SlideShare ist ein Scribd-Unternehmen logo
…and why is it (often) not a single class
What’s the “unit” in unit testing
Dennis Doomen
About Me
Hands-on architect in the .NET space with 25 years of experience on
an everlasting quest for knowledge to build the right software the right
way at the right time
Why is this important?
Because we like…
…code that can be changed by any
developer in the team without fear and
with confidence
Test Driven
Development in
reality
Design class
responsibilities
Write first test
Generate stubs
Fail for the right
reason
Implement
real deal
Ensure test
succeeds
Identify
alternative
scenarios
Repeat twice
Refactor
Pros and cons of
different levels of
testing
Exploratory
Testing
Browser
Testing
HTTP/API Tests
Component/Integration Tests
“Unit” Tests
Scope,
Execution
Time
and
flakiness
Simplicity
&
Ease
of
debugging
Some examples
Smells & heuristics to find the right scope
Designed for
reusability? Then
tested separately
Is it an
implementation
detail? Then don’t
test it directly
Is the test really
testing the real
surface area?
Does refactoring
require rewriting the
tests?
Things in
adjacent folders
usually mean
they are separate
Returning mocks
from mocks is often
a sign of a scope
issue
Tips to improve testability
Replace ugly
dependencies with
DIP
It’s fine to include
the database in tests
It’s fine to test
smaller when it adds
value
Don't bother
arguing about “unit”
vs “integration”
Organize code by
functional
boundaries
Apply DRY within
those boundaries
Mock the
dependencies
outside of the
scope
A less trivial example
Command Handlers
Commands
Domain Model
Event Store
Events
App
Read Data
RavenDB
Projectors
Events
HTTP API
Projections
Events
Test Fixture
In-Memory
Event Store
Read
Data
RavenDB
Projectors
Events
HTTP API
Projections
Unit Test
HTTP request
Test Data
Sources: https://tinyurl.com/4sukm55n
Ask a great questions
…and win a Jetbrains 1-year license
…ask at fluentassertions.slack.com
…ping me at @ddoomen
…email me at dennis.doomen@avivasolutions.nl

Weitere ähnliche Inhalte

Ähnlich wie What is the right unit in unit testing (UpdateConf 2022)

Testing practicies not only in scala
Testing practicies not only in scalaTesting practicies not only in scala
Testing practicies not only in scala
Paweł Panasewicz
 
TDD in PHP - Memphis PHP 2011-08-25
TDD in PHP - Memphis PHP 2011-08-25TDD in PHP - Memphis PHP 2011-08-25
TDD in PHP - Memphis PHP 2011-08-25
Jeremy Kendall
 
50 things software teams should not do.pptx
50 things software teams should not do.pptx50 things software teams should not do.pptx
50 things software teams should not do.pptx
Dennis Doomen
 
Pair Programming
Pair ProgrammingPair Programming
Pair Programming
Siriwat Jithunsa
 
Tdd
TddTdd
extreme Programming
extreme Programmingextreme Programming
extreme Programming
Bilal Shah
 
Refactoring for Software Design Smells - 1 day Workshop
Refactoring for Software Design Smells - 1 day Workshop Refactoring for Software Design Smells - 1 day Workshop
Refactoring for Software Design Smells - 1 day Workshop
Ganesh Samarthyam
 
A Case Of Artful Exploration
A Case Of Artful ExplorationA Case Of Artful Exploration
A Case Of Artful Exploration
Juan Gabardini
 
Up to speed in domain driven design
Up to speed in domain driven designUp to speed in domain driven design
Up to speed in domain driven design
Rick van der Arend
 
Test-Driven Developments are Inefficient; Behavior-Driven Developments are a ...
Test-Driven Developments are Inefficient; Behavior-Driven Developments are a ...Test-Driven Developments are Inefficient; Behavior-Driven Developments are a ...
Test-Driven Developments are Inefficient; Behavior-Driven Developments are a ...
Abdelkrim Boujraf
 
