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Low Energy Photon Detection by Tianyi Guo
English | PDF EPUB (True) | 2024 | 58 Pages | ISBN : 3031715438 | 19.2 MB
This thesis showcases innovative new approaches aimed at advancing the next generation of long wave infrared (LWIR) light detectors and cameras. Detecting LWIR light at room temperature has posed a persistent challenge due to the low energy of photons. The pursuit of an affordable, high-performance LWIR camera capable of room temperature detection has spanned several decades. The two approaches detailed within are designed to offer high detectivity, swift response times, and room temperature operation. The first involves harnessing the Dirac plasmon and the Seebeck effect in graphene to create a photo-thermoelectric detector. The second entails the use of an oscillating circuit integrated with phase change materials and the modulation of frequency induced by infrared illumination to achieve LWIR detection. Finally, the graphene-based detectors are integrated with readout circuits to enable the development of a dense pixel focal plane which has strong potential for commercialization. The journey from novel material to device to functional camera presented here is essential reading for researchers in the field of photon detection.
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Lyimo-Mbowe, "Maasai Women and the Old Testament "
English | ISBN: 1433173492 | 2020 | 236 pages | PDF | 11 MB
The research presented in this book is a critical study of some effects of popular biblical interpretations in the context of an East African ethnic group, the Maasai. The book focuses on parallels between concepts of female inferiority in biblical texts and in Maasai traditional culture. It investigates some parallels and analyses their problems as they are conceptualized in popular Maasai biblical interpretation and how these affect the social transformation of the contemporary Maasai women.
Therefore, this book aims at sensitizing readers of the Bible about popular interpretation of biblical texts that consciously, and more often unconsciously, function as a legitimizing force, which authorizes or reinforces socio-cultural structures that oppress women. However, it demonstrates the potential of reading biblical texts from emancipatory perspectives, both in popular and academic critical contexts. Also, this book demonstrates how some popular Maasai biblical interpretations contributes in the academic works for the emancipation of women. Moreover, this work develops its own contextual hermeneutics approach of woman liberation known as
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Machine Learning and Mixed Reality for the Enhancement of Cultural Heritage: The Monastery of Saints Severino and Sossio Case Study by Maurizio Perticarini
English | PDF EPUB (True) | 2024 | 103 Pages | ISBN: 3031712862 | 76.6 MB
This book addresses the role of modern surveying and representation technologies in preserving and disseminating cultural heritage. A workflow is illustrated, describing the Former Monastery of Ss Severino and Sossio case study, currently the headquarters of the State Archives of Naples, Italy. After offering a historical overview, the work examines the spaces and structure of the building. A methodology for three-dimensional restitution is presented, using low-cost image-based and professional range-based surveying, concluding with recent AI technologies such as NeRF. The research continues with the virtual and augmented restitution of parts of the building that have been modified, lost over the centuries, or are no longer accessible. The Atrio dei Marmi, the Atrio del Platano, and the Sala del Capitolo and Sala del Refettorio are some of the places where the research has focused, creating a BIM model, using AR for precise interventions, and developing an immersive applied game to understand the third level of the monastery, rich in works of art and today also serving as a museum. In the final chapters, a particular focus is placed on the future of representation: new techniques, ongoing developments in AI supporting surveying, and the new possibilities offered by virtual spaces.
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Magnetic Nanomaterials: Synthesis, Characterization and Applications (Engineering Materials) by Uyiosa Osagie Aigbe, Kingsley Eghonghon Ukhurebor, Robert Birundu Onyancha
English | August 20, 2023 | ISBN: 3031360877 | 277 pages | MOBI | 12 Mb
This book explores some of the latest and recent advances in the synthesis, characterization and applications of magnetic nanomaterials. It starts with an overview of magnetic nanomaterials, followed by a list of their synthesis and characterization methods. The book shows the potential of magnetic materials in different applications, including theranostic nanomedicine, heavy metals detection, dyes sensing, solar cells, wastewater treatment, decontamination of soil, and detection and monitoring of toxic gases. Moreover, it explores their use as drug and gene delivery agents, their biosafety and bioregulation facets, tissue engineering applications, and their potential for combating pathogens
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Marc Schuilenburg, "Making Surveillance Public: Why You Should Be More Woke About AI and Algorithms"
English | ISBN: 9047302052 | 2024 | 196 pages | PDF | 10 MB
'In Making Surveillance Public law and philosophy scholar Marc Schuilenburg delivers a cogent, crisp, and convincing book on the challenges brought by AI and big data applications with respect to crime control and security. In contrast to governments reined in by law and ethics, the role of Google, Microsoft and Apple in crime and disorder prevention and detection is largely invisible. Schuilenburg documents the history, identifies the challenges, suggests useful concepts ("data donation", "algorithmic psychopower") and offers empirical examples such as Waze. Most importantly, he suggests how to think about the kinds of solutions needed in a radically changing control environment. The book is a valuable contribution to understanding the social embeddedness and consequences of seemingly "neutral" tools and the need for research and policy, in particular as this applies to private sector technology giants not traditionally seen as salient for crime control. The book is accessible to the general reader, but should be of particular interest to criminology, a field that has neglected the topic at its peril'
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Peter D. Marshall, "MAKING THE MAGIC HAPPEN: The Art and Craft of Film Directing"
English | ISBN: 1615932658 | 2017 | 147 pages | PDF | 32 MB
Filmmaking can be a complicated and risky adventure, but Making the Magic Happen shows you why directing a movie is actually simpler than you think. The trick is to properly learn the "craft" of filmmaking first, and then adapt your logistical and creative skills to the "art" of filmmaking.
