SlideShare a Scribd company logo
Introduction to
MLOps
MLOps, short for Machine Learning Operations, is the practice of applying
DevOps principles to the machine learning model lifecycle. It aims to
streamline the process of building, deploying, and monitoring machine
learning models in production.
Challenges in Machine Learning
Deployments
1 Data Drift
Real-world data can change over
time, causing model performance to
degrade. Monitoring data quality is
crucial.
2 Model Explainability
Understanding how a model arrives
at its predictions is important for
compliance and trust.
3 Model Versioning
Keeping track of model versions and configurations is essential for reproducibility and
rollbacks.
The Role of DevOps in ML Lifecycle
Continuous
Integration
Automating the build, test, and
integration of machine learning
pipelines.
Deployment
Automation
Streamlining the deployment of
models to production
environments.
Monitoring and
Observability
Tracking model performance,
data quality, and other key
metrics in production.
Continuous Integration and
Deployment for ML
1
Model Training
Train machine learning models using the latest
data and code.
2
Model Validation
Automatically test the model's performance on
held-out data.
3
Model Deployment
Safely deploy the validated model to a
production environment.
Monitoring and Observability for ML
Models
Data Quality
Monitor data drift and
distribution changes.
Model
Performance
Track key metrics like
accuracy, precision,
and recall.
Model
Explainability
Understand how the
model is making
predictions.
Model Lineage
Maintain a history of
model versions and
configurations.

More Related Content

Similar to Robert Risch -DevOps for Machine Learning.pdf

MLops on Vertex AI Presentation (AI/ML).pptx
MLops on Vertex AI Presentation (AI/ML).pptxMLops on Vertex AI Presentation (AI/ML).pptx
MLops on Vertex AI Presentation (AI/ML).pptx
Knoldus Inc.
 
Maintainability Challenges inML:ASLR
Maintainability Challenges inML:ASLRMaintainability Challenges inML:ASLR
Maintainability Challenges inML:ASLR
SEAA 2022
 
Testing and Deployment - Full Stack Deep Learning
Testing and Deployment - Full Stack Deep LearningTesting and Deployment - Full Stack Deep Learning
Testing and Deployment - Full Stack Deep Learning
Sergey Karayev
 
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
Prasanna Hegde
 
MLOPS By Amazon offered and free download
MLOPS By Amazon offered and free downloadMLOPS By Amazon offered and free download
MLOPS By Amazon offered and free download
pouyan533
 
Unlocking MLOps Potential: Streamlining Machine Learning Lifecycle with Datab...
Unlocking MLOps Potential: Streamlining Machine Learning Lifecycle with Datab...Unlocking MLOps Potential: Streamlining Machine Learning Lifecycle with Datab...
Unlocking MLOps Potential: Streamlining Machine Learning Lifecycle with Datab...
AbishekSubramanian2
 
MLOps Virtual Event: Automating ML at Scale
MLOps Virtual Event: Automating ML at ScaleMLOps Virtual Event: Automating ML at Scale
MLOps Virtual Event: Automating ML at Scale
Databricks
 
Unlock the power of MLOps.pdf
Unlock the power of MLOps.pdfUnlock the power of MLOps.pdf
Unlock the power of MLOps.pdf
StephenAmell4
 
Mohamed Sabri: Operationalize machine learning with Kubeflow
Mohamed Sabri: Operationalize machine learning with KubeflowMohamed Sabri: Operationalize machine learning with Kubeflow
Mohamed Sabri: Operationalize machine learning with Kubeflow
Lviv Startup Club
 
Mohamed Sabri: Operationalize machine learning with Kubeflow
Mohamed Sabri: Operationalize machine learning with KubeflowMohamed Sabri: Operationalize machine learning with Kubeflow
Mohamed Sabri: Operationalize machine learning with Kubeflow
Edunomica
 
Title_ From Concept to Launch_ ML-driven Software Product Development by Our ...
Title_ From Concept to Launch_ ML-driven Software Product Development by Our ...Title_ From Concept to Launch_ ML-driven Software Product Development by Our ...
Title_ From Concept to Launch_ ML-driven Software Product Development by Our ...
Sophia Millerr
 
artificggggggggggggggialintelligence.pdf
artificggggggggggggggialintelligence.pdfartificggggggggggggggialintelligence.pdf
artificggggggggggggggialintelligence.pdf
tt4765690
 