Automated+Testing+Vs+Manual+Testing
Automated+Testing+Vs+Manual+TestingAutomated+Testing+Vs+Manual+Testing
Automated+Testing+Vs+Manual+Testing
gueste1e4db
 
Automated Testing vs Manual Testing
Automated Testing vs Manual TestingAutomated Testing vs Manual Testing
Automated Testing vs Manual Testing
Directi Group
 
Automated Testing vs Manual Testing
Automated Testing vs Manual TestingAutomated Testing vs Manual Testing
Automated Testing vs Manual Testing
didev
 
Improve your TDD skills
Improve your TDD skillsImprove your TDD skills
Improve your TDD skills
XPeppers
 
xTreme Programming by Sejo Ćesić and Enis Zeherović
xTreme Programming by Sejo Ćesić and Enis ZeherovićxTreme Programming by Sejo Ćesić and Enis Zeherović
xTreme Programming by Sejo Ćesić and Enis Zeherović
Bosnia Agile
 
Agile xp crash_course_2010_05_21
Agile xp crash_course_2010_05_21Agile xp crash_course_2010_05_21
Agile xp crash_course_2010_05_21
Balint Erdi
 
Bridging the communication gap
Bridging the communication gapBridging the communication gap
Bridging the communication gap
Guillagui San
 
Agile principles and practices
Agile principles and practicesAgile principles and practices
Agile principles and practices
Vipin Jose
 
Test-Driven Design - ¿Porqué?
Test-Driven Design - ¿Porqué?Test-Driven Design - ¿Porqué?
Test-Driven Design - ¿Porqué?
David Alfaro
 
Introduction to Extreme Programming
Introduction to Extreme ProgrammingIntroduction to Extreme Programming
Introduction to Extreme Programming
Naresh Jain
 

Ähnlich wie What is the right unit in unit testing (UpdateConf 2022) (20)

Testing practicies not only in scala
Testing practicies not only in scalaTesting practicies not only in scala
Testing practicies not only in scala
 
TDD in PHP - Memphis PHP 2011-08-25
TDD in PHP - Memphis PHP 2011-08-25TDD in PHP - Memphis PHP 2011-08-25
TDD in PHP - Memphis PHP 2011-08-25
 
50 things software teams should not do.pptx
50 things software teams should not do.pptx50 things software teams should not do.pptx
50 things software teams should not do.pptx
 
Pair Programming
Pair ProgrammingPair Programming
Pair Programming
 
Tdd
TddTdd
Tdd
 
extreme Programming
extreme Programmingextreme Programming
extreme Programming
 
Refactoring for Software Design Smells - 1 day Workshop
Refactoring for Software Design Smells - 1 day Workshop Refactoring for Software Design Smells - 1 day Workshop
Refactoring for Software Design Smells - 1 day Workshop
 
A Case Of Artful Exploration
A Case Of Artful ExplorationA Case Of Artful Exploration
A Case Of Artful Exploration
 
Up to speed in domain driven design
Up to speed in domain driven designUp to speed in domain driven design
Up to speed in domain driven design
 
Test-Driven Developments are Inefficient; Behavior-Driven Developments are a ...
Test-Driven Developments are Inefficient; Behavior-Driven Developments are a ...Test-Driven Developments are Inefficient; Behavior-Driven Developments are a ...
Test-Driven Developments are Inefficient; Behavior-Driven Developments are a ...
 
