The document introduces several sorting techniques, including bubble sort, selection sort, insertion sort, merge sort, and quick sort. It provides examples to illustrate how each algorithm works and the basic steps involved. For each sorting technique, it also discusses the time complexity, such as O(n2) for bubble sort and quicksort in the worst case, and O(n log n) on average for mergesort and quicksort.
This document discusses dimensionality reduction techniques for machine learning. It introduces Fisher Linear Discriminant analysis, which seeks projection directions that maximize separation between classes while minimizing within-class variance. It describes using the means and scatter measures of each class to define a cost function that is maximized to find the optimal projection direction. Principal Component Analysis is also briefly mentioned as another technique for dimensionality reduction.
This document discusses important issues in machine learning for data mining, including the bias-variance dilemma. It explains that the difference between the optimal regression and a learned model can be measured by looking at bias and variance. Bias measures the error between the expected output of the learned model and the optimal regression, while variance measures the error between the learned model's output and its expected output. There is a tradeoff between bias and variance - increasing one decreases the other. This is known as the bias-variance dilemma. Cross-validation and confusion matrices are also introduced as evaluation techniques.
Existen dos tipos de uniones: uniones fijas y desmontables. Las uniones fijas incluyen remaches, soldadura y adhesivos, y no se pueden desmontar fácilmente. Las uniones desmontables incluyen tornillos y ajustes que permiten unir y separar piezas de manera repetida.
Rotary Club Of Pashupati-Ktm Rota Activities 2014-2015paudelmanoj
The document appears to be a newsletter or bulletin from the Rotary Club of Pashupati-Kathmandu that provides updates on the club's activities from July 2014 to December 2014. It lists events the club held including a food drive, quiz, speaker events, tree planting, fellowship activities, visits from the district governor and other clubs, youth leadership training, and collaboration on relief efforts. The club also contributed funds from book sales and held joint meetings with other organizations over this 6 month period.
Este documento proporciona instrucciones sobre cómo cuidar los dientes correctamente, recomendando lavarse los dientes tres veces al día, evitar alimentos que dañan los dientes, y recordando la importancia de mantener una boca sana y feliz mediante el cepillado regular de los dientes.
Desde junho de 1995, o Bridge é o único jogo de cartas reconhecido pelo Comitê Olímpico Internacional (COI) como esporte. Na ocasião, o órgão nomeou a Federação Mundial de Bridge (WBF) como membro integrante do Movimento Olímpico. No entanto, a oficialização, documentada, só aconteceu pouco mais de três anos, em setembro de 1998, quando o COI organizou o 1° Grande Prêmio do Bridge, em Lausanne, na Suíça.
O então presidente do Comitê, Juan Antonio Samaranch, assinou uma resolução de reconhecimento. Para o esporte brasileiro, o I GP de Bridge pode ser considerado a cereja no bolo: isto porque o Brasil foi o campeão do emblemático torneio. Seguindo o cronograma, foi preciso cerca de um ano até que, por fim, a World Bridge Federation (WBF) foi reconhecida pelo COI como Federação Internacional, em junho de 1999.
O reconhecimento foi fundamental para a organização de estatutos que regulassem o Bridge, adaptando o esporte aos princípios da Carta Olímpica, bem como sujeitando aos regulamentos contra o doping. No entanto, sem incentivos para a entrada em Jogos Olímpicos, o Bridge participou das “Olimpíadas da Mente”, em outubro de 2008, em Pequim.
Vittorio Tedeschi comenta - Está lançada a campanha: Bridge nas Olimpíadas. Sem chances na Rio 2016 e em Tóquio 2020, quando chegou perto da nomeação aos Jogos Olímpicos, o jogo de cartas foi preterido por modalidades como surfe, skateboard, beisebol/softbol (em um único esporte), escalada e caratê. Segundo Yoshiro Mori, presidente do comitê organizador e ex-primeiro ministro do Japão, as escolhas foram baseadas na popularidade dos esportes, além da capacidade de geração de receita e patrocínios. A discordância para o argumento é bem simples: o magnata, filantropo e co-fundador da Microsoft, Bill Gates, entre outros bilionários, como o investidor Warren Buffett, e famosos como o ator Omar Sharif e os integrantes da banda inglesa Radiohead, são exímios jogadores de Bridge. Além de visibilidade ao esporte, investimentos não seriam escassos em sua propagação.
Este documento describe las relaciones comerciales entre países de América Latina. Indica que 24 acuerdos comerciales cubren el 80% del comercio intrarregional de ALADI en 2013. Estos acuerdos involucran a 19 países de ALADI, Canadá, Venezuela y Panamá, y cubren 51 de las 78 posibles relaciones bilaterales. El documento también menciona varios acuerdos comerciales específicos entre países como Argentina-Brasil, Chile-Cuba, y Ecuador-Perú.
This document discusses dimensionality reduction techniques for machine learning. It introduces Fisher Linear Discriminant analysis, which seeks projection directions that maximize separation between classes while minimizing within-class variance. It describes using the means and scatter measures of each class to define a cost function that is maximized to find the optimal projection direction. Principal Component Analysis is also briefly mentioned as another technique for dimensionality reduction.
