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Shift your legal operations into HIGH GEAR: A maturity model based on recent ...
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise stimulates the production of endorphins in the brain which elevate mood and reduce stress levels.
Aplicaciones para smartphone app
Este documento describe diferentes tipos de aplicaciones móviles, incluyendo aplicaciones para redes sociales como Facebook e Instagram, aplicaciones de música como Spotify y Shazam, aplicaciones de edición de fotos como PicsArt y Snapseed, y aplicaciones de video como Vine y VivaVideo. También discute las ventajas y desventajas de las aplicaciones móviles, así como los costos asociados con publicar una aplicación en las tiendas de aplicaciones.
Task 3
The document analyzes the layout and design of magazine covers and contents pages. Key points discussed include:
- Magazine covers use large, centered images and mastheads to draw attention to the main artist or topic. Fonts, colors and photographic styles are chosen to represent and appeal to the target audience.
- Contents pages categorize articles clearly and include images and page references to highlight featured artists or topics. Formats are designed for readability and to interest and inform readers.
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Iltacon cio corporate legal operations consortium (cloc) metrics aug 2015
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Aron`s final report
Perinatal transmission is the leading mode of transmission and development of chronic Hepatitis B in endemic areas. The data on knowledge and practices regarding Hepatitis B virus (HBV) infection among pregnant women in Uganda is very scarce even in regional settings. The purpose of this study was to assess the knowledge and practices regarding transmission, sequelae and prevention of Hepatitis B among expectant mothers in Soroti Regional Referral Hospital (SRRH)
Security Theatre - AmsterdamPHP
The document discusses various security issues and mistakes made by users, developers, and organizations. It covers topics like weak security practices, implementation flaws, trusting the wrong things, disclosure of too much information, and the challenges of social engineering. Specific examples are provided around password hashing, encryption, sessions, randomness, and log files to illustrate common mistakes. The overall message is that security is difficult and mistakes are often made due to a lack of understanding, convenience prioritized over security, and misplaced trust. Holistic security involving people, process and technology is advocated for along with constant awareness and mitigation of risks.
Practica de html5 y css3
Este documento proporciona instrucciones para completar un proyecto de diseño web, incluyendo la estructura del sitio, archivos necesarios como index.html y estilo.css, y código de plantilla. También incluye código CSS para el diseño adaptable del menú de navegación para diferentes tamaños de pantalla.
Recommended
Shift your legal operations into HIGH GEAR: A maturity model based on recent ...
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise stimulates the production of endorphins in the brain which elevate mood and reduce stress levels.
Aplicaciones para smartphone app
Este documento describe diferentes tipos de aplicaciones móviles, incluyendo aplicaciones para redes sociales como Facebook e Instagram, aplicaciones de música como Spotify y Shazam, aplicaciones de edición de fotos como PicsArt y Snapseed, y aplicaciones de video como Vine y VivaVideo. También discute las ventajas y desventajas de las aplicaciones móviles, así como los costos asociados con publicar una aplicación en las tiendas de aplicaciones.
Task 3
The document analyzes the layout and design of magazine covers and contents pages. Key points discussed include:
- Magazine covers use large, centered images and mastheads to draw attention to the main artist or topic. Fonts, colors and photographic styles are chosen to represent and appeal to the target audience.
- Contents pages categorize articles clearly and include images and page references to highlight featured artists or topics. Formats are designed for readability and to interest and inform readers.
- Analyses consider visual elements like fonts, positioning, sizing and color contrasts that impact branding and audience. Discussions provide insights into designing for different age groups and styles of music coverage.
Iltacon cio corporate legal operations consortium (cloc) metrics aug 2015
Panel discussion with NetApp, Yahoo, and Kaiser Permanente on legal operations metrics and leadership.
Aron`s final report
Perinatal transmission is the leading mode of transmission and development of chronic Hepatitis B in endemic areas. The data on knowledge and practices regarding Hepatitis B virus (HBV) infection among pregnant women in Uganda is very scarce even in regional settings. The purpose of this study was to assess the knowledge and practices regarding transmission, sequelae and prevention of Hepatitis B among expectant mothers in Soroti Regional Referral Hospital (SRRH)
Security Theatre - AmsterdamPHP
The document discusses various security issues and mistakes made by users, developers, and organizations. It covers topics like weak security practices, implementation flaws, trusting the wrong things, disclosure of too much information, and the challenges of social engineering. Specific examples are provided around password hashing, encryption, sessions, randomness, and log files to illustrate common mistakes. The overall message is that security is difficult and mistakes are often made due to a lack of understanding, convenience prioritized over security, and misplaced trust. Holistic security involving people, process and technology is advocated for along with constant awareness and mitigation of risks.