Navigating the Landscape of MLOps(Machine learning operations)
Navigating the Landscape of MLOps(Machine learning operations)Navigating the Landscape of MLOps(Machine learning operations)
Navigating the Landscape of MLOps(Machine learning operations)
Gain Infotech
 
Building a Successful MLOps Strategy (1).pdf
Building a Successful MLOps Strategy (1).pdfBuilding a Successful MLOps Strategy (1).pdf
Building a Successful MLOps Strategy (1).pdf
David Wilson
 
Introduction to ml ops in daily apps
Introduction to ml ops in daily appsIntroduction to ml ops in daily apps
Introduction to ml ops in daily apps
Vincent Tatan
 
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...
Robert Grossman
 
SE18_Lec 03_ RUP
SE18_Lec 03_ RUPSE18_Lec 03_ RUP
SE18_Lec 03_ RUP
Amr E. Mohamed
 
Dmitry Spodarets: Modern MLOps toolchain 2023
Dmitry Spodarets: Modern MLOps toolchain 2023Dmitry Spodarets: Modern MLOps toolchain 2023
Dmitry Spodarets: Modern MLOps toolchain 2023
Lviv Startup Club
 
Managing the Machine Learning Lifecycle with MLflow
Managing the Machine Learning Lifecycle with MLflowManaging the Machine Learning Lifecycle with MLflow
Managing the Machine Learning Lifecycle with MLflow
Databricks
 
Experimentation to Industrialization: Implementing MLOps
Experimentation to Industrialization: Implementing MLOpsExperimentation to Industrialization: Implementing MLOps
Experimentation to Industrialization: Implementing MLOps
Databricks
 

Similar to Robert Risch -DevOps for Machine Learning.pdf (20)

MLops on Vertex AI Presentation (AI/ML).pptx
MLops on Vertex AI Presentation (AI/ML).pptxMLops on Vertex AI Presentation (AI/ML).pptx
MLops on Vertex AI Presentation (AI/ML).pptx
 
Maintainability Challenges inML:ASLR
Maintainability Challenges inML:ASLRMaintainability Challenges inML:ASLR
Maintainability Challenges inML:ASLR
 
Testing and Deployment - Full Stack Deep Learning
Testing and Deployment - Full Stack Deep LearningTesting and Deployment - Full Stack Deep Learning
Testing and Deployment - Full Stack Deep Learning
 
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
Unlocking DataDriven Talent Intelligence Transforming TALENTX with Industry P...
 
MLOPS By Amazon offered and free download
MLOPS By Amazon offered and free downloadMLOPS By Amazon offered and free download
MLOPS By Amazon offered and free download
 
Unlocking MLOps Potential: Streamlining Machine Learning Lifecycle with Datab...
Unlocking MLOps Potential: Streamlining Machine Learning Lifecycle with Datab...Unlocking MLOps Potential: Streamlining Machine Learning Lifecycle with Datab...
Unlocking MLOps Potential: Streamlining Machine Learning Lifecycle with Datab...
 
MLOps Virtual Event: Automating ML at Scale
MLOps Virtual Event: Automating ML at ScaleMLOps Virtual Event: Automating ML at Scale
MLOps Virtual Event: Automating ML at Scale
 
Unlock the power of MLOps.pdf
Unlock the power of MLOps.pdfUnlock the power of MLOps.pdf
Unlock the power of MLOps.pdf
 
Mohamed Sabri: Operationalize machine learning with Kubeflow
Mohamed Sabri: Operationalize machine learning with KubeflowMohamed Sabri: Operationalize machine learning with Kubeflow
Mohamed Sabri: Operationalize machine learning with Kubeflow
 
Mohamed Sabri: Operationalize machine learning with Kubeflow
Mohamed Sabri: Operationalize machine learning with KubeflowMohamed Sabri: Operationalize machine learning with Kubeflow
Mohamed Sabri: Operationalize machine learning with Kubeflow
 