This document discusses important issues in machine learning for data mining, including the bias-variance dilemma. It explains that the difference between the optimal regression and a learned model can be measured by looking at bias and variance. Bias measures the error between the expected output of the learned model and the optimal regression, while variance measures the error between the learned model's output and its expected output. There is a tradeoff between bias and variance - increasing one decreases the other. This is known as the bias-variance dilemma. Cross-validation and confusion matrices are also introduced as evaluation techniques.
Existen dos tipos de uniones: uniones fijas y desmontables. Las uniones fijas incluyen remaches, soldadura y adhesivos, y no se pueden desmontar fácilmente. Las uniones desmontables incluyen tornillos y ajustes que permiten unir y separar piezas de manera repetida.
Rotary Club Of Pashupati-Ktm Rota Activities 2014-2015paudelmanoj
The document appears to be a newsletter or bulletin from the Rotary Club of Pashupati-Kathmandu that provides updates on the club's activities from July 2014 to December 2014. It lists events the club held including a food drive, quiz, speaker events, tree planting, fellowship activities, visits from the district governor and other clubs, youth leadership training, and collaboration on relief efforts. The club also contributed funds from book sales and held joint meetings with other organizations over this 6 month period.
Este documento proporciona instrucciones sobre cómo cuidar los dientes correctamente, recomendando lavarse los dientes tres veces al día, evitar alimentos que dañan los dientes, y recordando la importancia de mantener una boca sana y feliz mediante el cepillado regular de los dientes.
Desde junho de 1995, o Bridge é o único jogo de cartas reconhecido pelo Comitê Olímpico Internacional (COI) como esporte. Na ocasião, o órgão nomeou a Federação Mundial de Bridge (WBF) como membro integrante do Movimento Olímpico. No entanto, a oficialização, documentada, só aconteceu pouco mais de três anos, em setembro de 1998, quando o COI organizou o 1° Grande Prêmio do Bridge, em Lausanne, na Suíça.
O então presidente do Comitê, Juan Antonio Samaranch, assinou uma resolução de reconhecimento. Para o esporte brasileiro, o I GP de Bridge pode ser considerado a cereja no bolo: isto porque o Brasil foi o campeão do emblemático torneio. Seguindo o cronograma, foi preciso cerca de um ano até que, por fim, a World Bridge Federation (WBF) foi reconhecida pelo COI como Federação Internacional, em junho de 1999.
O reconhecimento foi fundamental para a organização de estatutos que regulassem o Bridge, adaptando o esporte aos princípios da Carta Olímpica, bem como sujeitando aos regulamentos contra o doping. No entanto, sem incentivos para a entrada em Jogos Olímpicos, o Bridge participou das “Olimpíadas da Mente”, em outubro de 2008, em Pequim.
Vittorio Tedeschi comenta - Está lançada a campanha: Bridge nas Olimpíadas. Sem chances na Rio 2016 e em Tóquio 2020, quando chegou perto da nomeação aos Jogos Olímpicos, o jogo de cartas foi preterido por modalidades como surfe, skateboard, beisebol/softbol (em um único esporte), escalada e caratê. Segundo Yoshiro Mori, presidente do comitê organizador e ex-primeiro ministro do Japão, as escolhas foram baseadas na popularidade dos esportes, além da capacidade de geração de receita e patrocínios. A discordância para o argumento é bem simples: o magnata, filantropo e co-fundador da Microsoft, Bill Gates, entre outros bilionários, como o investidor Warren Buffett, e famosos como o ator Omar Sharif e os integrantes da banda inglesa Radiohead, são exímios jogadores de Bridge. Além de visibilidade ao esporte, investimentos não seriam escassos em sua propagação.
Este documento describe las relaciones comerciales entre países de América Latina. Indica que 24 acuerdos comerciales cubren el 80% del comercio intrarregional de ALADI en 2013. Estos acuerdos involucran a 19 países de ALADI, Canadá, Venezuela y Panamá, y cubren 51 de las 78 posibles relaciones bilaterales. El documento también menciona varios acuerdos comerciales específicos entre países como Argentina-Brasil, Chile-Cuba, y Ecuador-Perú.
Amenazas contra compañeros de la ucizoniUCIZONI AC
El documento comunica que Gabino Reyes amenazó de muerte a dos integrantes de UCIZONI, Carlos Leonardo y Remigio Núñez. Se pide al gobierno estatal que intervenga para frenar la violencia y garantizar la seguridad de los residentes de San Juan Mazatlán y Los Valles. También se solicita que actúe contra Omar Espinoza, Presidente Municipal de Santo Domingo Petapa, por proteger a pistoleros priistas en El Platanillo y administrar de forma parcial el conflicto entre los municipios de San Juan Mazatlán y S
Este documento enseña a los niños sobre la importancia de lavarse los dientes tres veces al día, comer alimentos saludables para los dientes, y los problemas que pueden ocurrir si no se cuidan los dientes como la caries y las enfermedades de las encías. También enfatiza que es crucial lavarse los dientes antes de dormir para mantener una boca sana y feliz.