Practica de html5 y css3
Este documento proporciona instrucciones para completar un proyecto de diseño web, incluyendo la estructura del sitio, archivos necesarios como index.html y estilo.css, y código de plantilla. También incluye código CSS para el diseño adaptable del menú de navegación para diferentes tamaños de pantalla.
Ensaios tecnologicos dos agregados para concreto docente mauro ribeiro viegas
ENSAIOS TECNOLOGICOS DOS AGREGADOS PARA CONCRETO. FORMACAO DE AMOSTRAS DE AGREGADOS - METODO BRASILEIRO - MB 6 (1939), DETERMINACAO DA COMPOSICAO GRANULOMETRICA DOS AGREGADOS - MB 7, AGREGADOS PARA CONCRETO - ESPECIFICACAO BRASILEIRA - EB 4, DETERMINACAO DO TEOR DE ARGILA EM TORROES NOS AGREGADOS MB 8, DETERMINACAO DO TEOR DE MATERIAIS PULVERULENTOS NOS AGREGADOS MB 9, AVALIACAO DAS IMPUREZAS ORGANICAS DAS AREIAS PARA CONCRETO MB 10, ENSAIO DE QUALIDADE DE AREIA MB-954 (1945). ENTREVISTA REVISTA CONCRETO A ARQ, MAURO RIBEIRO VIEGAS.
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A empresa de tecnologia anunciou um novo produto revolucionário que combina hardware, software e serviços em nuvem. O dispositivo permite que os usuários acessem aplicativos e armazenem dados na nuvem de forma segura e conveniente. Analistas acreditam que o produto pode ter um grande impacto no mercado e estabelecer a empresa como líder no setor.
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Dokumen tersebut membahas tentang pengertian dan kriteria perencanaan administrasi pendidikan. Pengertian perencanaan menurut beberapa ahli adalah persiapan penyusunan keputusan dan pengetrapan pengetahuan secara sistematis untuk mengontrol arah perubahan menuju tujuan. Kriteria perencanaan meliputi tingkat literasi dewasa, jumlah siswa terdaftar, dan tingkat pendidikan yang dibutuhkan. Kriteria lainnya adalah
Diputados Aprueban Lei[1]
El proyecto que valida la firma digital fue aprobado por los diputados, llenando un vacío legal importante en el país. El diputado Héctor David Ocampos, quien propuso el proyecto, explicó que Paraguay es el único país en Sudamérica que aún no reconoce legalmente las operaciones electrónicas. El proyecto fue aprobado por los diputados y remitido al Senado para su consideración.
Communicating Amid Clamor and Calamity: How Technology Has Rewired Lawyers' P...
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Web20
El documento habla sobre varios conceptos clave de la Web 2.0 como RSS, marcadores sociales, blogs y demostraciones. RSS se refiere a un formato XML para compartir contenido actualizado frecuentemente con usuarios suscritos. Los marcadores sociales permiten almacenar, clasificar y compartir enlaces en Internet. Un blog es un sitio web actualizado periódicamente por uno o más autores donde se publica contenido de forma cronológica. Una demostración implica la interacción entre el proveedor de contenido y un usuario.
Instrumentasi Pada Proses Pasteurisasi Susu dan Air Handling Unit (AHU)
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Deploy PHP Apps on AWS Beanstalk & Deploy with Git
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Criando um App com App Inventor 2
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Design of inter poles
Interpoles are used in DC motors and generators to reduce the effects of armature reaction. They are small poles placed between the main poles that are wound with turns carrying the full armature current. This helps neutralize the cross-magnetizing effect of armature reaction and improves commutation. The interpole windings produce a commutating EMF that aids in reversing the current in the armature coils during commutation. Together, this allows for sparkless commutation even at higher loads and currents. The design of interpoles involves determining the required mmf to overcome armature reaction effects and provide the desired flux density in the interpole gaps.
