SlideShare une entreprise Scribd logo
1  sur  29
@nicolefv
@jezhumble
The Secrets of High
Performance:
What the Data Says
Nicole Forsgren, PhD @nicolefv
Jez Humble @jezhumble
© 2018 DevOps Research and Assessment LLC. Licensed CC-BY-SA
@nicolefv
@jezhumble
Tools Won’t Fix Your Broken
DevOps
Nicole Forsgren, PhD @nicolefv
Jez Humble @jezhumble
© 2018 DevOps Research and Assessment LLC. Licensed CC-BY-SA
@nicolefv
@jezhumble
Outline
• What is DevOps?
• Why should I care?
• How does it work?
• How do I improve performance & quality?
• What is DevOps culture?
@nicolefv
@jezhumble
water
@nicolefv
@jezhumble
water
scrum
@nicolefv
@jezhumble
water
scrum
fall
@nicolefv
@jezhumble
Jon Jenkins, “Velocity Culture, The Unmet Challenge in Ops” | http://bit.ly/1vJo1Ya
@nicolefv
@jezhumble
The DevOps Movement
• A cross-functional community of practice dedicated to the study of
building, evolving and operating rapidly changing, secure, resilient
systems at scale.
@nicolefv
@jezhumble
IT performance matters!
“Firms with high-performing IT organizations were twice as likely to
exceed their profitability, market share and productivity goals.”
http://bit.ly/2014-devops-report/ http://bit.ly/2015-devops-report/ http://bit.ly/2016-devops-report/ http://bit.ly/2017-devops-report/
@nicolefv
@jezhumble
...but we care about more than
money
high performers were also twice as likely to exceed objectives in:
• quantity of goods and services
• operating efficiency
• customer satisfaction
• quality of products or services
• achieving organization or mission goals.
@nicolefv
@jezhumble
IT / software delivery performance
• lead time for changes
• release frequency
• time to restore service
• change fail rate
@nicolefv
@jezhumble
@nicolefv
@jezhumble
Continuous Delivery
@nicolefv
@jezhumble
Continuous Delivery
@nicolefv
@jezhumble
Quality
@nicolefv
@jezhumble
Continuous Delivery
@nicolefv
@jezhumble
Lean management SEM
@nicolefv
@jezhumble
All the things!
@nicolefv
@jezhumble
Effective Teams
@nicolefv
@jezhumble
High Trust Culture
How Organizations Process Information
Westrum, “A Typology of Organizational Cultures” | http://bmj.co/1BRGh5q
@nicolefv
@jezhumble
Likert-type scale
@nicolefv
@jezhumble
How to impact & influence culture
“What changed the culture was
giving employees the means by
which they could successfully do
their jobs. It was communicating
clearly to employees what their
jobs were and providing the
training and tools to enable them
to perform those jobs
successfully.”
John Shook
http://sloanreview.mit.edu/article/how-to-change-a-culture-lessons-from-nummi/
@nicolefv
@jezhumble
Dealing with Failure
• In a complex, adaptive system failure is inevitable
• When accidents happen, human error is the starting point of a
blameless post-mortem
• Ask: how can we get people better information?
• Ask: how can we detect and limit failure modes?
@nicolefv
@jezhumble
@nicolefv
@jezhumble
Disaster Recovery Testing
“For DiRT-style events to be successful, an organization first needs to
accept system and process failures as a means of learning… We
design tests that require engineers from several groups who might
not normally work together to interact with each other. That way,
should a real large-scale disaster ever strike, these people will
already have strong working relationships”
Kripa Krishnan, Director, Cloud Operations, Google
Kripa Krishnan | http://queue.acm.org/detail.cfm?id=2371297
@nicolefv
@jezhumble
Conclusions
We CAN have it all, or at least tempo AND stability.
Technology and agility do matter - but it’s not enough
DevOps culture & practices have a measurable impact on IT & org
perf & quality
Culture can be measured and changed
@nicolefv
@jezhumble
OH AND ALSO!
Help us make history! Take the State of DevOps
Survey!
* Cloud and Platform * Continuous testing
* Database * Security
* Monitoring & Observability * Leaders and Culture
* And more!
Open now!
@nicolefv
@jezhumble
WANT MORE HIGH PERFORMANCE GOODNESS?
To receive the following:
• A 93-page excerpt of Accelerate: The Science of DevOps
• This presentation
• DORA’s ROI whitepaper: Forecasting the Value of DevOps Transformations
• Metrics Guidance whitepaper
• Tactics for Leading Change whitepaper
• My ACM Queue article on DevOps Metrics with Mik Kersten: Your Biggest Mistake
Might Be Collecting the Wrong Data
Just grab your phone and send an email:
To: nicolefv@sendyourslides.com
Subject: devops
@nicolefv
@jezhumble
Thank you
@nicolefv
@jezhumble
devops-research.com