The document provides an overview of querying and managing data using SQL Server 2005. It discusses identifying system databases, creating user-defined databases and tables, and implementing data integrity through constraints. The objectives are to learn how to manage databases and tables. Key points include the various system databases, using CREATE DATABASE and CREATE TABLE statements, and enforcing referential integrity with foreign key constraints.
TEAM Industries is a solutions provider and manufacturer of drive-train and chassis components founded in 1967. It has seven facilities across 850,000 square feet of manufacturing space and employs 1,300 people. TEAM specializes in components like axles, differentials, drive shafts, transmissions, and more for industries like agriculture, trucks, marine, industrial, and others. It has extensive machining, heat treating, assembly, and testing capabilities to bring products from concept to completion.
Ideas de negocio globales para internacionalización de startups. Carmen Urbano
Startups e internacionalización de modelos de negocio. Ideas y emprendedores globales, éxito seguro.
Mi presentación en el acto de entrega de los PREMIOS IDEA de la Fundación Emprender en Aragón. ITAINNOVA, 28 de octubre.
Este documento categoriza diferentes tipos de computadoras: computadoras personales como PCs y Macs; dispositivos móviles; consolas de videojuegos; servidores para almacenar y compartir datos; computadoras centrales utilizadas por empresas y gobiernos; supercomputadoras para tareas complejas; y computadoras incorporadas en electrónicos y vehículos.
Internacionalización en red. Redes sociales e internacionalización 360Carmen Urbano
Claves y oportunidades para desarrollar el negocio internacional a través de las plataformas sociales horizontales y verticales. Social Media Marketing internacional y comunicación.
Presentación elaborada para mi intervención en la semaan de las Redes Sociales y la Comunicación de Castilla y León. #RedesSocialesCyL
Project Management Article Transport Magazine dual language rev6Rene Cruz
El documento describe los conceptos clave de la planificación y ejecución de proyectos. CPM Panamá es una empresa de gerencia de proyectos con oficinas en varios países. La gerencia de proyectos involucra planificar, organizar y gestionar recursos para completar objetivos. Históricamente, se desarrollaron métodos como el diagrama de Gantt y el camino crítico. Para tener éxito, un proyecto debe considerar el tiempo, alcance, presupuesto y calidad. Las etapas clave de un proyecto son def
This document describes and compares several common sorting algorithms, including bubble sort, selection sort, and insertion sort. It provides pseudocode examples to illustrate how each algorithm works and analyzes their time complexities. Specifically, it shows the steps to sort sample data using each algorithm through multiple iterations and compares their performance, with bubble, selection, and insertion sorts having O(n2) time and others like merge and quicksort having O(n log n) time.
An Experiment to Determine and Compare Practical Efficiency of Insertion Sort...Tosin Amuda
Sorting is a fundamental operation in computer science (many programs use it as an intermediate step), and as a result a large number of good sorting algorithms have been developed. Which algorithm is best for a given application depends on—among other factors—the number of items to be sorted, the extent to which the items are already somewhat sorted, possible restrictions on the item values, and the kind of storage device to be used: main memory, disks, or tapes.
There are three reasons to study sorting algorithms. First, sorting algorithms illustrate many creative approaches to problem solving, and these approaches can be applied to solve other problems. Second, sorting algorithms are good for practicing fundamental programming techniques using selection statements, loops, methods, and arrays. Third, sorting algorithms are excellent examples to demonstrate algorithm performance.
However, this paper attempt to compare the practical efficiency of three sorting algorithms – Insertion, Quick and mere Sort using empirical analysis. The result of the experiment shows that insertion sort is a quadratic time sorting algorithm and that it’s more applicable to subarray that is sufficiently small. The merge sort performs better with larger size of input as compared to insertion sort. Quicksort runs the most efficiently.
Comparative Performance Analysis & Complexity of Different Sorting Algorithmpaperpublications3
Abstract: An Algorithm is mix of guidelines without further order in offered request to take care of the predetermined issue. Sorting considered as the crucial operation for masterminding the rundown of components in a specific request either in rising or diving request in view of their key quality. Sorting system like: Insertion, Bubble, and Selection all have the quadratic time multifaceted ideal models O (N2) that breaking point their utilization as per the amount of parts. The objective of this paper audited different type of sorting algorithm like Insertion Sort, Selection, Bubble, Merge sort their execution investigation as for their time complexity nature.Keywords: Sorting Algorithm, Bubble, Selection, Insertion, Merge Sort, Complexity.
Title: Comparative Performance Analysis & Complexity of Different Sorting Algorithm
Author: Shiv Shankar Maurya, Arti Rana, Ajay Vikram Singh
ISSN 2350-1022
International Journal of Recent Research in Mathematics Computer Science and Information Technology
Paper Publications
Merge sort has a runtime of O(n log n). It works by recursively dividing an array into halves and then merging the sorted halves. First it divides the array into single elements, sorts those, then merges them back together piece by piece into a fully sorted array.
Merge sort has a runtime of O(n log n). It works by recursively dividing an array into halves and then merging the sorted halves. First it divides the array into single elements, sorts those, then merges them back together piece by piece into a fully sorted array.
Merge sort has a runtime of O(n log n). It works by recursively dividing an array into halves and then merging the sorted halves. First it divides the array into subarrays of 1 element, sorts those, and then merges those sorted subarrays back together until the entire array is sorted.