Title_ From Concept to Launch_ ML-driven Software Product Development by Our ...
Title_ From Concept to Launch_ ML-driven Software Product Development by Our ...Title_ From Concept to Launch_ ML-driven Software Product Development by Our ...
Title_ From Concept to Launch_ ML-driven Software Product Development by Our ...
 
artificggggggggggggggialintelligence.pdf
artificggggggggggggggialintelligence.pdfartificggggggggggggggialintelligence.pdf
artificggggggggggggggialintelligence.pdf
 
Navigating the Landscape of MLOps(Machine learning operations)
Navigating the Landscape of MLOps(Machine learning operations)Navigating the Landscape of MLOps(Machine learning operations)
Navigating the Landscape of MLOps(Machine learning operations)
 
Building a Successful MLOps Strategy (1).pdf
Building a Successful MLOps Strategy (1).pdfBuilding a Successful MLOps Strategy (1).pdf
Building a Successful MLOps Strategy (1).pdf
 
Introduction to ml ops in daily apps
Introduction to ml ops in daily appsIntroduction to ml ops in daily apps
Introduction to ml ops in daily apps
 
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...
AnalyticOps: Lessons Learned Moving Machine-Learning Algorithms to Production...
 
SE18_Lec 03_ RUP
SE18_Lec 03_ RUPSE18_Lec 03_ RUP
SE18_Lec 03_ RUP
 
Dmitry Spodarets: Modern MLOps toolchain 2023
Dmitry Spodarets: Modern MLOps toolchain 2023Dmitry Spodarets: Modern MLOps toolchain 2023
Dmitry Spodarets: Modern MLOps toolchain 2023
 
Managing the Machine Learning Lifecycle with MLflow
Managing the Machine Learning Lifecycle with MLflowManaging the Machine Learning Lifecycle with MLflow
Managing the Machine Learning Lifecycle with MLflow
 
Experimentation to Industrialization: Implementing MLOps
Experimentation to Industrialization: Implementing MLOpsExperimentation to Industrialization: Implementing MLOps
Experimentation to Industrialization: Implementing MLOps
 

More from Robert Risch

Robert Risch -Automated Testing in DevOps
Robert Risch -Automated Testing in DevOpsRobert Risch -Automated Testing in DevOps
Robert Risch -Automated Testing in DevOps
Robert Risch
 
Robert Risch - Highlighting Key Principles of Cloud-Native DevOps
Robert Risch - Highlighting Key Principles of Cloud-Native DevOpsRobert Risch - Highlighting Key Principles of Cloud-Native DevOps
Robert Risch - Highlighting Key Principles of Cloud-Native DevOps
Robert Risch
 
Robert Risch - Integrating Serverless and Containers with CICD Pipelines
Robert Risch - Integrating Serverless and Containers with CICD PipelinesRobert Risch - Integrating Serverless and Containers with CICD Pipelines
Robert Risch - Integrating Serverless and Containers with CICD Pipelines
Robert Risch
 
Robert Risch - Integration with CICD Pipelines
Robert Risch - Integration with CICD PipelinesRobert Risch - Integration with CICD Pipelines
Robert Risch - Integration with CICD Pipelines
Robert Risch
 
DevSecOps Integrating Security in to the DevOps Lifecycle
DevSecOps Integrating Security in to the DevOps LifecycleDevSecOps Integrating Security in to the DevOps Lifecycle
DevSecOps Integrating Security in to the DevOps Lifecycle
Robert Risch
 
Robert Risch Geavanceerde strategieen voor DevOps.pptx
Robert Risch Geavanceerde strategieen voor DevOps.pptxRobert Risch Geavanceerde strategieen voor DevOps.pptx
Robert Risch Geavanceerde strategieen voor DevOps.pptx
Robert Risch
 
Robert Risch - Was sind die verschiedenen Phasen bei DevOps
Robert Risch - Was sind die verschiedenen Phasen bei DevOpsRobert Risch - Was sind die verschiedenen Phasen bei DevOps
Robert Risch - Was sind die verschiedenen Phasen bei DevOps
Robert Risch
 