Automated+Testing+Vs+Manual+Testing
Automated+Testing+Vs+Manual+TestingAutomated+Testing+Vs+Manual+Testing
Automated+Testing+Vs+Manual+Testing
 
Automated Testing vs Manual Testing
Automated Testing vs Manual TestingAutomated Testing vs Manual Testing
Automated Testing vs Manual Testing
 
Automated Testing vs Manual Testing
Automated Testing vs Manual TestingAutomated Testing vs Manual Testing
Automated Testing vs Manual Testing
 
Improve your TDD skills
Improve your TDD skillsImprove your TDD skills
Improve your TDD skills
 
xTreme Programming by Sejo Ćesić and Enis Zeherović
xTreme Programming by Sejo Ćesić and Enis ZeherovićxTreme Programming by Sejo Ćesić and Enis Zeherović
xTreme Programming by Sejo Ćesić and Enis Zeherović
 
Agile xp crash_course_2010_05_21
Agile xp crash_course_2010_05_21Agile xp crash_course_2010_05_21
Agile xp crash_course_2010_05_21
 
Bridging the communication gap
Bridging the communication gapBridging the communication gap
Bridging the communication gap
 
Agile principles and practices
Agile principles and practicesAgile principles and practices
Agile principles and practices
 
Test-Driven Design - ¿Porqué?
Test-Driven Design - ¿Porqué?Test-Driven Design - ¿Porqué?
Test-Driven Design - ¿Porqué?
 
Introduction to Extreme Programming
Introduction to Extreme ProgrammingIntroduction to Extreme Programming
Introduction to Extreme Programming
 

Mehr von Dennis Doomen

Getting a grip on your code dependencies (2023-10)
Getting a grip on your code dependencies (2023-10)Getting a grip on your code dependencies (2023-10)
Getting a grip on your code dependencies (2023-10)
Dennis Doomen
 
Tools and practices to help you deal with legacy code
Tools and practices to help you deal with legacy codeTools and practices to help you deal with legacy code
Tools and practices to help you deal with legacy code
Dennis Doomen
 
What you can learn from an open-source project with 250 million downloads
What you can learn from an open-source project with 250 million downloadsWhat you can learn from an open-source project with 250 million downloads
What you can learn from an open-source project with 250 million downloads
Dennis Doomen
 
Getting a grip on your code dependencies
Getting a grip on your code dependenciesGetting a grip on your code dependencies
Getting a grip on your code dependencies
Dennis Doomen
 
My Laws of Test Driven Development (2023)
My Laws of Test Driven Development (2023)My Laws of Test Driven Development (2023)
My Laws of Test Driven Development (2023)
Dennis Doomen
 
Design patterns for Event Sourcing in .NET
Design patterns for Event Sourcing in .NETDesign patterns for Event Sourcing in .NET
Design patterns for Event Sourcing in .NET
Dennis Doomen
 
Automate Infrastructure with Pulumi and C#
Automate Infrastructure with Pulumi and C#Automate Infrastructure with Pulumi and C#
Automate Infrastructure with Pulumi and C#
Dennis Doomen
 
Slow Event Sourcing (re)projections - Just make them faster!
Slow Event Sourcing (re)projections - Just make them faster!Slow Event Sourcing (re)projections - Just make them faster!
Slow Event Sourcing (re)projections - Just make them faster!
Dennis Doomen
 
A lab around the principles and practices for writing maintainable code
A lab around the principles and practices for writing maintainable codeA lab around the principles and practices for writing maintainable code
A lab around the principles and practices for writing maintainable code
Dennis Doomen
 
How to Practice TDD Without Shooting Yourself in the Foot
How to Practice TDD Without Shooting Yourself in the FootHow to Practice TDD Without Shooting Yourself in the Foot
How to Practice TDD Without Shooting Yourself in the Foot
Dennis Doomen
 
Decomposing the Monolith using modern-day .NET and a touch of microservices
Decomposing the Monolith using modern-day .NET and a touch of microservicesDecomposing the Monolith using modern-day .NET and a touch of microservices
Decomposing the Monolith using modern-day .NET and a touch of microservices
Dennis Doomen
 
Event Sourcing from the Trenches (DDD Europe 2020)
Event Sourcing from the Trenches (DDD Europe 2020)Event Sourcing from the Trenches (DDD Europe 2020)
Event Sourcing from the Trenches (DDD Europe 2020)
Dennis Doomen
 