Cronómetro con MIT App Inventor 2
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Current developments in underwater autonomy
Unmanned underwater systems become increasingly important in the maritime and offshore, security and defence domain. TNO conducts research and experimentation on autonomous
underwater vehicles and underwater communication to advise government and industry on this topic and develop new concept solutions. An overview of the current development will be given
with focus on autonomous decision making for underwater application, cooperative autonomy and new application of underwater autonomous systems for maritime and offshore operations
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Building automations in FME Flow can save time, money, and help businesses scale by eliminating data silos and providing data to stakeholders in real-time. One essential component to orchestrating complex automations is the use of attributes & automation parameters (both formerly known as “keys”). In fact, it’s unlikely you’ll ever build an Automation without using these components, but what exactly are they?
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GNSS spoofing via SDR (Criptored Talks 2024)
In the realm of cybersecurity, offensive security practices act as a critical shield. By simulating real-world attacks in a controlled environment, these techniques expose vulnerabilities before malicious actors can exploit them. This proactive approach allows manufacturers to identify and fix weaknesses, significantly enhancing system security.
This presentation delves into the development of a system designed to mimic Galileo's Open Service signal using software-defined radio (SDR) technology. We'll begin with a foundational overview of both Global Navigation Satellite Systems (GNSS) and the intricacies of digital signal processing.
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At this talk we will discuss DDoS protection tools and best practices, discuss network architectures and what AWS has to offer. Also, we will look into one of the largest DDoS attacks on Ukrainian infrastructure that happened in February 2022. We'll see, what techniques helped to keep the web resources available for Ukrainians and how AWS improved DDoS protection for all customers based on Ukraine experience
From Natural Language to Structured Solr Queries using LLMs
This talk draws on experimentation to enable AI applications with Solr. One important use case is to use AI for better accessibility and discoverability of the data: while User eXperience techniques, lexical search improvements, and data harmonization can take organizations to a good level of accessibility, a structural (or “cognitive” gap) remains between the data user needs and the data producer constraints.
That is where AI – and most importantly, Natural Language Processing and Large Language Model techniques – could make a difference. This natural language, conversational engine could facilitate access and usage of the data leveraging the semantics of any data source.
The objective of the presentation is to propose a technical approach and a way forward to achieve this goal.
The key concept is to enable users to express their search queries in natural language, which the LLM then enriches, interprets, and translates into structured queries based on the Solr index’s metadata.
This approach leverages the LLM’s ability to understand the nuances of natural language and the structure of documents within Apache Solr.
The LLM acts as an intermediary agent, offering a transparent experience to users automatically and potentially uncovering relevant documents that conventional search methods might overlook. The presentation will include the results of this experimental work, lessons learned, best practices, and the scope of future work that should improve the approach and make it production-ready.
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
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Ensaios tecnologicos dos agregados para concreto docente mauro ribeiro viegas
ENSAIOS TECNOLOGICOS DOS AGREGADOS PARA CONCRETO. FORMACAO DE AMOSTRAS DE AGREGADOS - METODO BRASILEIRO - MB 6 (1939), DETERMINACAO DA COMPOSICAO GRANULOMETRICA DOS AGREGADOS - MB 7, AGREGADOS PARA CONCRETO - ESPECIFICACAO BRASILEIRA - EB 4, DETERMINACAO DO TEOR DE ARGILA EM TORROES NOS AGREGADOS MB 8, DETERMINACAO DO TEOR DE MATERIAIS PULVERULENTOS NOS AGREGADOS MB 9, AVALIACAO DAS IMPUREZAS ORGANICAS DAS AREIAS PARA CONCRETO MB 10, ENSAIO DE QUALIDADE DE AREIA MB-954 (1945). ENTREVISTA REVISTA CONCRETO A ARQ, MAURO RIBEIRO VIEGAS.
Quadrilha
A empresa de tecnologia anunciou um novo produto revolucionário que combina hardware, software e serviços em nuvem. O dispositivo permite que os usuários acessem aplicativos e armazenem dados na nuvem de forma segura e conveniente. Analistas acreditam que o produto pode ter um grande impacto no mercado e estabelecer a empresa como líder no setor.
Perencanaan administrasi pendidikan
Dokumen tersebut membahas tentang pengertian dan kriteria perencanaan administrasi pendidikan. Pengertian perencanaan menurut beberapa ahli adalah persiapan penyusunan keputusan dan pengetrapan pengetahuan secara sistematis untuk mengontrol arah perubahan menuju tujuan. Kriteria perencanaan meliputi tingkat literasi dewasa, jumlah siswa terdaftar, dan tingkat pendidikan yang dibutuhkan. Kriteria lainnya adalah
Diputados Aprueban Lei[1]
El proyecto que valida la firma digital fue aprobado por los diputados, llenando un vacío legal importante en el país. El diputado Héctor David Ocampos, quien propuso el proyecto, explicó que Paraguay es el único país en Sudamérica que aún no reconoce legalmente las operaciones electrónicas. El proyecto fue aprobado por los diputados y remitido al Senado para su consideración.