Contenu connexe

Tendances

Soaring in the Clouds - Don't be dragged down by ITIL bloat!
Soaring in the Clouds - Don't be dragged down by ITIL bloat! Soaring in the Clouds - Don't be dragged down by ITIL bloat!
Soaring in the Clouds - Don't be dragged down by ITIL bloat! Navvia
 
Successful writing at work copyright 2017 cengage learn
Successful writing at work copyright 2017 cengage learnSuccessful writing at work copyright 2017 cengage learn
Successful writing at work copyright 2017 cengage learnssusere73ce3
 
DOES 2016 Sciencing the Crap Out of DevOps
DOES 2016 Sciencing the Crap Out of DevOpsDOES 2016 Sciencing the Crap Out of DevOps
DOES 2016 Sciencing the Crap Out of DevOpsNicole Forsgren
 
Are We There Yet? Signposts On Your Journey to Awesome
Are We There Yet? Signposts On Your Journey to AwesomeAre We There Yet? Signposts On Your Journey to Awesome
Are We There Yet? Signposts On Your Journey to AwesomeNicole Forsgren
 
How Metrics Make Your DevOps Awesome
How Metrics Make Your DevOps AwesomeHow Metrics Make Your DevOps Awesome
How Metrics Make Your DevOps AwesomeNicole Forsgren
 
Sciencing the Crap Out of DevOps
Sciencing the Crap Out of DevOpsSciencing the Crap Out of DevOps
Sciencing the Crap Out of DevOpsNicole Forsgren
 
2016 velocity santa clara state of dev ops report deck final
2016 velocity santa clara state of dev ops report deck final2016 velocity santa clara state of dev ops report deck final
2016 velocity santa clara state of dev ops report deck finalNicole Forsgren
 
Continuous Delivery + DevOps = Awesome
Continuous Delivery + DevOps = AwesomeContinuous Delivery + DevOps = Awesome
Continuous Delivery + DevOps = AwesomeNicole Forsgren
 
The Data on DevOps: Making the Case for Awesome
The Data on DevOps: Making the Case for AwesomeThe Data on DevOps: Making the Case for Awesome
The Data on DevOps: Making the Case for AwesomeNicole Forsgren
 
DevOps: A Value Proposition
DevOps: A Value PropositionDevOps: A Value Proposition
DevOps: A Value PropositionNicole Forsgren
 
Top Lessons Learned From The DevOps Handbook
Top Lessons Learned From The DevOps HandbookTop Lessons Learned From The DevOps Handbook
Top Lessons Learned From The DevOps HandbookXebiaLabs
 
The Rationale for Continuous Delivery (The culture and practice of good softw...
The Rationale for Continuous Delivery (The culture and practice of good softw...The Rationale for Continuous Delivery (The culture and practice of good softw...
The Rationale for Continuous Delivery (The culture and practice of good softw...C4Media
 
How DevOps is Transforming IT, and What it Can Do for Academia
How DevOps is Transforming IT, and What it Can Do for AcademiaHow DevOps is Transforming IT, and What it Can Do for Academia
How DevOps is Transforming IT, and What it Can Do for AcademiaNicole Forsgren
 
DevOps: What's Buried in the Fine Print
DevOps: What's Buried in the Fine PrintDevOps: What's Buried in the Fine Print
DevOps: What's Buried in the Fine PrintJeffery Smith
 
Nf final chef-lisa-metrics-2015-ss
Nf final chef-lisa-metrics-2015-ssNf final chef-lisa-metrics-2015-ss
Nf final chef-lisa-metrics-2015-ssNicole Forsgren
 
DevOps: The Key to IT Performance
DevOps: The Key to IT PerformanceDevOps: The Key to IT Performance
DevOps: The Key to IT PerformanceNicole Forsgren
 
