This document discusses use case diagrams and their purpose, notation, and how to create them. Use case diagrams document system functionality from the user's perspective and show interactions between users and the system. They include actors, use cases, and relationships between use cases. Use case descriptions provide further details about specific scenarios. Prototyping can be used alongside use case modeling to help elicit requirements and test system architectures.
Steering Model Selection with Visual Diagnostics: Women in Analytics 2019Rebecca Bilbro
Machine learning is ultimately a search for the best combination of features, algorithm, and hyperparameters that result in the best performing model. Oftentimes, this leads us to stay in our algorithmic comfort zones, or to resort to automated processes such as grid searches and random walks. Whether we stick to what we know or try many combinations, we are sometimes left wondering if we have actually succeeded.
By enhancing model selection with visual diagnostics, data scientists can inject human guidance to steer the search process. Visualizing feature transformations, algorithmic behavior, cross-validation methods, and model performance allows us a peek into the high dimensional realm that our models operate. As we continue to tune our models, trying to minimize both bias and variance, these glimpses allow us to be more strategic in our choices. The result is more effective modeling, speedier results, and greater understanding of underlying processes.
Visualization is an integral part of the data science workflow, but visual diagnostics are directly tied to machine learning transformers and models. The Yellowbrick library extends the scikit-learn API providing a Visualizer object, an estimator that learns from data and produces a visualization as a result. In this tutorial, we will explore feature visualizers, visualizers for classification, clustering, and regression, as well as model analysis visualizers. We'll work through several examples and show how visual diagnostics steer model selection, making machine learning more informed, and more effective.
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Yellowbrick is an open source Python library that provides visual diagnostic tools called “Visualizers” that extend the Scikit-Learn API to allow human steering of the model selection process. For teachers and students of machine learning, Yellowbrick can be used as a framework for teaching and understanding a large variety of algorithms and methods.
Steering Model Selection with Visual Diagnostics: Women in Analytics 2019Rebecca Bilbro
Machine learning is ultimately a search for the best combination of features, algorithm, and hyperparameters that result in the best performing model. Oftentimes, this leads us to stay in our algorithmic comfort zones, or to resort to automated processes such as grid searches and random walks. Whether we stick to what we know or try many combinations, we are sometimes left wondering if we have actually succeeded.
By enhancing model selection with visual diagnostics, data scientists can inject human guidance to steer the search process. Visualizing feature transformations, algorithmic behavior, cross-validation methods, and model performance allows us a peek into the high dimensional realm that our models operate. As we continue to tune our models, trying to minimize both bias and variance, these glimpses allow us to be more strategic in our choices. The result is more effective modeling, speedier results, and greater understanding of underlying processes.
Visualization is an integral part of the data science workflow, but visual diagnostics are directly tied to machine learning transformers and models. The Yellowbrick library extends the scikit-learn API providing a Visualizer object, an estimator that learns from data and produces a visualization as a result. In this tutorial, we will explore feature visualizers, visualizers for classification, clustering, and regression, as well as model analysis visualizers. We'll work through several examples and show how visual diagnostics steer model selection, making machine learning more informed, and more effective.
Learning machine learning with YellowbrickRebecca Bilbro
Yellowbrick is an open source Python library that provides visual diagnostic tools called “Visualizers” that extend the Scikit-Learn API to allow human steering of the model selection process. For teachers and students of machine learning, Yellowbrick can be used as a framework for teaching and understanding a large variety of algorithms and methods.