Communicating Amid Clamor and Calamity: How Technology Has Rewired Lawyers' P...
The presentation I gave on Sept. 25, 2013, to the Communications Section of the National Association of Bar Executives in Portland, Ore.
Web20
El documento habla sobre varios conceptos clave de la Web 2.0 como RSS, marcadores sociales, blogs y demostraciones. RSS se refiere a un formato XML para compartir contenido actualizado frecuentemente con usuarios suscritos. Los marcadores sociales permiten almacenar, clasificar y compartir enlaces en Internet. Un blog es un sitio web actualizado periódicamente por uno o más autores donde se publica contenido de forma cronológica. Una demostración implica la interacción entre el proveedor de contenido y un usuario.
Instrumentasi Pada Proses Pasteurisasi Susu dan Air Handling Unit (AHU)
Dokumen ini membahas tentang instrumen dan kontrol pada proses pasteurisasi susu dan sistem pendinginan udara (AHU). Pasteurisasi susu dilakukan dengan memanaskan susu pada suhu tinggi selama waktu singkat untuk menghambat pertumbuhan mikroba patogen tanpa membunuh seluruh mikroba. AHU digunakan untuk mengontrol suhu, kelembaban, aliran udara, dan kualitas udara di ruang produksi sesuai spesifikasi. AHU ter
Pendekatan pembiayaan dalam pendidikan
Makul: Menejemen Pembiayaan LPI
Dosen pengampu: Yayan Andrian, S.Ag., M,Ed.MGMT
Summer Training Presentation
This document provides an overview of GlaxoSmithKline Consumer Healthcare Limited (GSKCH) and the Indian food processing industry. It discusses the major sectors in food processing, key players like GSKCH, Britannia, Nestle and Dabur. It then focuses on GSKCH, describing its business, brands, plants, departments and provides a SWOT analysis and financial analysis comparing it to other food companies.
Deploy PHP Apps on AWS Beanstalk & Deploy with Git
AWS Elastic Beanstalk is an easy way to deploy and manage applications on AWS. It automatically provisions resources like ELB, Auto Scaling, and CloudWatch. It allows you to easily snapshot application logs and receive email notifications. You can manage configuration settings in one place for switching instance types, running in multiple availability zones, turning on HTTPS, and providing database connection strings. Elastic Beanstalk works by hosting applications on Amazon EC2 instances behind an Elastic Load Balancer. It demonstrates launching a PHP application, creating development and production environments, pushing code updates, and making the application highly available across availability zones. Key features include support for Tomcat and PHP, IAM access control, common configuration settings across instances, auto scaling UI,
Criando um App com App Inventor 2
O documento descreve como criar aplicativos para Android usando o App Inventor 2. Ele explica o que é o App Inventor 2, como instalá-lo e utilizá-lo, dá um exemplo de aplicação criada com ele e instruções para como criar um aplicativo semelhante.
Design of inter poles
Interpoles are used in DC motors and generators to reduce the effects of armature reaction. They are small poles placed between the main poles that are wound with turns carrying the full armature current. This helps neutralize the cross-magnetizing effect of armature reaction and improves commutation. The interpole windings produce a commutating EMF that aids in reversing the current in the armature coils during commutation. Together, this allows for sparkless commutation even at higher loads and currents. The design of interpoles involves determining the required mmf to overcome armature reaction effects and provide the desired flux density in the interpole gaps.
Cronómetro con MIT App Inventor 2
Este documento describe cómo crear una aplicación cronómetro simple usando la herramienta MIT App Inventor 2. Explica que App Inventor permite diseñar interfaces gráficas y programar la lógica de una aplicación para Android sin necesidad de código. Para el cronómetro, se usan componentes como etiquetas y botones, y un componente reloj oculto que dispara eventos cada segundo para actualizar el tiempo. La lógica programa el comportamiento de los botones y actualiza los dígitos del cronómetro según pasen los segundos y
Current developments in underwater autonomy
Unmanned underwater systems become increasingly important in the maritime and offshore, security and defence domain. TNO conducts research and experimentation on autonomous
underwater vehicles and underwater communication to advise government and industry on this topic and develop new concept solutions. An overview of the current development will be given
with focus on autonomous decision making for underwater application, cooperative autonomy and new application of underwater autonomous systems for maritime and offshore operations
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Ensaios tecnologicos dos agregados para concreto docente mauro ribeiro viegas
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Communicating Amid Clamor and Calamity: How Technology Has Rewired Lawyers' P...
