy Business Value.pptxHow Software Developers Destroy Business Value.pptx
How Software Developers Destroy Business Value.pptxAaron Stannard
 
Leaders enhance communication by actively listening, providing constructive f...
Leaders enhance communication by actively listening, providing constructive f...Leaders enhance communication by actively listening, providing constructive f...
Leaders enhance communication by actively listening, providing constructive f...Ram V Chary
 
Dealing with Poor Performance - get the full picture from 3C Performance Mana...
Dealing with Poor Performance - get the full picture from 3C Performance Mana...Dealing with Poor Performance - get the full picture from 3C Performance Mana...
Dealing with Poor Performance - get the full picture from 3C Performance Mana...Hedda Bird
 
Strategic Management, Vision Mission, Internal Analsysis
Strategic Management, Vision Mission, Internal AnalsysisStrategic Management, Vision Mission, Internal Analsysis
Strategic Management, Vision Mission, Internal Analsysistanmayarora45
 
internal analysis on strategic management
internal analysis on strategic managementinternal analysis on strategic management
internal analysis on strategic managementharfimakarim
 
Reviewing and summarization of university ranking system to.pptx
Reviewing and summarization of university ranking system  to.pptxReviewing and summarization of university ranking system  to.pptx
Reviewing and summarization of university ranking system to.pptxAss.Prof. Dr. Mogeeb Mosleh
 
Marketing Management 16th edition by Philip Kotler test bank.docx
Marketing Management 16th edition by Philip Kotler test bank.docxMarketing Management 16th edition by Philip Kotler test bank.docx
Marketing Management 16th edition by Philip Kotler test bank.docxssuserf63bd7
 

Último (15)

Independent Escorts Vikaspuri / 9899900591 High Profile Escort Service in Delhi
Independent Escorts Vikaspuri  / 9899900591 High Profile Escort Service in DelhiIndependent Escorts Vikaspuri  / 9899900591 High Profile Escort Service in Delhi
Independent Escorts Vikaspuri / 9899900591 High Profile Escort Service in Delhi
 
International Ocean Transportation p.pdf
International Ocean Transportation p.pdfInternational Ocean Transportation p.pdf
International Ocean Transportation p.pdf
 
Beyond the Codes_Repositioning towards sustainable development
Beyond the Codes_Repositioning towards sustainable developmentBeyond the Codes_Repositioning towards sustainable development
Beyond the Codes_Repositioning towards sustainable development
 
Agile Coaching Change Management Framework.pptx
Agile Coaching Change Management Framework.pptxAgile Coaching Change Management Framework.pptx
Agile Coaching Change Management Framework.pptx
 
BDSM⚡Call Girls in Sector 99 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 99 Noida Escorts >༒8448380779 Escort ServiceBDSM⚡Call Girls in Sector 99 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 99 Noida Escorts >༒8448380779 Escort Service
 
Intro_University_Ranking_Introduction.pptx
Intro_University_Ranking_Introduction.pptxIntro_University_Ranking_Introduction.pptx
Intro_University_Ranking_Introduction.pptx
 
Safety T fire missions army field Artillery
Safety T fire missions army field ArtillerySafety T fire missions army field Artillery
Safety T fire missions army field Artillery
 
Abortion pills in Jeddah |• +966572737505 ] GET CYTOTEC
Abortion pills in Jeddah |• +966572737505 ] GET CYTOTECAbortion pills in Jeddah |• +966572737505 ] GET CYTOTEC
Abortion pills in Jeddah |• +966572737505 ] GET CYTOTEC
 
How Software Developers Destroy Business Value.pptx
How Software Developers Destroy Business Value.pptxHow Software Developers Destroy Business Value.pptx
How Software Developers Destroy Business Value.pptx
 
Leaders enhance communication by actively listening, providing constructive f...
Leaders enhance communication by actively listening, providing constructive f...Leaders enhance communication by actively listening, providing constructive f...
Leaders enhance communication by actively listening, providing constructive f...
 
Dealing with Poor Performance - get the full picture from 3C Performance Mana...
Dealing with Poor Performance - get the full picture from 3C Performance Mana...Dealing with Poor Performance - get the full picture from 3C Performance Mana...
Dealing with Poor Performance - get the full picture from 3C Performance Mana...
 
Strategic Management, Vision Mission, Internal Analsysis
Strategic Management, Vision Mission, Internal AnalsysisStrategic Management, Vision Mission, Internal Analsysis
Strategic Management, Vision Mission, Internal Analsysis
 
internal analysis on strategic management
internal analysis on strategic managementinternal analysis on strategic management
internal analysis on strategic management
 
Reviewing and summarization of university ranking system to.pptx
Reviewing and summarization of university ranking system  to.pptxReviewing and summarization of university ranking system  to.pptx
Reviewing and summarization of university ranking system to.pptx
 
Marketing Management 16th edition by Philip Kotler test bank.docx
Marketing Management 16th edition by Philip Kotler test bank.docxMarketing Management 16th edition by Philip Kotler test bank.docx
Marketing Management 16th edition by Philip Kotler test bank.docx
 

From one to zero: Going smaller as a growth strategy