Robert Risch Docker and Microservices A Perfect Match
Robert Risch Docker and Microservices A Perfect MatchRobert Risch Docker and Microservices A Perfect Match
Robert Risch Docker and Microservices A Perfect Match
Robert Risch
 
Robert Risch DevOps and SDLC A Powerful Synergy for Modern Development
Robert Risch DevOps and SDLC A Powerful Synergy for Modern DevelopmentRobert Risch DevOps and SDLC A Powerful Synergy for Modern Development
Robert Risch DevOps and SDLC A Powerful Synergy for Modern Development
Robert Risch
 
Robert Risch - AI ML and Serverless in DevOps
Robert Risch - AI ML and Serverless in DevOpsRobert Risch - AI ML and Serverless in DevOps
Robert Risch - AI ML and Serverless in DevOps
Robert Risch
 
Robert Risch Reis in de wereld van DevOps
Robert Risch Reis in de wereld van DevOpsRobert Risch Reis in de wereld van DevOps
Robert Risch Reis in de wereld van DevOps
Robert Risch
 
Robert Risch Agile Entwicklung
Robert Risch Agile EntwicklungRobert Risch Agile Entwicklung
Robert Risch Agile Entwicklung
Robert Risch
 
Robert Risch Experte fur Cloud Computing
Robert Risch Experte fur Cloud ComputingRobert Risch Experte fur Cloud Computing
Robert Risch Experte fur Cloud Computing
Robert Risch
 
Robert Risch DevOps - The Future of Software Development
Robert Risch DevOps - The Future of Software DevelopmentRobert Risch DevOps - The Future of Software Development
Robert Risch DevOps - The Future of Software Development
Robert Risch
 
Robert Risch Mastering DevOps
Robert Risch Mastering DevOpsRobert Risch Mastering DevOps
Robert Risch Mastering DevOps
Robert Risch
 
Robert Risch vergleicht DevOps Ingenieur mit Software-Ingenieur
Robert Risch vergleicht DevOps Ingenieur mit Software-IngenieurRobert Risch vergleicht DevOps Ingenieur mit Software-Ingenieur
Robert Risch vergleicht DevOps Ingenieur mit Software-Ingenieur
Robert Risch
 
Robert Risch DevOps-SPEZIALIST
Robert Risch DevOps-SPEZIALISTRobert Risch DevOps-SPEZIALIST
Robert Risch DevOps-SPEZIALIST
Robert Risch
 
Treffen Sie Robert Risch Senior DevOps Spezialist
Treffen Sie Robert Risch Senior DevOps SpezialistTreffen Sie Robert Risch Senior DevOps Spezialist
Treffen Sie Robert Risch Senior DevOps Spezialist
Robert Risch
 

More from Robert Risch (18)

Robert Risch -Automated Testing in DevOps
Robert Risch -Automated Testing in DevOpsRobert Risch -Automated Testing in DevOps
Robert Risch -Automated Testing in DevOps
 
Robert Risch - Highlighting Key Principles of Cloud-Native DevOps
Robert Risch - Highlighting Key Principles of Cloud-Native DevOpsRobert Risch - Highlighting Key Principles of Cloud-Native DevOps
Robert Risch - Highlighting Key Principles of Cloud-Native DevOps
 
Robert Risch - Integrating Serverless and Containers with CICD Pipelines
Robert Risch - Integrating Serverless and Containers with CICD PipelinesRobert Risch - Integrating Serverless and Containers with CICD Pipelines
Robert Risch - Integrating Serverless and Containers with CICD Pipelines
 
Robert Risch - Integration with CICD Pipelines
Robert Risch - Integration with CICD PipelinesRobert Risch - Integration with CICD Pipelines
Robert Risch - Integration with CICD Pipelines
 
DevSecOps Integrating Security in to the DevOps Lifecycle
DevSecOps Integrating Security in to the DevOps LifecycleDevSecOps Integrating Security in to the DevOps Lifecycle
DevSecOps Integrating Security in to the DevOps Lifecycle
 
