This document discusses enumerations (enums) in coding guidelines. It defines an enum as a set of constants that rarely changes, if at all. Enums avoid "magic numbers" and improve code safety and readability. Syntax examples are provided for enums in C, C#, Python, and Java. Java enums can include additional members and behaviors beyond constants. Enums should be used for small, related, and stable sets of constants; other uses may indicate a design issue.
Enumeration Refactoring: A Tool for Automatically Converting Java Constants t...Raffi Khatchadourian
Java 5 introduces several new features that offer significant improvements over older Java technology. We consider the new enum construct, which provides language support for enumerated types. Before Java 5, programmers needed to employ various patterns to compensate for the absence of enumerated types in Java. Unfortunately, these compensation patterns lack several highly desirable properties of the enum construct, most notably, type-safety. We demonstrate an automated refactoring tool called Convert Constants to Enum for transforming legacy Java code to use the new enumeration construct. An interprocedural type inferencing algorithm that tracks the flow of enumerated values drives the approach, and the tool is implemented as a seamless extension to existing refactoring support in Eclipse. The resulting code is semantically equivalent to the original, increasingly type-safe, easier to comprehend, less complex, and supports separate compilation.
Enumeration Refactoring: A Tool for Automatically Converting Java Constants t...Raffi Khatchadourian
Java 5 introduces several new features that offer significant improvements over older Java technology. We consider the new enum construct, which provides language support for enumerated types. Before Java 5, programmers needed to employ various patterns to compensate for the absence of enumerated types in Java. Unfortunately, these compensation patterns lack several highly desirable properties of the enum construct, most notably, type-safety. We demonstrate an automated refactoring tool called Convert Constants to Enum for transforming legacy Java code to use the new enumeration construct. An interprocedural type inferencing algorithm that tracks the flow of enumerated values drives the approach, and the tool is implemented as a seamless extension to existing refactoring support in Eclipse. The resulting code is semantically equivalent to the original, increasingly type-safe, easier to comprehend, less complex, and supports separate compilation.
발표자: 이활석(NAVER)
발표일: 2017.11.
최근 딥러닝 연구는 지도학습에서 비지도학습으로 급격히 무게 중심이 옮겨 지고 있습니다. 본 과정에서는 비지도학습의 가장 대표적인 방법인 오토인코더의 모든 것에 대해서 살펴보고자 합니다. 차원 축소관점에서 가장 많이 사용되는Autoencoder와 (AE) 그 변형 들인 Denoising AE, Contractive AE에 대해서 공부할 것이며, 데이터 생성 관점에서 최근 각광 받는 Variational AE와 (VAE) 그 변형 들인 Conditional VAE, Adversarial AE에 대해서 공부할 것입니다. 또한, 오토인코더의 다양한 활용 예시를 살펴봄으로써 현업과의 접점을 찾아보도록 노력할 것입니다.
1. Revisit Deep Neural Networks
2. Manifold Learning
3. Autoencoders
4. Variational Autoencoders
5. Applications
This presentation is ideal for a beginner of Java or someone who wants to brush up their Java Knowledge. It's simple to understand and well organized in a way most of the area in core Java has been covered.
Programming intro variables constants - arithmetic and assignment operators
part 1 Python basics
https://youtu.be/ouTXjzL2qHc
part 2 Python Data Types , Variables and arithmetic Expressions
https://youtu.be/r6bxIqkSJ8w
part 3 Python Data Types
https://youtu.be/au_xwGULCQE
part 4 Python Variables
https://youtu.be/J_aUFaOGHWc
Part 5 Python Variables in Solutions of Quadratic equation
https://youtu.be/2Hn2qtz0Y5c
part 6 Python meaning of computer Language
https://youtu.be/0bDlELqfa9A
part 7 Python using NumPy to solve a system of linear scalar equations in matrix for Kirchhoff
https://youtu.be/gF2zueHAcy4
Part 8 Python integrating Quadratic equation
https://youtu.be/Gla2DZropIc
part 9 Python integrating and or differentiating polynomial functions in math
https://youtu.be/KGKF2mHnDOA
An introduction to the OpenMP parallel programming model.
From the Scalable Computing Support Center at Duke University (http://wiki.duke.edu/display/scsc)
MS CS - Selecting Machine Learning AlgorithmKaniska Mandal
ML Algorithms usually solve an optimization problem such that we need to find parameters for a given model that minimizes
— Loss function (prediction error)
— Model simplicity (regularization)
Polymorphism is the ability of an object to take more than one forms. It is one of the important concept of object-oriented programming language. JAVA is object-oriented programming language which support the concept of polymorphisms.
Alternatively, it is defined as the ability of a reference variable to change behavior according to what object instance it is holding.
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.
발표자: 이활석(NAVER)
발표일: 2017.11.