DevOps State of the Union 2015
DevOps State of the Union 2015DevOps State of the Union 2015
DevOps State of the Union 2015Ernest Mueller
 
Starting and Scaling DevOps In the Enterprise
Starting and Scaling DevOps In the EnterpriseStarting and Scaling DevOps In the Enterprise
Starting and Scaling DevOps In the EnterpriseSonatype
 

Tendances (20)

Soaring in the Clouds - Don't be dragged down by ITIL bloat!
Soaring in the Clouds - Don't be dragged down by ITIL bloat! Soaring in the Clouds - Don't be dragged down by ITIL bloat!
Soaring in the Clouds - Don't be dragged down by ITIL bloat!
 
Successful writing at work copyright 2017 cengage learn
Successful writing at work copyright 2017 cengage learnSuccessful writing at work copyright 2017 cengage learn
Successful writing at work copyright 2017 cengage learn
 
DOES 2016 Sciencing the Crap Out of DevOps
DOES 2016 Sciencing the Crap Out of DevOpsDOES 2016 Sciencing the Crap Out of DevOps
DOES 2016 Sciencing the Crap Out of DevOps
 
Are We There Yet? Signposts On Your Journey to Awesome
Are We There Yet? Signposts On Your Journey to AwesomeAre We There Yet? Signposts On Your Journey to Awesome
Are We There Yet? Signposts On Your Journey to Awesome
 
How Metrics Make Your DevOps Awesome
How Metrics Make Your DevOps AwesomeHow Metrics Make Your DevOps Awesome
How Metrics Make Your DevOps Awesome
 
2016 State of DevOps
2016 State of DevOps2016 State of DevOps
2016 State of DevOps
 
Sciencing the Crap Out of DevOps
Sciencing the Crap Out of DevOpsSciencing the Crap Out of DevOps
Sciencing the Crap Out of DevOps
 
Why Even DevOp?
Why Even DevOp?Why Even DevOp?
Why Even DevOp?
 
2016 velocity santa clara state of dev ops report deck final
2016 velocity santa clara state of dev ops report deck final2016 velocity santa clara state of dev ops report deck final
2016 velocity santa clara state of dev ops report deck final
 
Continuous Delivery + DevOps = Awesome
Continuous Delivery + DevOps = AwesomeContinuous Delivery + DevOps = Awesome
Continuous Delivery + DevOps = Awesome
 
The Data on DevOps: Making the Case for Awesome
The Data on DevOps: Making the Case for AwesomeThe Data on DevOps: Making the Case for Awesome
The Data on DevOps: Making the Case for Awesome
 
DevOps: A Value Proposition
DevOps: A Value PropositionDevOps: A Value Proposition
DevOps: A Value Proposition
 
Top Lessons Learned From The DevOps Handbook
Top Lessons Learned From The DevOps HandbookTop Lessons Learned From The DevOps Handbook
Top Lessons Learned From The DevOps Handbook
 
The Rationale for Continuous Delivery (The culture and practice of good softw...
The Rationale for Continuous Delivery (The culture and practice of good softw...The Rationale for Continuous Delivery (The culture and practice of good softw...
The Rationale for Continuous Delivery (The culture and practice of good softw...
 
How DevOps is Transforming IT, and What it Can Do for Academia
How DevOps is Transforming IT, and What it Can Do for AcademiaHow DevOps is Transforming IT, and What it Can Do for Academia
How DevOps is Transforming IT, and What it Can Do for Academia
 
DevOps: What's Buried in the Fine Print
DevOps: What's Buried in the Fine PrintDevOps: What's Buried in the Fine Print
DevOps: What's Buried in the Fine Print
 
Nf final chef-lisa-metrics-2015-ss
Nf final chef-lisa-metrics-2015-ssNf final chef-lisa-metrics-2015-ss
Nf final chef-lisa-metrics-2015-ss
 
DevOps: The Key to IT Performance
DevOps: The Key to IT PerformanceDevOps: The Key to IT Performance
DevOps: The Key to IT Performance
 
DevOps State of the Union 2015
DevOps State of the Union 2015DevOps State of the Union 2015
DevOps State of the Union 2015
 