Robert Risch Geavanceerde strategieen voor DevOps.pptx
Robert Risch Geavanceerde strategieen voor DevOps.pptxRobert Risch Geavanceerde strategieen voor DevOps.pptx
Robert Risch Geavanceerde strategieen voor DevOps.pptx
 
Robert Risch - Was sind die verschiedenen Phasen bei DevOps
Robert Risch - Was sind die verschiedenen Phasen bei DevOpsRobert Risch - Was sind die verschiedenen Phasen bei DevOps
Robert Risch - Was sind die verschiedenen Phasen bei DevOps
 
Robert Risch Docker and Microservices A Perfect Match
Robert Risch Docker and Microservices A Perfect MatchRobert Risch Docker and Microservices A Perfect Match
Robert Risch Docker and Microservices A Perfect Match
 
Robert Risch DevOps and SDLC A Powerful Synergy for Modern Development
Robert Risch DevOps and SDLC A Powerful Synergy for Modern DevelopmentRobert Risch DevOps and SDLC A Powerful Synergy for Modern Development
Robert Risch DevOps and SDLC A Powerful Synergy for Modern Development
 
Robert Risch - AI ML and Serverless in DevOps
Robert Risch - AI ML and Serverless in DevOpsRobert Risch - AI ML and Serverless in DevOps
Robert Risch - AI ML and Serverless in DevOps
 
Robert Risch Reis in de wereld van DevOps
Robert Risch Reis in de wereld van DevOpsRobert Risch Reis in de wereld van DevOps
Robert Risch Reis in de wereld van DevOps
 
Robert Risch Agile Entwicklung
Robert Risch Agile EntwicklungRobert Risch Agile Entwicklung
Robert Risch Agile Entwicklung
 
Robert Risch Experte fur Cloud Computing
Robert Risch Experte fur Cloud ComputingRobert Risch Experte fur Cloud Computing
Robert Risch Experte fur Cloud Computing
 
Robert Risch DevOps - The Future of Software Development
Robert Risch DevOps - The Future of Software DevelopmentRobert Risch DevOps - The Future of Software Development
Robert Risch DevOps - The Future of Software Development
 
Robert Risch Mastering DevOps
Robert Risch Mastering DevOpsRobert Risch Mastering DevOps
Robert Risch Mastering DevOps
 
Robert Risch vergleicht DevOps Ingenieur mit Software-Ingenieur
Robert Risch vergleicht DevOps Ingenieur mit Software-IngenieurRobert Risch vergleicht DevOps Ingenieur mit Software-Ingenieur
Robert Risch vergleicht DevOps Ingenieur mit Software-Ingenieur
 
Robert Risch DevOps-SPEZIALIST
Robert Risch DevOps-SPEZIALISTRobert Risch DevOps-SPEZIALIST
Robert Risch DevOps-SPEZIALIST
 
Treffen Sie Robert Risch Senior DevOps Spezialist
Treffen Sie Robert Risch Senior DevOps SpezialistTreffen Sie Robert Risch Senior DevOps Spezialist
Treffen Sie Robert Risch Senior DevOps Spezialist
 

Recently uploaded

A Complete Guide of Dubai Freelance Visa and Permit in 2024
A Complete Guide of Dubai Freelance Visa and Permit in 2024A Complete Guide of Dubai Freelance Visa and Permit in 2024
A Complete Guide of Dubai Freelance Visa and Permit in 2024
Dubiz
 
Data Analytics and AI Strategy Toolkit, Playbook and Templates
Data Analytics and AI Strategy Toolkit, Playbook and TemplatesData Analytics and AI Strategy Toolkit, Playbook and Templates
Data Analytics and AI Strategy Toolkit, Playbook and Templates
Aurelien Domont, MBA
 
Girls Call Kharghar 9910780858 Provide Best And Top Girl Service And No1 in City
Girls Call Kharghar 9910780858 Provide Best And Top Girl Service And No1 in CityGirls Call Kharghar 9910780858 Provide Best And Top Girl Service And No1 in City
Girls Call Kharghar 9910780858 Provide Best And Top Girl Service And No1 in City
maigasapphire
 
Managing Customer & User Experience of Customers
Managing Customer & User Experience of CustomersManaging Customer & User Experience of Customers
Managing Customer & User Experience of Customers
SalmanTahir60
 
New Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
New Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...New Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
New Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
44annissa
 
حبوب %77 الميفيبريستون 200 ملغ في دبي الامارات العين ابوظبي عجمان واتس - 0096...
حبوب %77 الميفيبريستون 200 ملغ في دبي الامارات العين ابوظبي عجمان واتس - 0096...حبوب %77 الميفيبريستون 200 ملغ في دبي الامارات العين ابوظبي عجمان واتس - 0096...
حبوب %77 الميفيبريستون 200 ملغ في دبي الامارات العين ابوظبي عجمان واتس - 0096...
حبوب الاجهاض سايتوتك للبيع في الامارات cytotec واتس 00966583759617
 
Innovation Hub_ Spotlight on Toms River's Role as a Beacon for Entrepreneuria...
Innovation Hub_ Spotlight on Toms River's Role as a Beacon for Entrepreneuria...Innovation Hub_ Spotlight on Toms River's Role as a Beacon for Entrepreneuria...
Innovation Hub_ Spotlight on Toms River's Role as a Beacon for Entrepreneuria...
Philip M Caputo
 
AI at Work​ The demystification of AI and real-world stories on how to apply ...
AI at Work​ The demystification of AI and real-world stories on how to apply ...AI at Work​ The demystification of AI and real-world stories on how to apply ...
AI at Work​ The demystification of AI and real-world stories on how to apply ...
Auxis Consulting & Outsourcing
 
TALENT ACQUISITION AND MANAGEMENT LECTURE 2
TALENT ACQUISITION AND MANAGEMENT LECTURE 2TALENT ACQUISITION AND MANAGEMENT LECTURE 2
TALENT ACQUISITION AND MANAGEMENT LECTURE 2
projectseasy
 
STEPIC Innovations 2026 futurism publications
STEPIC Innovations 2026 futurism publicationsSTEPIC Innovations 2026 futurism publications
STEPIC Innovations 2026 futurism publications
mcynthus
 
AR Akermon Rossenfeld Co. Shares Key Steps to Avoid Debt Traps.pptx
AR Akermon Rossenfeld Co. Shares Key Steps to Avoid Debt Traps.pptxAR Akermon Rossenfeld Co. Shares Key Steps to Avoid Debt Traps.pptx
AR Akermon Rossenfeld Co. Shares Key Steps to Avoid Debt Traps.pptx
Akermon Rossenfeld
 
Connected Small Boat Protection Solution | July 2024
Connected Small Boat Protection Solution | July  2024Connected Small Boat Protection Solution | July  2024
Connected Small Boat Protection Solution | July 2024
Hector Del Castillo, CPM, CPMM
 
Singapore Pharmaceutical Market PPT: Growth, Outlook, Demand, Keyplayer Analy...
Singapore Pharmaceutical Market PPT: Growth, Outlook, Demand, Keyplayer Analy...Singapore Pharmaceutical Market PPT: Growth, Outlook, Demand, Keyplayer Analy...
Singapore Pharmaceutical Market PPT: Growth, Outlook, Demand, Keyplayer Analy...
IMARC Group
 
1234567891011121314151617181920212223242
12345678910111213141516171819202122232421234567891011121314151617181920212223242
1234567891011121314151617181920212223242
fauzanal343
 
Restaurant Chiraz Sindbad Hotel Hammamet
Restaurant Chiraz Sindbad Hotel HammametRestaurant Chiraz Sindbad Hotel Hammamet
Restaurant Chiraz Sindbad Hotel Hammamet
rihabkorbi24
 
Millionaire track government application
Millionaire track government applicationMillionaire track government application
Millionaire track government application
pragyasharma659549
 
TEST BANK For Auditing & Assurance Services A Systematic Approach, 12th Editi...
TEST BANK For Auditing & Assurance Services A Systematic Approach, 12th Editi...TEST BANK For Auditing & Assurance Services A Systematic Approach, 12th Editi...
TEST BANK For Auditing & Assurance Services A Systematic Approach, 12th Editi...
kevinkariuki227
 
foodgasm restaurant and Bar pune road.docx
foodgasm restaurant and Bar pune road.docxfoodgasm restaurant and Bar pune road.docx
foodgasm restaurant and Bar pune road.docx
PraghyaBhandari
 