Instrumentasi Pada Proses Pasteurisasi Susu dan Air Handling Unit (AHU)
Instrumentasi Pada Proses Pasteurisasi Susu dan Air Handling Unit (AHU)
Deploy PHP Apps on AWS Beanstalk & Deploy with Git
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QA or the Highway - Component Testing: Bridging the gap between frontend appl...
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Essentials of Automations: Exploring Attributes & Automation Parameters
Building automations in FME Flow can save time, money, and help businesses scale by eliminating data silos and providing data to stakeholders in real-time. One essential component to orchestrating complex automations is the use of attributes & automation parameters (both formerly known as “keys”). In fact, it’s unlikely you’ll ever build an Automation without using these components, but what exactly are they?
Attributes & automation parameters enable the automation author to pass data values from one automation component to the next. During this webinar, our FME Flow Specialists will cover leveraging the three types of these output attributes & parameters in FME Flow: Event, Custom, and Automation. As a bonus, they’ll also be making use of the Split-Merge Block functionality.
You’ll leave this webinar with a better understanding of how to maximize the potential of automations by making use of attributes & automation parameters, with the ultimate goal of setting your enterprise integration workflows up on autopilot.
GNSS spoofing via SDR (Criptored Talks 2024)
In the realm of cybersecurity, offensive security practices act as a critical shield. By simulating real-world attacks in a controlled environment, these techniques expose vulnerabilities before malicious actors can exploit them. This proactive approach allows manufacturers to identify and fix weaknesses, significantly enhancing system security.
This presentation delves into the development of a system designed to mimic Galileo's Open Service signal using software-defined radio (SDR) technology. We'll begin with a foundational overview of both Global Navigation Satellite Systems (GNSS) and the intricacies of digital signal processing.
The presentation culminates in a live demonstration. We'll showcase the manipulation of Galileo's Open Service pilot signal, simulating an attack on various software and hardware systems. This practical demonstration serves to highlight the potential consequences of unaddressed vulnerabilities, emphasizing the importance of offensive security practices in safeguarding critical infrastructure.
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At this talk we will discuss DDoS protection tools and best practices, discuss network architectures and what AWS has to offer. Also, we will look into one of the largest DDoS attacks on Ukrainian infrastructure that happened in February 2022. We'll see, what techniques helped to keep the web resources available for Ukrainians and how AWS improved DDoS protection for all customers based on Ukraine experience
From Natural Language to Structured Solr Queries using LLMs
This talk draws on experimentation to enable AI applications with Solr. One important use case is to use AI for better accessibility and discoverability of the data: while User eXperience techniques, lexical search improvements, and data harmonization can take organizations to a good level of accessibility, a structural (or “cognitive” gap) remains between the data user needs and the data producer constraints.
That is where AI – and most importantly, Natural Language Processing and Large Language Model techniques – could make a difference. This natural language, conversational engine could facilitate access and usage of the data leveraging the semantics of any data source.
The objective of the presentation is to propose a technical approach and a way forward to achieve this goal.
The key concept is to enable users to express their search queries in natural language, which the LLM then enriches, interprets, and translates into structured queries based on the Solr index’s metadata.
This approach leverages the LLM’s ability to understand the nuances of natural language and the structure of documents within Apache Solr.
The LLM acts as an intermediary agent, offering a transparent experience to users automatically and potentially uncovering relevant documents that conventional search methods might overlook. The presentation will include the results of this experimental work, lessons learned, best practices, and the scope of future work that should improve the approach and make it production-ready.
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The typical problem in product engineering is not bad strategy, so much as “no strategy”. This leads to confusion, lack of motivation, and incoherent action. The next time you look for a strategy and find an empty space, instead of waiting for it to be filled, I will show you how to fill it in yourself. If you’re wrong, it forces a correction. If you’re right, it helps create focus. I’ll share how I’ve approached this in the past, both what works and lessons for what didn’t work so well.
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Demystifying Knowledge Management through Storytelling
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Introduction of Cybersecurity with OSS at Code Europe 2024
I develop the Ruby programming language, RubyGems, and Bundler, which are package managers for Ruby. Today, I will introduce how to enhance the security of your application using open-source software (OSS) examples from Ruby and RubyGems.