Merge sort has a runtime of O(n log n). It works by recursively dividing an array into halves and then merging the sorted halves. First it divides the array into single elements, sorts those, then merges them back together piece by piece into a fully sorted array.
The document discusses various sorting and searching algorithms. It begins by introducing selection sort, insertion sort, and bubble sort. It then covers merge sort and explains how it works by dividing the list, sorting sublists recursively, and merging the results. Finally, it discusses linear/sequential search and binary search, noting that sequential search checks every element while binary search repeatedly halves the search space.
Sorting and Searching is one of the most vital topics in DSA. Storing and retrieving information is one of the most common applications of computers nowadays. According to time the amount of data and information stored and accessed via computer has turned to huge databases. So many techniques and algorithms have been developed to efficiently maintain and process information in databases. The process of looking up a particular data record in the database is called searching. The process of ordering the records in a database is called Sorting. Sorting and searching together constitute a major area of study in computational methods. Both of them are very important fields of study in data structure and algorithms. Let us discuss both the topics in detail here.
Amenazas contra compañeros de la ucizoniUCIZONI AC
El documento comunica que Gabino Reyes amenazó de muerte a dos integrantes de UCIZONI, Carlos Leonardo y Remigio Núñez. Se pide al gobierno estatal que intervenga para frenar la violencia y garantizar la seguridad de los residentes de San Juan Mazatlán y Los Valles. También se solicita que actúe contra Omar Espinoza, Presidente Municipal de Santo Domingo Petapa, por proteger a pistoleros priistas en El Platanillo y administrar de forma parcial el conflicto entre los municipios de San Juan Mazatlán y S
Este documento enseña a los niños sobre la importancia de lavarse los dientes tres veces al día, comer alimentos saludables para los dientes, y los problemas que pueden ocurrir si no se cuidan los dientes como la caries y las enfermedades de las encías. También enfatiza que es crucial lavarse los dientes antes de dormir para mantener una boca sana y feliz.
The document provides an overview of querying and managing data using SQL Server 2005. It discusses identifying system databases, creating user-defined databases and tables, and implementing data integrity through constraints. The objectives are to learn how to manage databases and tables. Key points include the various system databases, using CREATE DATABASE and CREATE TABLE statements, and enforcing referential integrity with foreign key constraints.
TEAM Industries is a solutions provider and manufacturer of drive-train and chassis components founded in 1967. It has seven facilities across 850,000 square feet of manufacturing space and employs 1,300 people. TEAM specializes in components like axles, differentials, drive shafts, transmissions, and more for industries like agriculture, trucks, marine, industrial, and others. It has extensive machining, heat treating, assembly, and testing capabilities to bring products from concept to completion.
Ideas de negocio globales para internacionalización de startups. Carmen Urbano
Startups e internacionalización de modelos de negocio. Ideas y emprendedores globales, éxito seguro.
Mi presentación en el acto de entrega de los PREMIOS IDEA de la Fundación Emprender en Aragón. ITAINNOVA, 28 de octubre.
Este documento categoriza diferentes tipos de computadoras: computadoras personales como PCs y Macs; dispositivos móviles; consolas de videojuegos; servidores para almacenar y compartir datos; computadoras centrales utilizadas por empresas y gobiernos; supercomputadoras para tareas complejas; y computadoras incorporadas en electrónicos y vehículos.
Internacionalización en red. Redes sociales e internacionalización 360Carmen Urbano
Claves y oportunidades para desarrollar el negocio internacional a través de las plataformas sociales horizontales y verticales. Social Media Marketing internacional y comunicación.
Presentación elaborada para mi intervención en la semaan de las Redes Sociales y la Comunicación de Castilla y León. #RedesSocialesCyL
Project Management Article Transport Magazine dual language rev6Rene Cruz
El documento describe los conceptos clave de la planificación y ejecución de proyectos. CPM Panamá es una empresa de gerencia de proyectos con oficinas en varios países. La gerencia de proyectos involucra planificar, organizar y gestionar recursos para completar objetivos. Históricamente, se desarrollaron métodos como el diagrama de Gantt y el camino crítico. Para tener éxito, un proyecto debe considerar el tiempo, alcance, presupuesto y calidad. Las etapas clave de un proyecto son def
This document describes and compares several common sorting algorithms, including bubble sort, selection sort, and insertion sort. It provides pseudocode examples to illustrate how each algorithm works and analyzes their time complexities. Specifically, it shows the steps to sort sample data using each algorithm through multiple iterations and compares their performance, with bubble, selection, and insertion sorts having O(n2) time and others like merge and quicksort having O(n log n) time.
An Experiment to Determine and Compare Practical Efficiency of Insertion Sort...Tosin Amuda
Sorting is a fundamental operation in computer science (many programs use it as an intermediate step), and as a result a large number of good sorting algorithms have been developed. Which algorithm is best for a given application depends on—among other factors—the number of items to be sorted, the extent to which the items are already somewhat sorted, possible restrictions on the item values, and the kind of storage device to be used: main memory, disks, or tapes.