High Profile Girls Call Bhubaneswar 🎈🔥000XX00000 🔥💋🎈 Provide Best And Top Gir...
High Profile Girls Call Bhubaneswar 🎈🔥000XX00000 🔥💋🎈 Provide Best And Top Gir...High Profile Girls Call Bhubaneswar 🎈🔥000XX00000 🔥💋🎈 Provide Best And Top Gir...
High Profile Girls Call Bhubaneswar 🎈🔥000XX00000 🔥💋🎈 Provide Best And Top Gir...
dimplekumaridk322
 
Zodiac Signs and Fashion: Dressing to Suit Your Astrological Style
Zodiac Signs and Fashion: Dressing to Suit Your Astrological StyleZodiac Signs and Fashion: Dressing to Suit Your Astrological Style
Zodiac Signs and Fashion: Dressing to Suit Your Astrological Style
my Pandit
 

Recently uploaded (20)

A Complete Guide of Dubai Freelance Visa and Permit in 2024
A Complete Guide of Dubai Freelance Visa and Permit in 2024A Complete Guide of Dubai Freelance Visa and Permit in 2024
A Complete Guide of Dubai Freelance Visa and Permit in 2024
 
Data Analytics and AI Strategy Toolkit, Playbook and Templates
Data Analytics and AI Strategy Toolkit, Playbook and TemplatesData Analytics and AI Strategy Toolkit, Playbook and Templates
Data Analytics and AI Strategy Toolkit, Playbook and Templates
 
Girls Call Kharghar 9910780858 Provide Best And Top Girl Service And No1 in City
Girls Call Kharghar 9910780858 Provide Best And Top Girl Service And No1 in CityGirls Call Kharghar 9910780858 Provide Best And Top Girl Service And No1 in City
Girls Call Kharghar 9910780858 Provide Best And Top Girl Service And No1 in City
 
Managing Customer & User Experience of Customers
Managing Customer & User Experience of CustomersManaging Customer & User Experience of Customers
Managing Customer & User Experience of Customers
 
New Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
New Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...New Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
New Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 in...
 
حبوب %77 الميفيبريستون 200 ملغ في دبي الامارات العين ابوظبي عجمان واتس - 0096...
حبوب %77 الميفيبريستون 200 ملغ في دبي الامارات العين ابوظبي عجمان واتس - 0096...حبوب %77 الميفيبريستون 200 ملغ في دبي الامارات العين ابوظبي عجمان واتس - 0096...
حبوب %77 الميفيبريستون 200 ملغ في دبي الامارات العين ابوظبي عجمان واتس - 0096...
 
Innovation Hub_ Spotlight on Toms River's Role as a Beacon for Entrepreneuria...
Innovation Hub_ Spotlight on Toms River's Role as a Beacon for Entrepreneuria...Innovation Hub_ Spotlight on Toms River's Role as a Beacon for Entrepreneuria...
Innovation Hub_ Spotlight on Toms River's Role as a Beacon for Entrepreneuria...
 
AI at Work​ The demystification of AI and real-world stories on how to apply ...
AI at Work​ The demystification of AI and real-world stories on how to apply ...AI at Work​ The demystification of AI and real-world stories on how to apply ...
AI at Work​ The demystification of AI and real-world stories on how to apply ...
 
TALENT ACQUISITION AND MANAGEMENT LECTURE 2
TALENT ACQUISITION AND MANAGEMENT LECTURE 2TALENT ACQUISITION AND MANAGEMENT LECTURE 2
TALENT ACQUISITION AND MANAGEMENT LECTURE 2
 
STEPIC Innovations 2026 futurism publications
STEPIC Innovations 2026 futurism publicationsSTEPIC Innovations 2026 futurism publications
STEPIC Innovations 2026 futurism publications
 