The first topic is CVE (Common Vulnerabilities and Exposures). I have published CVEs many times. But what exactly is a CVE? I'll provide a basic understanding of CVEs and explain how to detect and handle vulnerabilities in OSS.
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In our second session, we shall learn all about the main features and fundamentals of UiPath Studio that enable us to use the building blocks for any automation project.
📕 Detailed agenda:
Variables and Datatypes
Workflow Layouts
Arguments
Control Flows and Loops
Conditional Statements
💻 Extra training through UiPath Academy:
Variables, Constants, and Arguments in Studio
Control Flow in Studio
Session 1 - Intro to Robotic Process Automation.pdf
👉 Check out our full 'Africa Series - Automation Student Developers (EN)' page to register for the full program:
https://bit.ly/Automation_Student_Kickstart
In this session, we shall introduce you to the world of automation, the UiPath Platform, and guide you on how to install and setup UiPath Studio on your Windows PC.
📕 Detailed agenda:
What is RPA? Benefits of RPA?
RPA Applications
The UiPath End-to-End Automation Platform
UiPath Studio CE Installation and Setup
💻 Extra training through UiPath Academy:
Introduction to Automation
UiPath Business Automation Platform
Explore automation development with UiPath Studio
👉 Register here for our upcoming Session 2 on June 20: Introduction to UiPath Studio Fundamentals: https://community.uipath.com/events/details/uipath-lagos-presents-session-2-introduction-to-uipath-studio-fundamentals/
Leveraging the Graph for Clinical Trials and Standards
Katja Glaß
OpenStudyBuilder Community Manager - Katja Glaß Consulting
Marius Conjeaud
Principal Consultant - Neo4j
"NATO Hackathon Winner: AI-Powered Drug Search", Taras Kloba
This is a session that details how PostgreSQL's features and Azure AI Services can be effectively used to significantly enhance the search functionality in any application.
In this session, we'll share insights on how we used PostgreSQL to facilitate precise searches across multiple fields in our mobile application. The techniques include using LIKE and ILIKE operators and integrating a trigram-based search to handle potential misspellings, thereby increasing the search accuracy.
We'll also discuss how the azure_ai extension on PostgreSQL databases in Azure and Azure AI Services were utilized to create vectors from user input, a feature beneficial when users wish to find specific items based on text prompts. While our application's case study involves a drug search, the techniques and principles shared in this session can be adapted to improve search functionality in a wide range of applications. Join us to learn how PostgreSQL and Azure AI can be harnessed to enhance your application's search capability.
High performance Serverless Java on AWS- GoTo Amsterdam 2024
Java is for many years one of the most popular programming languages, but it used to have hard times in the Serverless community. Java is known for its high cold start times and high memory footprint, comparing to other programming languages like Node.js and Python. In this talk I'll look at the general best practices and techniques we can use to decrease memory consumption, cold start times for Java Serverless development on AWS including GraalVM (Native Image) and AWS own offering SnapStart based on Firecracker microVM snapshot and restore and CRaC (Coordinated Restore at Checkpoint) runtime hooks. I'll also provide a lot of benchmarking on Lambda functions trying out various deployment package sizes, Lambda memory settings, Java compilation options and HTTP (a)synchronous clients and measure their impact on cold and warm start times.
Dandelion Hashtable: beyond billion requests per second on a commodity server
This slide deck presents DLHT, a concurrent in-memory hashtable. Despite efforts to optimize hashtables, that go as far as sacrificing core functionality, state-of-the-art designs still incur multiple memory accesses per request and block request processing in three cases. First, most hashtables block while waiting for data to be retrieved from memory. Second, open-addressing designs, which represent the current state-of-the-art, either cannot free index slots on deletes or must block all requests to do so. Third, index resizes block every request until all objects are copied to the new index. Defying folklore wisdom, DLHT forgoes open-addressing and adopts a fully-featured and memory-aware closed-addressing design based on bounded cache-line-chaining. This design offers lock-free index operations and deletes that free slots instantly, (2) completes most requests with a single memory access, (3) utilizes software prefetching to hide memory latencies, and (4) employs a novel non-blocking and parallel resizing. In a commodity server and a memory-resident workload, DLHT surpasses 1.6B requests per second and provides 3.5x (12x) the throughput of the state-of-the-art closed-addressing (open-addressing) resizable hashtable on Gets (Deletes).
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