There are three reasons to study sorting algorithms. First, sorting algorithms illustrate many creative approaches to problem solving, and these approaches can be applied to solve other problems. Second, sorting algorithms are good for practicing fundamental programming techniques using selection statements, loops, methods, and arrays. Third, sorting algorithms are excellent examples to demonstrate algorithm performance.
However, this paper attempt to compare the practical efficiency of three sorting algorithms – Insertion, Quick and mere Sort using empirical analysis. The result of the experiment shows that insertion sort is a quadratic time sorting algorithm and that it’s more applicable to subarray that is sufficiently small. The merge sort performs better with larger size of input as compared to insertion sort. Quicksort runs the most efficiently.
Comparative Performance Analysis & Complexity of Different Sorting Algorithmpaperpublications3
Abstract: An Algorithm is mix of guidelines without further order in offered request to take care of the predetermined issue. Sorting considered as the crucial operation for masterminding the rundown of components in a specific request either in rising or diving request in view of their key quality. Sorting system like: Insertion, Bubble, and Selection all have the quadratic time multifaceted ideal models O (N2) that breaking point their utilization as per the amount of parts. The objective of this paper audited different type of sorting algorithm like Insertion Sort, Selection, Bubble, Merge sort their execution investigation as for their time complexity nature.Keywords: Sorting Algorithm, Bubble, Selection, Insertion, Merge Sort, Complexity.
Title: Comparative Performance Analysis & Complexity of Different Sorting Algorithm
Author: Shiv Shankar Maurya, Arti Rana, Ajay Vikram Singh
ISSN 2350-1022
International Journal of Recent Research in Mathematics Computer Science and Information Technology
Paper Publications
Merge sort has a runtime of O(n log n). It works by recursively dividing an array into halves and then merging the sorted halves. First it divides the array into single elements, sorts those, then merges them back together piece by piece into a fully sorted array.
Merge sort has a runtime of O(n log n). It works by recursively dividing an array into halves and then merging the sorted halves. First it divides the array into single elements, sorts those, then merges them back together piece by piece into a fully sorted array.
Merge sort has a runtime of O(n log n). It works by recursively dividing an array into halves and then merging the sorted halves. First it divides the array into subarrays of 1 element, sorts those, and then merges those sorted subarrays back together until the entire array is sorted.
Merge sort has a runtime of O(n log n). It works by recursively dividing an array into halves and then merging the sorted halves. First it divides the array into single elements, sorts those, then merges them back together piece by piece into a fully sorted array.
The document discusses various sorting and searching algorithms. It begins by introducing selection sort, insertion sort, and bubble sort. It then covers merge sort and explains how it works by dividing the list, sorting sublists recursively, and merging the results. Finally, it discusses linear/sequential search and binary search, noting that sequential search checks every element while binary search repeatedly halves the search space.
Sorting and Searching is one of the most vital topics in DSA. Storing and retrieving information is one of the most common applications of computers nowadays. According to time the amount of data and information stored and accessed via computer has turned to huge databases. So many techniques and algorithms have been developed to efficiently maintain and process information in databases. The process of looking up a particular data record in the database is called searching. The process of ordering the records in a database is called Sorting. Sorting and searching together constitute a major area of study in computational methods. Both of them are very important fields of study in data structure and algorithms. Let us discuss both the topics in detail here.
The document discusses three quadratic sorting algorithms: selection sort, insertion sort, and bubble sort. It provides pseudocode for selection sort and insertion sort, and describes their operation through examples. Both selection sort and insertion sort have a worst-case and average-case runtime of O(n^2) where n is the number of elements to sort.
This document provides information about sorting algorithms. It begins with an introduction to sorting, explaining why sorting is important and common sorting algorithms like merge sort, quicksort, heapsort, etc. It then discusses different types of sorting algorithms like comparison-based sorting and specialized sorting. The document proceeds to explain several specific sorting algorithms in detail, including bubble sort, selection sort, insertion sort, merge sort, and bitonic sort. It provides pseudocode for the algorithms and examples to illustrate how they work on sample data. The key details covered are the time complexity of common sorting algorithms and how different algorithms have tradeoffs in terms of speed and memory usage.
Quick Sort is a sorting algorithm that partitions an array around a pivot element, recursively sorting the subarrays. It has a best case time complexity of O(n log n) when partitions are evenly divided, and worst case of O(n^2) when partitions are highly imbalanced. While fast, it is unstable and dependent on pivot selection. It is widely used due to its efficiency, simplicity, and ability to be parallelized.
The document discusses various sorting algorithms. It begins by explaining the motivation for sorting and providing examples. It then lists some common sorting algorithms like bubble sort, selection sort, and insertion sort. For each algorithm, it provides an informal description, works through examples to show how it sorts a list, and includes Java code implementations. It compares the time complexity of these algorithms, which is O(n2) for bubble sort, selection sort, and insertion sort, and explains why. The document aims to introduce fundamental sorting algorithms and their workings.
The document describes various divide and conquer algorithms including binary search, merge sort, quicksort, and finding maximum and minimum elements. It begins by explaining the general divide and conquer approach of dividing a problem into smaller subproblems, solving the subproblems independently, and combining the solutions. Several examples are then provided with pseudocode and analysis of their divide and conquer implementations. Key algorithms covered in the document include binary search (log n time), merge sort (n log n time), and quicksort (n log n time on average).