Practical introduction to DDD, CQRS and Event Sourcing
Practical introduction to DDD, CQRS and Event SourcingPractical introduction to DDD, CQRS and Event Sourcing
Practical introduction to DDD, CQRS and Event Sourcing
Dennis Doomen
 
How to practice TDD without shooting yourself in the foot
How to practice TDD without shooting yourself in the footHow to practice TDD without shooting yourself in the foot
How to practice TDD without shooting yourself in the foot
Dennis Doomen
 
Decomposing the Monolith (Riga Dev Days 2019)
Decomposing the Monolith (Riga Dev Days 2019)Decomposing the Monolith (Riga Dev Days 2019)
Decomposing the Monolith (Riga Dev Days 2019)
Dennis Doomen
 
A lab around the principles and practices for writing maintainable code (2019)
A lab around the principles and practices for writing maintainable code (2019)A lab around the principles and practices for writing maintainable code (2019)
A lab around the principles and practices for writing maintainable code (2019)
Dennis Doomen
 
Lessons learned from two decades of professional software development
Lessons learned from two decades of professional software developmentLessons learned from two decades of professional software development
Lessons learned from two decades of professional software development
Dennis Doomen
 
The Good, The Bad and The Ugly of Event Sourcing
The Good, The Bad and The Ugly of Event Sourcing The Good, The Bad and The Ugly of Event Sourcing
The Good, The Bad and The Ugly of Event Sourcing
Dennis Doomen
 
Event Sourcing from the Trenches (with examples from .NET)
Event Sourcing from the Trenches (with examples from .NET)Event Sourcing from the Trenches (with examples from .NET)
Event Sourcing from the Trenches (with examples from .NET)
Dennis Doomen
 
How To Practice TDD Without Shooting Yourself In The Foot
How To Practice TDD Without Shooting Yourself In The FootHow To Practice TDD Without Shooting Yourself In The Foot
How To Practice TDD Without Shooting Yourself In The Foot
Dennis Doomen
 

Mehr von Dennis Doomen (20)

Getting a grip on your code dependencies (2023-10)
Getting a grip on your code dependencies (2023-10)Getting a grip on your code dependencies (2023-10)
Getting a grip on your code dependencies (2023-10)
 
Tools and practices to help you deal with legacy code
Tools and practices to help you deal with legacy codeTools and practices to help you deal with legacy code
Tools and practices to help you deal with legacy code
 
What you can learn from an open-source project with 250 million downloads
What you can learn from an open-source project with 250 million downloadsWhat you can learn from an open-source project with 250 million downloads
What you can learn from an open-source project with 250 million downloads
 
Getting a grip on your code dependencies
Getting a grip on your code dependenciesGetting a grip on your code dependencies
Getting a grip on your code dependencies
 
My Laws of Test Driven Development (2023)
My Laws of Test Driven Development (2023)My Laws of Test Driven Development (2023)
My Laws of Test Driven Development (2023)
 
Design patterns for Event Sourcing in .NET
Design patterns for Event Sourcing in .NETDesign patterns for Event Sourcing in .NET
Design patterns for Event Sourcing in .NET
 
Automate Infrastructure with Pulumi and C#
Automate Infrastructure with Pulumi and C#Automate Infrastructure with Pulumi and C#
Automate Infrastructure with Pulumi and C#
 
Slow Event Sourcing (re)projections - Just make them faster!
Slow Event Sourcing (re)projections - Just make them faster!Slow Event Sourcing (re)projections - Just make them faster!
Slow Event Sourcing (re)projections - Just make them faster!
 