Information systems analysis and requirements analysis produces a requirements specification. This specification states the project goal and the related data storage, data movement
Materi yang ada pada slide ini berisi :
Pengenalan UML Sebagai Alat Bantu Pemodelan Pada Pembangunan Perangkat Lunak Menggunakan Pendekatan Analisis dan Desain Berorientasi Objek
Notasi, Semantik, dan Stereotype Pada UML
Komponen pada UML (Use Case View, Logical View, Physical View, dan Process View)
Pengenalan Use Case Diagram sebagai Use Case View Pada UML
Penjelasan Aktor, Generalisasi Aktor, dan Use Case
Penjelasan Use Case Scenario
Use Case Refinement (Relasi Include, Extends, dan Generalisasi Use Case)
----------------------------------------------------------------------
Keep in touch with me in :
Twitter : https://twitter.com/rizkiadam_1991
Email : rizkiadamunikom@gmail.com
IG : @rizkiadamkurniawan
Workshop on Basics of Software Engineering (DFD, UML and Project Culture)Dr Sukhpal Singh Gill
Three days workshop on Basics of Software Engineering at Thapar University, Patiala on 7th-9th, 2013. Workshop on Basics of Software Engineering (DFD, UML and Project Culture)
Information systems analysis and requirements analysis produces a requirements specification. This specification states the project goal and the related data storage, data movement
Materi yang ada pada slide ini berisi :
Pengenalan UML Sebagai Alat Bantu Pemodelan Pada Pembangunan Perangkat Lunak Menggunakan Pendekatan Analisis dan Desain Berorientasi Objek
Notasi, Semantik, dan Stereotype Pada UML
Komponen pada UML (Use Case View, Logical View, Physical View, dan Process View)
Pengenalan Use Case Diagram sebagai Use Case View Pada UML
Penjelasan Aktor, Generalisasi Aktor, dan Use Case
Penjelasan Use Case Scenario
Use Case Refinement (Relasi Include, Extends, dan Generalisasi Use Case)
----------------------------------------------------------------------
Keep in touch with me in :
Twitter : https://twitter.com/rizkiadam_1991
Email : rizkiadamunikom@gmail.com
IG : @rizkiadamkurniawan
Workshop on Basics of Software Engineering (DFD, UML and Project Culture)Dr Sukhpal Singh Gill
Three days workshop on Basics of Software Engineering at Thapar University, Patiala on 7th-9th, 2013. Workshop on Basics of Software Engineering (DFD, UML and Project Culture)
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
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Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
Student information management system project report ii.pdfKamal Acharya
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Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
2. In This Lecture You Will Learn:
The purpose of use case diagrams
The notation of use case diagrams
How to draw use case diagrams
How to write use case descriptions
How prototyping can be used with use
case modelling
2
3. Drawing Use Case Diagrams
Purpose
• document the functionality of the system from
the users’ perspective
• document the scope of the system
• document the interaction between the users
and the system using supporting use case
descriptions (behaviour specifications)
3
4. Notation of Use Case Diagrams
Communication Use case
association
4
Staff Conta ct
Change a clien t
contact
Actor System or subsystem boundary
5. Notation of Use Case Diagrams
Actors
• drawn as stick people with a name
• the roles that people, other systems or
devices take when communicating with a
particular use case or use cases
• not the same as job titles or people
• people with one job title may play the roles of
several actors
• one actor may represent several job titles
5
6. Notation of Use Case Diagrams
Use cases
• drawn as ellipses with a name in or below
each ellipse
• describe a sequence of actions that the
system performs to achieve an observable
result of value to an actor
• the name is usually an active verb and a noun
phrase
6
7. Notation of Use Case Diagrams
Communication associations
• line drawn between an actor and a use case
• can have arrow heads to show where the
communication is initiated (arrow points away
from the initiator)
• represent communication link between an
instance of the use case and an instance of
the actor
7
8. Notation of Use Case Diagrams
Sub-systems
• drawn as a rectangle around a group of use
cases that belong to the same sub-system
• in a CASE tool, use cases for different sub-system
are usually placed in separate use
8
case diagrams, and the rectangle is
redundant
9. Notation of Use Case Diagrams
Dependencies
• Extend and Include relationships between use
cases
• shown as stereotyped dependencies
• stereotypes are written as text strings in
guillemets: «extend» and «include»
9
10. Notation of Use Case Diagrams
Extend relationship
• one use case provides additional functionality that
may be required in another use case
• there may be multiple ways of extending a use case,
which represent variations in the way that actors
interact with the use case
• extension points show when the extension occurs
• a condition can be placed next to the dependency
arrow (Note that it is not put in square brackets, unlike
conditions in activity diagrams.)