Sorting
NEED FOR SORTING
Insertion Sort
Illustration of Insertion Sort
Insertion Sort algorithm
code for Insertion Sort
advantages & disadvantages of Insertion Sort
best case and worst case of Insertion Sort
Selection sort
Illustration of Selection sort
Selection sort algorithm
code for Selection sort
worst case for selection Sort
The document discusses algorithms and their use for solving problems expressed as a sequence of steps. It provides examples of common algorithms like sorting and searching arrays, and analyzing their time and space complexity. Specific sorting algorithms like bubble sort, insertion sort, and quick sort are explained with pseudocode examples. Permutations, combinations and variations as examples of combinatorial algorithms are also covered briefly.
The document contains the syllabus for the course "Problem Solving and Python Programming" taught at Knowledge Institute of Technology. It includes 4 illustrative problems covered in the syllabus: finding the minimum in a list, inserting a card in a sorted list, guessing a number within a range, and solving the Tower of Hanoi puzzle. Algorithms and pseudocode are provided for each problem to demonstrate the problem-solving approach.
The document discusses algorithms and their analysis. It begins by defining an algorithm and key aspects like correctness, input, and output. It then discusses two aspects of algorithm performance - time and space. Examples are provided to illustrate how to analyze the time complexity of different structures like if/else statements, simple loops, and nested loops. Big O notation is introduced to describe an algorithm's growth rate. Common time complexities like constant, linear, quadratic, and cubic functions are defined. Specific sorting algorithms like insertion sort, selection sort, bubble sort, merge sort, and quicksort are then covered in detail with examples of how they work and their time complexities.
The document discusses legacy connectivity and protocols. It describes legacy integration as integrating J2EE components with legacy systems. The key approaches to legacy integration are data level integration, application interface integration, method level integration, and user interface level integration. Legacy connectivity can be achieved using Java Native Interface (JNI), J2EE Connector Architecture, and web services. JNI allows Java code to call native methods written in other languages like C/C++. The J2EE Connector Architecture standardizes connectivity through resource adapters. Web services provide a platform-independent approach through XML protocols.
The document discusses messaging and internationalization. It covers messaging using Java Message Service (JMS), including the need for messaging, messaging architecture, types of messaging, messaging models, messaging servers, components of a JMS application, developing effective messaging solutions, and implementing JMS. It also discusses internationalizing J2EE applications.
The document discusses Java 2 Enterprise Edition (J2EE) application security. It covers security threat assessment, the Java 2 security model, and Java security APIs. The Java 2 security model provides access controls and allows downloading and running applications securely. It uses techniques like cryptography, digital signatures, and SSL. The Java Cryptography Extensions API provides methods for encrypting data, generating keys, and authentication.
The document discusses various security tools in Java including keytool, jarsigner, and policytool. Keytool is used to manage keystores containing private keys and certificates. It can generate key pairs, import/export certificates, and list keystore contents. Jarsigner signs JAR files using certificates from a keystore. Policytool creates and edits security policy files specifying user permissions. The document provides details on using each tool's commands and options.
This document discusses EJB technology and provides summaries of key concepts:
1. It defines the EJB container model and describes features like security, distributed access, and lifecycle management.
2. It compares the lifecycles of stateless session beans, stateful session beans, entity beans, and message-driven beans.
3. It contrasts stateful and stateless session beans and discusses differences in client state, pooling, lifecycles, and more. It also compares session beans and entity beans in terms of representing processes versus data.
This document discusses behavioral design patterns and J2EE design patterns. It provides descriptions and class diagrams for several behavioral patterns, including Iterator, Mediator, Memento, Observer, State, Strategy, Template Method, and Visitor. It also defines what a J2EE design pattern is and notes that J2EE patterns are categorized into the presentation, business, and integration tiers of an enterprise application.
This document provides an overview of EJB in J2EE architecture and EJB design patterns. It discusses the key characteristics of using EJB in J2EE architecture, including supporting multiple clients, improving reliability and productivity, supporting large scale deployment, developing transactional applications, and implementing security. It also outlines several EJB design patterns, such as client-side interaction patterns, EJB layer architectural patterns, inter-tier data transfer patterns, and transaction/persistence patterns.
This document discusses design patterns and provides examples of structural and behavioral design patterns. It describes the adapter, bridge, composite, decorator, facade, flyweight, proxy, chain of responsibility, and command patterns. Structural patterns are concerned with relationships and responsibilities between objects, while behavioral patterns focus on communication between objects. Examples of UML diagrams are provided to illustrate how each pattern can be modeled.
The document discusses UML diagrams that can be used to model J2EE applications, including use case diagrams, class diagrams, package diagrams, sequence diagrams, collaboration diagrams, state diagrams, activity diagrams, component diagrams, and deployment diagrams. It provides examples of each diagram type using a case study of an online bookstore system. The use case diagram shows use cases and actors, the class diagram shows classes and relationships, and other diagrams demonstrate how specific interactions, workflows, and system configurations can be modeled through different UML diagrams.