최근 딥러닝 연구는 지도학습에서 비지도학습으로 급격히 무게 중심이 옮겨 지고 있습니다. 본 과정에서는 비지도학습의 가장 대표적인 방법인 오토인코더의 모든 것에 대해서 살펴보고자 합니다. 차원 축소관점에서 가장 많이 사용되는Autoencoder와 (AE) 그 변형 들인 Denoising AE, Contractive AE에 대해서 공부할 것이며, 데이터 생성 관점에서 최근 각광 받는 Variational AE와 (VAE) 그 변형 들인 Conditional VAE, Adversarial AE에 대해서 공부할 것입니다. 또한, 오토인코더의 다양한 활용 예시를 살펴봄으로써 현업과의 접점을 찾아보도록 노력할 것입니다.
1. Revisit Deep Neural Networks
2. Manifold Learning
3. Autoencoders
4. Variational Autoencoders
5. Applications
This presentation is ideal for a beginner of Java or someone who wants to brush up their Java Knowledge. It's simple to understand and well organized in a way most of the area in core Java has been covered.
Programming intro variables constants - arithmetic and assignment operators
part 1 Python basics
https://youtu.be/ouTXjzL2qHc
part 2 Python Data Types , Variables and arithmetic Expressions
https://youtu.be/r6bxIqkSJ8w
part 3 Python Data Types
https://youtu.be/au_xwGULCQE
part 4 Python Variables
https://youtu.be/J_aUFaOGHWc
Part 5 Python Variables in Solutions of Quadratic equation
https://youtu.be/2Hn2qtz0Y5c
part 6 Python meaning of computer Language
https://youtu.be/0bDlELqfa9A
part 7 Python using NumPy to solve a system of linear scalar equations in matrix for Kirchhoff
https://youtu.be/gF2zueHAcy4
Part 8 Python integrating Quadratic equation
https://youtu.be/Gla2DZropIc
part 9 Python integrating and or differentiating polynomial functions in math
https://youtu.be/KGKF2mHnDOA
An introduction to the OpenMP parallel programming model.
From the Scalable Computing Support Center at Duke University (http://wiki.duke.edu/display/scsc)
MS CS - Selecting Machine Learning AlgorithmKaniska Mandal
ML Algorithms usually solve an optimization problem such that we need to find parameters for a given model that minimizes
— Loss function (prediction error)
— Model simplicity (regularization)
Polymorphism is the ability of an object to take more than one forms. It is one of the important concept of object-oriented programming language. JAVA is object-oriented programming language which support the concept of polymorphisms.
Alternatively, it is defined as the ability of a reference variable to change behavior according to what object instance it is holding.
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.
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
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.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
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.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
13. Enum in Java
Enum in Java is not only a constant
Enum in Java is a single instance of
a class, shared by all consumers
The class, as any class, can have:
–
Additional members
–
Functions → behavior (!)
14. Enum in Java – ex. 1
public enum Direction {
NORTH(0),
EAST(90),
SOUTH(180),
WEST(270);
private int angle;
public int getAngle() {
return this.angle;
}
Direction(int angle) {
this.angle = angle;
}
}
15. Enum in Java – ex. 1
Additional data is bound to each enum
member
Reverse lookup can be implemented
within the class itself:
public static Direction getByDeg(int d)
–
But.. consider the outcome of an invalid
input (e.g. getByDeg(30)):
–
Throw an exception?
–
Add an artificial enum member such as
UNKNOWN?
16. Enum in Java – ex. 2
public enum ArithmeticOp {
ADD {
@Override
public Double operate(Double a, Double b) {
return a + b;
}
},
MULTIPLY {
@Override
public Double operate(Double a, Double b) {
return a * b;
}
};
public abstract Double operate(Double x, Double y);
}
17. Enum in Java – ex. 2
// in main...
ArithmeticOp.ADD.operate(2.0, 3.0);
// 5.0
ArithmeticOp.MULTIPLY.operate(2.0, 3.0);
// 6.0
18. Enum in Java – ex. 2
Polymorphism is implemented in
enum
Enum class is now responsible to:
–
Data
–
Implementation
Polymorphism is better
implemented using a factory
and/or an IoC container
19. Special Uses of Enum
Singleton
–
Specifically in Java
–
Nice for PoC
–
In real code, use an IoC
Bitwise flags
20. Enum – When to use
A set of constants,
Related to each other
Small set
Rarely changes, if at all
Selecting one of the enum
members means not selecting any
other member
21. Enum – When not to use
Not related to each other
–
Ask:
●
Should I choose one, and only one value,
in every code scenario?
●
Do I use the enum just for convenience of
code completion (IDE)?
22. Enum – When not to use
Large set, say > 10 members
23. Enum – When not to use
Occasionally changes:
–
Ask: will I add new members to this
enum in the next 1-2 years?
–
This means that we enum data.
–
DON'T enum data
24. Enum – When not to use
Flags. Don't use bitwise flags
25. Summary
From now on...
Enum should be used properly:
–
A small, (almost) never-changing
set of constants, related to each
other
Other uses might be wrong:
–
Consider a design meeting