A lab around the principles and practices for writing maintainable code
A lab around the principles and practices for writing maintainable codeA lab around the principles and practices for writing maintainable code
A lab around the principles and practices for writing maintainable code
 
How to Practice TDD Without Shooting Yourself in the Foot
How to Practice TDD Without Shooting Yourself in the FootHow to Practice TDD Without Shooting Yourself in the Foot
How to Practice TDD Without Shooting Yourself in the Foot
 
Decomposing the Monolith using modern-day .NET and a touch of microservices
Decomposing the Monolith using modern-day .NET and a touch of microservicesDecomposing the Monolith using modern-day .NET and a touch of microservices
Decomposing the Monolith using modern-day .NET and a touch of microservices
 
Event Sourcing from the Trenches (DDD Europe 2020)
Event Sourcing from the Trenches (DDD Europe 2020)Event Sourcing from the Trenches (DDD Europe 2020)
Event Sourcing from the Trenches (DDD Europe 2020)
 
Practical introduction to DDD, CQRS and Event Sourcing
Practical introduction to DDD, CQRS and Event SourcingPractical introduction to DDD, CQRS and Event Sourcing
Practical introduction to DDD, CQRS and Event Sourcing
 
How to practice TDD without shooting yourself in the foot
How to practice TDD without shooting yourself in the footHow to practice TDD without shooting yourself in the foot
How to practice TDD without shooting yourself in the foot
 
Decomposing the Monolith (Riga Dev Days 2019)
Decomposing the Monolith (Riga Dev Days 2019)Decomposing the Monolith (Riga Dev Days 2019)
Decomposing the Monolith (Riga Dev Days 2019)
 
A lab around the principles and practices for writing maintainable code (2019)
A lab around the principles and practices for writing maintainable code (2019)A lab around the principles and practices for writing maintainable code (2019)
A lab around the principles and practices for writing maintainable code (2019)
 
Lessons learned from two decades of professional software development
Lessons learned from two decades of professional software developmentLessons learned from two decades of professional software development
Lessons learned from two decades of professional software development
 
The Good, The Bad and The Ugly of Event Sourcing
The Good, The Bad and The Ugly of Event Sourcing The Good, The Bad and The Ugly of Event Sourcing
The Good, The Bad and The Ugly of Event Sourcing
 
Event Sourcing from the Trenches (with examples from .NET)
Event Sourcing from the Trenches (with examples from .NET)Event Sourcing from the Trenches (with examples from .NET)
Event Sourcing from the Trenches (with examples from .NET)
 
How To Practice TDD Without Shooting Yourself In The Foot
How To Practice TDD Without Shooting Yourself In The FootHow To Practice TDD Without Shooting Yourself In The Foot
How To Practice TDD Without Shooting Yourself In The Foot
 

Kürzlich hochgeladen

International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...
gerogepatton
 
132/33KV substation case study Presentation
132/33KV substation case study Presentation132/33KV substation case study Presentation
132/33KV substation case study Presentation
kandramariana6
 
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURSCompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
RamonNovais6
 
Software Quality Assurance-se412-v11.ppt
Software Quality Assurance-se412-v11.pptSoftware Quality Assurance-se412-v11.ppt
Software Quality Assurance-se412-v11.ppt
TaghreedAltamimi
 
artificial intelligence and data science contents.pptx
artificial intelligence and data science contents.pptxartificial intelligence and data science contents.pptx
artificial intelligence and data science contents.pptx
GauravCar
 
原版制作(Humboldt毕业证书)柏林大学毕业证学位证一模一样
原版制作(Humboldt毕业证书)柏林大学毕业证学位证一模一样原版制作(Humboldt毕业证书)柏林大学毕业证学位证一模一样
原版制作(Humboldt毕业证书)柏林大学毕业证学位证一模一样
ydzowc
 
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
shadow0702a
 
spirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptxspirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptx
Madan Karki
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
Hitesh Mohapatra
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
VICTOR MAESTRE RAMIREZ
 
Introduction to AI Safety (public presentation).pptx
Introduction to AI Safety (public presentation).pptxIntroduction to AI Safety (public presentation).pptx
Introduction to AI Safety (public presentation).pptx
MiscAnnoy1
 