AR Akermon Rossenfeld Co. Shares Key Steps to Avoid Debt Traps.pptx
AR Akermon Rossenfeld Co. Shares Key Steps to Avoid Debt Traps.pptxAR Akermon Rossenfeld Co. Shares Key Steps to Avoid Debt Traps.pptx
AR Akermon Rossenfeld Co. Shares Key Steps to Avoid Debt Traps.pptx
 
Connected Small Boat Protection Solution | July 2024
Connected Small Boat Protection Solution | July  2024Connected Small Boat Protection Solution | July  2024
Connected Small Boat Protection Solution | July 2024
 
Singapore Pharmaceutical Market PPT: Growth, Outlook, Demand, Keyplayer Analy...
Singapore Pharmaceutical Market PPT: Growth, Outlook, Demand, Keyplayer Analy...Singapore Pharmaceutical Market PPT: Growth, Outlook, Demand, Keyplayer Analy...
Singapore Pharmaceutical Market PPT: Growth, Outlook, Demand, Keyplayer Analy...
 
1234567891011121314151617181920212223242
12345678910111213141516171819202122232421234567891011121314151617181920212223242
1234567891011121314151617181920212223242
 
Restaurant Chiraz Sindbad Hotel Hammamet
Restaurant Chiraz Sindbad Hotel HammametRestaurant Chiraz Sindbad Hotel Hammamet
Restaurant Chiraz Sindbad Hotel Hammamet
 
Millionaire track government application
Millionaire track government applicationMillionaire track government application
Millionaire track government application
 
TEST BANK For Auditing & Assurance Services A Systematic Approach, 12th Editi...
TEST BANK For Auditing & Assurance Services A Systematic Approach, 12th Editi...TEST BANK For Auditing & Assurance Services A Systematic Approach, 12th Editi...
TEST BANK For Auditing & Assurance Services A Systematic Approach, 12th Editi...
 
foodgasm restaurant and Bar pune road.docx
foodgasm restaurant and Bar pune road.docxfoodgasm restaurant and Bar pune road.docx
foodgasm restaurant and Bar pune road.docx
 
High Profile Girls Call Bhubaneswar 🎈🔥000XX00000 🔥💋🎈 Provide Best And Top Gir...
High Profile Girls Call Bhubaneswar 🎈🔥000XX00000 🔥💋🎈 Provide Best And Top Gir...High Profile Girls Call Bhubaneswar 🎈🔥000XX00000 🔥💋🎈 Provide Best And Top Gir...
High Profile Girls Call Bhubaneswar 🎈🔥000XX00000 🔥💋🎈 Provide Best And Top Gir...
 
Zodiac Signs and Fashion: Dressing to Suit Your Astrological Style
Zodiac Signs and Fashion: Dressing to Suit Your Astrological StyleZodiac Signs and Fashion: Dressing to Suit Your Astrological Style
Zodiac Signs and Fashion: Dressing to Suit Your Astrological Style
 

Robert Risch -DevOps for Machine Learning.pdf

  • 1. Introduction to MLOps MLOps, short for Machine Learning Operations, is the practice of applying DevOps principles to the machine learning model lifecycle. It aims to streamline the process of building, deploying, and monitoring machine learning models in production.
  • 2. Challenges in Machine Learning Deployments 1 Data Drift Real-world data can change over time, causing model performance to degrade. Monitoring data quality is crucial. 2 Model Explainability Understanding how a model arrives at its predictions is important for compliance and trust. 3 Model Versioning Keeping track of model versions and configurations is essential for reproducibility and rollbacks.
  • 3. The Role of DevOps in ML Lifecycle Continuous Integration Automating the build, test, and integration of machine learning pipelines. Deployment Automation Streamlining the deployment of models to production environments. Monitoring and Observability Tracking model performance, data quality, and other key metrics in production.
  • 4. Continuous Integration and Deployment for ML 1 Model Training Train machine learning models using the latest data and code. 2 Model Validation Automatically test the model's performance on held-out data. 3 Model Deployment Safely deploy the validated model to a production environment.
  • 5. Monitoring and Observability for ML Models Data Quality Monitor data drift and distribution changes. Model Performance Track key metrics like accuracy, precision, and recall. Model Explainability Understand how the model is making predictions. Model Lineage Maintain a history of model versions and configurations.