Starting and Scaling DevOps In the Enterprise
Starting and Scaling DevOps In the EnterpriseStarting and Scaling DevOps In the Enterprise
Starting and Scaling DevOps In the Enterprise
 

Similaire à Tools Won't Fix Your Broken DevOps

The caseforawesome
The caseforawesomeThe caseforawesome
The caseforawesomeChef
 
Continuous Delivery: Making DevOps Awesome
Continuous Delivery: Making DevOps AwesomeContinuous Delivery: Making DevOps Awesome
Continuous Delivery: Making DevOps AwesomeNicole Forsgren
 
Tools, Culture, and Aesthetics: The Art of DevOps
Tools, Culture, and Aesthetics: The Art of DevOpsTools, Culture, and Aesthetics: The Art of DevOps
Tools, Culture, and Aesthetics: The Art of DevOpsJ. Paul Reed
 
The Latest in DevOps: Elite Performance, Productivity, and Scaling - Google
The Latest in DevOps: Elite Performance, Productivity, and Scaling - GoogleThe Latest in DevOps: Elite Performance, Productivity, and Scaling - Google
The Latest in DevOps: Elite Performance, Productivity, and Scaling - GoogleMarilyne Huret
 
Leading A DevOps Transformation: Lessons Learned
Leading A DevOps Transformation: Lessons LearnedLeading A DevOps Transformation: Lessons Learned
Leading A DevOps Transformation: Lessons LearnedGene Kim
 
Explain DevOps To Me Like I’m Five: DevOps for Managers
Explain DevOps To Me Like I’m Five: DevOps for ManagersExplain DevOps To Me Like I’m Five: DevOps for Managers
Explain DevOps To Me Like I’m Five: DevOps for ManagersGene Gotimer
 
2013 Velocity DevOps Metrics -- It's Not Just For WebOps Any More!
2013 Velocity DevOps Metrics -- It's Not Just For WebOps Any More!2013 Velocity DevOps Metrics -- It's Not Just For WebOps Any More!
2013 Velocity DevOps Metrics -- It's Not Just For WebOps Any More!Gene Kim
 
Devops & Agility - Build the Culture, Get the Tools, Win the Day - Dundee Tec...
Devops & Agility - Build the Culture, Get the Tools, Win the Day - Dundee Tec...Devops & Agility - Build the Culture, Get the Tools, Win the Day - Dundee Tec...
Devops & Agility - Build the Culture, Get the Tools, Win the Day - Dundee Tec...David Walker
 
DevOps Roadtrip - Denver
DevOps Roadtrip - DenverDevOps Roadtrip - Denver
DevOps Roadtrip - DenverVictorOps
 
Building and Scaling High Performing Technology Organizations by Jez Humble a...
Building and Scaling High Performing Technology Organizations by Jez Humble a...Building and Scaling High Performing Technology Organizations by Jez Humble a...
Building and Scaling High Performing Technology Organizations by Jez Humble a...Agile India
 
Agile Practice in a DevOps World
Agile Practice in a DevOps WorldAgile Practice in a DevOps World
Agile Practice in a DevOps WorldMagnus Hedemark
 
Reanimating DevOps to Build Things that Work
Reanimating DevOps to Build Things that WorkReanimating DevOps to Build Things that Work
Reanimating DevOps to Build Things that WorkDevOpsDays Baltimore
 
ADDO19 - Automate or not from the beginning that is the question
ADDO19 - Automate or not from the beginning that is the questionADDO19 - Automate or not from the beginning that is the question
ADDO19 - Automate or not from the beginning that is the questionEnrique Carbonell
 
Move Fast in the Age of Uncertainty
Move Fast in the Age of UncertaintyMove Fast in the Age of Uncertainty
Move Fast in the Age of UncertaintyOptimizely
 
The Secrets of High Performance: Science Edition - Nicole Forsgren - Codemoti...
The Secrets of High Performance: Science Edition - Nicole Forsgren - Codemoti...The Secrets of High Performance: Science Edition - Nicole Forsgren - Codemoti...
The Secrets of High Performance: Science Edition - Nicole Forsgren - Codemoti...Codemotion
 
The History of DevOps (and what you need to do about it)
The History of DevOps (and what you need to do about it)The History of DevOps (and what you need to do about it)
The History of DevOps (and what you need to do about it)dev2ops
 