This document discusses design patterns and selecting appropriate patterns based on business requirements. It provides an overview of design patterns available in TheServerSide.com pattern catalog, which are organized into categories like EJB layer architectural patterns, inter-tier data transfer patterns, transaction and persistence patterns, and client-side EJB interaction patterns. Examples of patterns in each category are described. Best practices for developing class diagrams and using proven design patterns are also mentioned.
This document provides an overview of J2EE architecture. It defines architecture as the study of designing J2EE applications and discusses architectural concepts like attributes, models, and terminology. It describes the role of an architect and phases of architectural design. The document outlines the various components of J2EE like clients, web components, business components and containers. It also discusses key aspects of J2EE architecture like application areas, issues, technologies and available application servers.
The document discusses various topics related to collaboration and distributed systems including network communication in distributed environments, application integration using XML, and legacy integration technologies. Specifically, it covers factors that affect network performance like bandwidth and latency. It also describes using XML for data mapping between applications and data stores. Finally, it discusses different legacy integration methods like screen scraping, object mapping tools, and using off-board servers.
The document discusses JavaBean properties, property editors, and the classes used to implement them in Java. It describes the PropertyEditorSupport class and its methods for creating customized property editors. The PropertyDescriptor class and BeanInfo interface provide information about JavaBean properties, events, and methods. The document also provides tips on using sample JavaBeans from BDK1.1 in Java 2 SDK and creating a manifest file for multiple JavaBeans. Common questions about JavaBeans are answered.
The document discusses JavaBean properties and custom events. It defines different types of JavaBean properties like simple, boolean, indexed, bound, and constrained properties. It also explains how to create custom events by defining an event class, event listener interface, and event handler. The event handler notifies listeners when an event occurs. Finally, it demonstrates creating a login JavaBean that uses a custom event to validate that a username and password are not the same.
The document introduces JavaBeans, which are reusable software components created using Java. It discusses JavaBean concepts like properties, methods, and events. It also describes the Beans Development Kit (BDK) environment for creating, configuring, and testing JavaBeans. BDK includes components like the ToolBox, BeanBox, Properties window, and Method Tracer window. The document provides demonstrations of creating a sample JavaBean applet and user-defined JavaBean using BDK. It also covers topics like creating manifest and JAR files for packaging JavaBeans.
The document provides information on working with joins, the JDBC API, and isolation levels in Java database applications. It discusses different types of joins like inner joins, cross joins, and outer joins. It describes the key interfaces in the JDBC API like Statement, PreparedStatement, ResultSet, Connection, and DatabaseMetaData. It also covers isolation levels and how they prevent issues with concurrently running transactions accessing a database.
The document discusses various advanced features of JDBC including using prepared statements, managing transactions, performing batch updates, and calling stored procedures. Prepared statements improve performance by compiling SQL statements only once. Transactions allow grouping statements to execute atomically through commit and rollback. Batch updates reduce network calls by executing multiple statements as a single unit. Stored procedures are called using a CallableStatement object which can accept input parameters and return output parameters.
The document introduces JDBC and its key concepts. It discusses the JDBC architecture with two layers - the application layer and driver layer. It describes the four types of JDBC drivers and how they work. The document outlines the classes and interfaces that make up the JDBC API and the basic steps to create a JDBC application, including loading a driver, connecting to a database, executing statements, and handling exceptions. It provides examples of using JDBC to perform common database operations like querying, inserting, updating, and deleting data.
The document discusses classes and objects in Java, including defining classes with data members and methods, creating objects, using constructors, and the structure of a Java application. It also covers access specifiers, modifiers, compiling Java files, and provides a summary of key points about classes and objects in Java.
The document discusses casting and conversion in Java. It covers implicit and explicit type conversions, including widening, narrowing, and casting conversions. It also discusses overloading constructors in Java by defining multiple constructor methods with the same name but different parameters. The document provides examples of casting integer and double values to byte type, as well as overloading the Cuboid constructor to calculate volumes for rectangles and squares.
Enchancing adoption of Open Source Libraries. A case study on Albumentations.AIVladimir Iglovikov, Ph.D.
Presented by Vladimir Iglovikov:
- https://www.linkedin.com/in/iglovikov/
- https://x.com/viglovikov
- https://www.instagram.com/ternaus/
This presentation delves into the journey of Albumentations.ai, a highly successful open-source library for data augmentation.
Created out of a necessity for superior performance in Kaggle competitions, Albumentations has grown to become a widely used tool among data scientists and machine learning practitioners.
This case study covers various aspects, including:
People: The contributors and community that have supported Albumentations.
Metrics: The success indicators such as downloads, daily active users, GitHub stars, and financial contributions.
Challenges: The hurdles in monetizing open-source projects and measuring user engagement.
Development Practices: Best practices for creating, maintaining, and scaling open-source libraries, including code hygiene, CI/CD, and fast iteration.
Community Building: Strategies for making adoption easy, iterating quickly, and fostering a vibrant, engaged community.
Marketing: Both online and offline marketing tactics, focusing on real, impactful interactions and collaborations.
Mental Health: Maintaining balance and not feeling pressured by user demands.
Key insights include the importance of automation, making the adoption process seamless, and leveraging offline interactions for marketing. The presentation also emphasizes the need for continuous small improvements and building a friendly, inclusive community that contributes to the project's growth.