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by AnantLLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
Anant Corporation
 
cnn.pptx Convolutional neural network used for image classication
cnn.pptx Convolutional neural network used for image classicationcnn.pptx Convolutional neural network used for image classication
cnn.pptx Convolutional neural network used for image classication
SakkaravarthiShanmug
 
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsKuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
Victor Morales
 
Null Bangalore | Pentesters Approach to AWS IAM
Null Bangalore | Pentesters Approach to AWS IAMNull Bangalore | Pentesters Approach to AWS IAM
Null Bangalore | Pentesters Approach to AWS IAM
Divyanshu
 
BRAIN TUMOR DETECTION for seminar ppt.pdf
BRAIN TUMOR DETECTION for seminar ppt.pdfBRAIN TUMOR DETECTION for seminar ppt.pdf
BRAIN TUMOR DETECTION for seminar ppt.pdf
LAXMAREDDY22
 
Data Driven Maintenance | UReason Webinar
Data Driven Maintenance | UReason WebinarData Driven Maintenance | UReason Webinar
Data Driven Maintenance | UReason Webinar
UReason
 
Computational Engineering IITH Presentation
Computational Engineering IITH PresentationComputational Engineering IITH Presentation
Computational Engineering IITH Presentation
co23btech11018
 
Curve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods RegressionCurve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods Regression
Nada Hikmah
 
Mechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdfMechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdf
21UME003TUSHARDEB
 

Kürzlich hochgeladen (20)

International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...
 
132/33KV substation case study Presentation
132/33KV substation case study Presentation132/33KV substation case study Presentation
132/33KV substation case study Presentation
 
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURSCompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
 
Software Quality Assurance-se412-v11.ppt
Software Quality Assurance-se412-v11.pptSoftware Quality Assurance-se412-v11.ppt
Software Quality Assurance-se412-v11.ppt
 
artificial intelligence and data science contents.pptx
artificial intelligence and data science contents.pptxartificial intelligence and data science contents.pptx
artificial intelligence and data science contents.pptx
 
原版制作(Humboldt毕业证书)柏林大学毕业证学位证一模一样
原版制作(Humboldt毕业证书)柏林大学毕业证学位证一模一样原版制作(Humboldt毕业证书)柏林大学毕业证学位证一模一样
原版制作(Humboldt毕业证书)柏林大学毕业证学位证一模一样
 
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...
 
spirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptxspirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptx
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
 
Introduction to AI Safety (public presentation).pptx
Introduction to AI Safety (public presentation).pptxIntroduction to AI Safety (public presentation).pptx
Introduction to AI Safety (public presentation).pptx
 
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by AnantLLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
 
cnn.pptx Convolutional neural network used for image classication
cnn.pptx Convolutional neural network used for image classicationcnn.pptx Convolutional neural network used for image classication
cnn.pptx Convolutional neural network used for image classication
 
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsKuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
 
Null Bangalore | Pentesters Approach to AWS IAM
Null Bangalore | Pentesters Approach to AWS IAMNull Bangalore | Pentesters Approach to AWS IAM
Null Bangalore | Pentesters Approach to AWS IAM
 
BRAIN TUMOR DETECTION for seminar ppt.pdf
BRAIN TUMOR DETECTION for seminar ppt.pdfBRAIN TUMOR DETECTION for seminar ppt.pdf
BRAIN TUMOR DETECTION for seminar ppt.pdf
 
Data Driven Maintenance | UReason Webinar
Data Driven Maintenance | UReason WebinarData Driven Maintenance | UReason Webinar
Data Driven Maintenance | UReason Webinar
 
Computational Engineering IITH Presentation
Computational Engineering IITH PresentationComputational Engineering IITH Presentation
Computational Engineering IITH Presentation
 
Curve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods RegressionCurve Fitting in Numerical Methods Regression
Curve Fitting in Numerical Methods Regression
 
Mechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdfMechanical Engineering on AAI Summer Training Report-003.pdf
Mechanical Engineering on AAI Summer Training Report-003.pdf
 

What is the right unit in unit testing (UpdateConf 2022)