DevOps Beyond the Buzzwords: What it Means to Embrace the DevOps Lifestyle
DevOps Beyond the Buzzwords: What it Means to Embrace the DevOps LifestyleDevOps Beyond the Buzzwords: What it Means to Embrace the DevOps Lifestyle
DevOps Beyond the Buzzwords: What it Means to Embrace the DevOps LifestyleMark Heckler
 
Java DevOps at Enterprise Scale
Java DevOps at Enterprise ScaleJava DevOps at Enterprise Scale
Java DevOps at Enterprise ScaleRyan McGuinness
 

Similaire à Tools Won't Fix Your Broken DevOps (20)

The caseforawesome
The caseforawesomeThe caseforawesome
The caseforawesome
 
Continuous Delivery: Making DevOps Awesome
Continuous Delivery: Making DevOps AwesomeContinuous Delivery: Making DevOps Awesome
Continuous Delivery: Making DevOps Awesome
 
Tools, Culture, and Aesthetics: The Art of DevOps
Tools, Culture, and Aesthetics: The Art of DevOpsTools, Culture, and Aesthetics: The Art of DevOps
Tools, Culture, and Aesthetics: The Art of DevOps
 
The Latest in DevOps: Elite Performance, Productivity, and Scaling - Google
The Latest in DevOps: Elite Performance, Productivity, and Scaling - GoogleThe Latest in DevOps: Elite Performance, Productivity, and Scaling - Google
The Latest in DevOps: Elite Performance, Productivity, and Scaling - Google
 
Leading A DevOps Transformation: Lessons Learned
Leading A DevOps Transformation: Lessons LearnedLeading A DevOps Transformation: Lessons Learned
Leading A DevOps Transformation: Lessons Learned
 
Explain DevOps To Me Like I’m Five: DevOps for Managers
Explain DevOps To Me Like I’m Five: DevOps for ManagersExplain DevOps To Me Like I’m Five: DevOps for Managers
Explain DevOps To Me Like I’m Five: DevOps for Managers
 
2013 Velocity DevOps Metrics -- It's Not Just For WebOps Any More!
2013 Velocity DevOps Metrics -- It's Not Just For WebOps Any More!2013 Velocity DevOps Metrics -- It's Not Just For WebOps Any More!
2013 Velocity DevOps Metrics -- It's Not Just For WebOps Any More!
 
The New Agile
The New AgileThe New Agile
The New Agile
 
Devops & Agility - Build the Culture, Get the Tools, Win the Day - Dundee Tec...
Devops & Agility - Build the Culture, Get the Tools, Win the Day - Dundee Tec...Devops & Agility - Build the Culture, Get the Tools, Win the Day - Dundee Tec...
Devops & Agility - Build the Culture, Get the Tools, Win the Day - Dundee Tec...
 
DevOps Roadtrip - Denver
DevOps Roadtrip - DenverDevOps Roadtrip - Denver
DevOps Roadtrip - Denver
 
Building and Scaling High Performing Technology Organizations by Jez Humble a...
Building and Scaling High Performing Technology Organizations by Jez Humble a...Building and Scaling High Performing Technology Organizations by Jez Humble a...
Building and Scaling High Performing Technology Organizations by Jez Humble a...
 
Agile Practice in a DevOps World
Agile Practice in a DevOps WorldAgile Practice in a DevOps World
Agile Practice in a DevOps World
 
Reanimating DevOps to Build Things that Work
Reanimating DevOps to Build Things that WorkReanimating DevOps to Build Things that Work
Reanimating DevOps to Build Things that Work
 
ADDO19 - Automate or not from the beginning that is the question
ADDO19 - Automate or not from the beginning that is the questionADDO19 - Automate or not from the beginning that is the question
ADDO19 - Automate or not from the beginning that is the question
 
Move Fast in the Age of Uncertainty
Move Fast in the Age of UncertaintyMove Fast in the Age of Uncertainty
Move Fast in the Age of Uncertainty
 
What is devops
What is devopsWhat is devops
What is devops
 
The Secrets of High Performance: Science Edition - Nicole Forsgren - Codemoti...
The Secrets of High Performance: Science Edition - Nicole Forsgren - Codemoti...The Secrets of High Performance: Science Edition - Nicole Forsgren - Codemoti...
The Secrets of High Performance: Science Edition - Nicole Forsgren - Codemoti...
 