Vladimir Iglovikov brings his extensive experience as a Kaggle Grandmaster, ex-Staff ML Engineer at Lyft, sharing valuable lessons and practical advice for anyone looking to enhance the adoption of their open-source projects.
Explore more about Albumentations and join the community at:
GitHub: https://github.com/albumentations-team/albumentations
Website: https://albumentations.ai/
LinkedIn: https://www.linkedin.com/company/100504475
Twitter: https://x.com/albumentations
Alt. GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using ...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
UiPath Test Automation using UiPath Test Suite series, part 5DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 5. In this session, we will cover CI/CD with devops.
Topics covered:
CI/CD with in UiPath
End-to-end overview of CI/CD pipeline with Azure devops
Speaker:
Lyndsey Byblow, Test Suite Sales Engineer @ UiPath, Inc.
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionAggregage
Join Maher Hanafi, VP of Engineering at Betterworks, in this new session where he'll share a practical framework to transform Gen AI prototypes into impactful products! He'll delve into the complexities of data collection and management, model selection and optimization, and ensuring security, scalability, and responsible use.
20 Comprehensive Checklist of Designing and Developing a WebsitePixlogix Infotech
Dive into the world of Website Designing and Developing with Pixlogix! Looking to create a stunning online presence? Look no further! Our comprehensive checklist covers everything you need to know to craft a website that stands out. From user-friendly design to seamless functionality, we've got you covered. Don't miss out on this invaluable resource! Check out our checklist now at Pixlogix and start your journey towards a captivating online presence today.
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...SOFTTECHHUB
The choice of an operating system plays a pivotal role in shaping our computing experience. For decades, Microsoft's Windows has dominated the market, offering a familiar and widely adopted platform for personal and professional use. However, as technological advancements continue to push the boundaries of innovation, alternative operating systems have emerged, challenging the status quo and offering users a fresh perspective on computing.
One such alternative that has garnered significant attention and acclaim is Nitrux Linux 3.5.0, a sleek, powerful, and user-friendly Linux distribution that promises to redefine the way we interact with our devices. With its focus on performance, security, and customization, Nitrux Linux presents a compelling case for those seeking to break free from the constraints of proprietary software and embrace the freedom and flexibility of open-source computing.
Securing your Kubernetes cluster_ a step-by-step guide to success !KatiaHIMEUR1
Today, after several years of existence, an extremely active community and an ultra-dynamic ecosystem, Kubernetes has established itself as the de facto standard in container orchestration. Thanks to a wide range of managed services, it has never been so easy to set up a ready-to-use Kubernetes cluster.
However, this ease of use means that the subject of security in Kubernetes is often left for later, or even neglected. This exposes companies to significant risks.
In this talk, I'll show you step-by-step how to secure your Kubernetes cluster for greater peace of mind and reliability.
How to Get CNIC Information System with Paksim Ga.pptxdanishmna97
Pakdata Cf is a groundbreaking system designed to streamline and facilitate access to CNIC information. This innovative platform leverages advanced technology to provide users with efficient and secure access to their CNIC details.
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Albert Hoitingh
In this session I delve into the encryption technology used in Microsoft 365 and Microsoft Purview. Including the concepts of Customer Key and Double Key Encryption.
Maruthi Prithivirajan, Head of ASEAN & IN Solution Architecture, Neo4j
Get an inside look at the latest Neo4j innovations that enable relationship-driven intelligence at scale. Learn more about the newest cloud integrations and product enhancements that make Neo4j an essential choice for developers building apps with interconnected data and generative AI.
Unlocking Productivity: Leveraging the Potential of Copilot in Microsoft 365, a presentation by Christoforos Vlachos, Senior Solutions Manager – Modern Workplace, Uni Systems
Introducing Milvus Lite: Easy-to-Install, Easy-to-Use vector database for you...Zilliz
Join us to introduce Milvus Lite, a vector database that can run on notebooks and laptops, share the same API with Milvus, and integrate with every popular GenAI framework. This webinar is perfect for developers seeking easy-to-use, well-integrated vector databases for their GenAI apps.
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfPaige Cruz
Monitoring and observability aren’t traditionally found in software curriculums and many of us cobble this knowledge together from whatever vendor or ecosystem we were first introduced to and whatever is a part of your current company’s observability stack.
While the dev and ops silo continues to crumble….many organizations still relegate monitoring & observability as the purview of ops, infra and SRE teams. This is a mistake - achieving a highly observable system requires collaboration up and down the stack.
I, a former op, would like to extend an invitation to all application developers to join the observability party will share these foundational concepts to build on:
Communications Mining Series - Zero to Hero - Session 1DianaGray10
This session provides introduction to UiPath Communication Mining, importance and platform overview. You will acquire a good understand of the phases in Communication Mining as we go over the platform with you. Topics covered:
• Communication Mining Overview
• Why is it important?
• How can it help today’s business and the benefits
• Phases in Communication Mining
• Demo on Platform overview
• Q/A
Threats to mobile devices are more prevalent and increasing in scope and complexity. Users of mobile devices desire to take full advantage of the features
available on those devices, but many of the features provide convenience and capability but sacrifice security. This best practices guide outlines steps the users can take to better protect personal devices and information.