10
12. Notation of Use Case Diagrams
Include relationship
• one use case always includes the
functionality of another use case
• a use case may include more than one other
• can be used to separate out a sequence of
behaviour that is used in many use cases
• should not be used to create a hierarchical
functional decomposition of the system
12
13. 13
Campaign
Manager
«include»
Find campaign
Assign staff to
work on a
campaign
14. Notation of Use Case Diagrams
Generalization
• shows that one use case provides all the
functionality of the more specific use case and
some additional functionality
• shows that one actor can participate in all the
associations with use cases that the more
specific actor can plus some additional use
cases
14
15. 15
Staff
Contact
Record
completion
of an advert
Campaign
Manager
Change a
client
contact
Assign
individual staff
to work on a
campaign
Assign team of
staff to work on
a campaign
Assign staff to
work on a
campaign
16. 16
Use Case Descriptions
Can be a simple paragraph
Assign staff to work on a campaign
• The campaign manager wishes to record
which staff are working on a particular
campaign. This information is used to
validate timesheets and to calculate staff
year-end bonuses.
17. 17
Use Case Descriptions
Can be a step-by-step breakdown of
interaction between actor and system
Assign staff to work on a campaign
Actor Action System Response
1. The actor enters the client name. 2. Lists all campaigns for that
client.
3. Selects the relevant campaign. 4. Displays a list of all staff
members not already allocated to this campaign.
5. Highlights the staff members 6.Presents a message confirming
to be assigned to this campaign. that staff have been allocated.
Alternative Courses
Steps 1–3. The actor knows the campaign name and enters it directly.
18. 18
Use Case Descriptions
Many projects use templates
• name of use case
• pre-conditions
• post-conditions
• purpose
• description
• alternative courses
• errors
19. 19
Behaviour Specifications
Rather than (or as well as) using text, a
use case can be linked to another
diagram that specifies its behaviour
Typically a Collaboration Diagram, a
Sequence Diagram or a Statechart
Diagram
20. Drawing Use Case Diagrams
Identify the actors and the use cases
Prioritize the use cases
Develop each use case, starting with the
priority ones, writing a description for
each
Add structure to the use case model:
generalization, include and extend
relationships and sub-systems
20
21. Prototyping
Use case modelling can be supported
with prototyping
Prototypes can be used to help elicit
requirements
Prototypes can be used to test out
system architectures based on the use
cases in order to meet the non-functional
requirements
21
22. 22
Prototyping
For user interface prototypes,
storyboarding can be used with hand-drawn
designs
23. Campaign Selection
23
Prototyping
User interface prototypes can be
implemented using languages other than
the one that the system will be
developed in
OK Quit
Campaign Selection
Campaign:
Holborn Motors
Lynch Properties
Yellow Partridge
Zeta Systems
Client:
Spring Jewellery Campaign 1997
Spring Jewellery Campaign 2001
Spring Jewellery Campaign 2002
Summer Collection 1998
OK Quit
Campaign Selection
Campaign:
Holborn Motors
Lynch Properties
Yellow Partridge
Zeta Systems
Client:
Spring Jewellery Campaign 1997
Spring Jewellery Campaign 2001
Spring Jewellery Campaign 2002
Summer Collection 1998
OK Quit
Campaign:
Holborn Motors
Lynch Properties
Yellow Partridge
Zeta Systems
Client:
Spring Jewellery Campaign 2002
Dialogue initialized. User selects Client. Campaigns
listed.
User selects Campaign.
24. Summary
In this lecture you have learned about:
The purpose of use case diagrams
The notation of use case diagrams
How to draw use case diagrams
How to write use case descriptions
How prototyping can be used with use
case modelling
24