The History of DevOps (and what you need to do about it)
The History of DevOps (and what you need to do about it)The History of DevOps (and what you need to do about it)
The History of DevOps (and what you need to do about it)
 
DevOps Beyond the Buzzwords: What it Means to Embrace the DevOps Lifestyle
DevOps Beyond the Buzzwords: What it Means to Embrace the DevOps LifestyleDevOps Beyond the Buzzwords: What it Means to Embrace the DevOps Lifestyle
DevOps Beyond the Buzzwords: What it Means to Embrace the DevOps Lifestyle
 
Java DevOps at Enterprise Scale
Java DevOps at Enterprise ScaleJava DevOps at Enterprise Scale
Java DevOps at Enterprise Scale
 

Plus de Nicole Forsgren

What we learned from three years sciencing the crap out of devops
What we learned from three years sciencing the crap out of devopsWhat we learned from three years sciencing the crap out of devops
What we learned from three years sciencing the crap out of devopsNicole Forsgren
 
DevOps: Next (ChefConf 2015 keynote)
DevOps: Next (ChefConf 2015 keynote)DevOps: Next (ChefConf 2015 keynote)
DevOps: Next (ChefConf 2015 keynote)Nicole Forsgren
 
Winning the Budget Game: How to Get the Money You Need for IT Every Time
Winning the Budget Game: How to Get the Money You Need for IT Every TimeWinning the Budget Game: How to Get the Money You Need for IT Every Time
Winning the Budget Game: How to Get the Money You Need for IT Every TimeNicole Forsgren
 
How Continuous Delivery and Lean Management Make your DevOps Amazeballs
How Continuous Delivery and Lean Management Make your DevOps AmazeballsHow Continuous Delivery and Lean Management Make your DevOps Amazeballs
How Continuous Delivery and Lean Management Make your DevOps AmazeballsNicole Forsgren
 
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...Using Learning Analytics to Illuminate Student Learning Pathways in an Online...
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...Nicole Forsgren
 
DevOps and the Bottom Line
DevOps and the Bottom LineDevOps and the Bottom Line
DevOps and the Bottom LineNicole Forsgren
 

Plus de Nicole Forsgren (9)

DevEx Essentials
DevEx EssentialsDevEx Essentials
DevEx Essentials
 
2016 metrics-as-culture
2016 metrics-as-culture2016 metrics-as-culture
2016 metrics-as-culture
 
What we learned from three years sciencing the crap out of devops
What we learned from three years sciencing the crap out of devopsWhat we learned from three years sciencing the crap out of devops
What we learned from three years sciencing the crap out of devops
 
DevOps: Next (ChefConf 2015 keynote)
DevOps: Next (ChefConf 2015 keynote)DevOps: Next (ChefConf 2015 keynote)
DevOps: Next (ChefConf 2015 keynote)
 
Winning the Budget Game: How to Get the Money You Need for IT Every Time
Winning the Budget Game: How to Get the Money You Need for IT Every TimeWinning the Budget Game: How to Get the Money You Need for IT Every Time
Winning the Budget Game: How to Get the Money You Need for IT Every Time
 
How Continuous Delivery and Lean Management Make your DevOps Amazeballs
How Continuous Delivery and Lean Management Make your DevOps AmazeballsHow Continuous Delivery and Lean Management Make your DevOps Amazeballs
How Continuous Delivery and Lean Management Make your DevOps Amazeballs
 
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...Using Learning Analytics to Illuminate Student Learning Pathways in an Online...
Using Learning Analytics to Illuminate Student Learning Pathways in an Online...
 
How to Speak "Manager"
How to Speak "Manager"How to Speak "Manager"
How to Speak "Manager"
 
DevOps and the Bottom Line
DevOps and the Bottom LineDevOps and the Bottom Line
DevOps and the Bottom Line
 

Dernier

Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DaySri Ambati
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxhariprasad279825
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostZilliz
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 

Dernier (20)

Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptx
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 

Tools Won't Fix Your Broken DevOps

Notes de l'éditeur

  1. First, we need good data
  2. First, we need good data
  3. First, we need good data
  4. First, we need good data
  5. First, we need good data
  6. Here are some tools you can grab onto