Making the Magic Happen demystifies every aspect of film directing by demonstrating what you must learnabout the CRAFT of directing before pursuing the ART of directing. It is the most empowering book of its kind!
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MANUAL OF MASTERS ANDROID 2024 Edition: All! From Zero to Advanced Applications by Diego Rodrigues
English | August 26, 2024 | ISBN: N/A | ASIN: B0DFDPN922 | 172 pages | EPUB | 0.24 Mb
TAKE ADVANTAGE OF THE LAUNCH PROMOTIONAL PRICE
Welcome to "MANUAL OF MASTERS ANDROID 2024 Edition: All! From Zero to Advanced Applications." This book is an essential guide for students, professionals, and managers who want to master Android development.
Written by Diego Rodrigues, a renowned technical book author with over 140 titles published in six languages, this manual offers a comprehensive and practical approach to Android development, covering everything from the basics to advanced applications.
This book provides fast and effective learning, utilizing advanced techniques in technical writing and storytelling. You will find clear theories, practical examples, case studies, and tools that facilitate the immediate application of the knowledge acquired.
Whether you're just beginning your journey in the Android development universe or looking to enhance your skills, this book has been carefully structured to meet your needs and exceed expectations. Each chapter has been crafted to be a fundamental piece in your understanding of Android development, ensuring you are prepared to face challenges and seize the opportunities that the future holds.
Open the book sample and discover how Android development can transform your practices, bringing innovation, efficiency, and strategic vision to your projects and business.
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Marigold Mind Laundry: A Novel by Jungeun Yun, translated by Shanna Tan
English | October 1, 2024 | ISBN: 0593733932 | True EPUB | 256 pages | 4.8 MB
Welcome to the Marigold Mind Laundry, where we wash away the stains from your heart.
In this enchanting tale-a blockbuster bestseller in Korea-the enigmatic owner of a magical laundromat that erases people's painful memories must learn to find her own peace before she can truly help others.
Born with mysterious powers she does not know how to control, young Jieun accidentally causes her family to vanish. She vows to live a million lives in search of them.
Finally, one night, she brings the Marigold Mind Laundry into existence. Its service: to remove the deepest pain from our hearts. Jieun listens while customers share their unhappy memories. As they speak, she transfers their sadness onto T-shirts as stains. After a spin in the washing machine, the stains become flower petals that soar into the air, and Jieun's customers find solace.
Five wounded souls come to Jieun for help: a frustrated young filmmaker, a spiraling social media influencer, a mother betrayed by her husband, a woman jilted by her lover, and a talented photographer who hides in the safety of a mundane job. As Jieun listens to each of their stories, she learns that the will to heal is not a rare gift, but a power we all possess-if only we are open to it.
Joyous and inspiring, The Marigold Mind Laundry offers wonderment and comfort as it teaches us to tap into the magic that lives within us all.
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MASTER PYTHON DATA ENGINEERING AI-assisted Virtual Tutoring*: From Fundamentals to Advanced Applications with Virtual AI Tutoring (python forever eng) by Diego Rodrigues
English | September 1, 2024 | ISBN: N/A | ASIN: B0CXD7HJW9 | 169 pages | EPUB | 0.26 Mb
Imagine acquiring a book and, as a bonus, gaining access to a 24/7 AI-assisted Virtual Tutoring to personalize your learning journey, reinforce knowledge, and receive mentorship for developing and implementing real projects...
...Welcome to the Revolution of Personalized Learning with AI-Assisted Virtual Tutoring!
Discover " MASTER PYTHON DATA ENGINEERING: From Fundamentals to Advanced Applications with Virtual AI Tutoring," the essential guide for professionals and enthusiasts who want to master data engineering with Python. This innovative manual, written by Diego Rodrigues, an author with over 140 titles published in six languages, combines high-quality content with the advanced technology of IAGO, a virtual tutor developed and hosted on the OpenAI platform.
Innovative Features:
Personalized Learning: IAGO adapts the content to your knowledge level, offering detailed explanations and personalized exercises.
Immediate Feedback: Receive corrections and suggestions in real time, speeding up your learning process.
Interactivity and Engagement: Interact with the tutor via text or voice, making learning more dynamic and motivating.
Project Development Mentorship: Get practical guidance to develop and implement real projects, applying the knowledge gained.
Total Flexibility: Access the tutor anywhere, anytime, whether on a desktop, notebook, or smartphone with web access.
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Mastering UI Development with Unity - Second Edition: Develop engaging and immersive user interfaces with Unity by Dr Ashley Godbold
English | June 7, 2024 | ISBN: 180323539X | 638 pages | PDF | 73 Mb
Elevate your UI development skills with Unity and C# by learning design principles as well as leveraging Unity UI (uGUI), the UI Toolkit, and IMGUI
Key Features
- Develop game user interfaces with both technical and aesthetic considerations
- Understand how to use the diverse UI systems provided by Unity
- Follow step-by-step examples to create popular user interfaces seen in multiple game genres
Book Description
Mastering UI Development with Unity covers the creation of captivating, functional UIs for player interaction and engagement. Learn design considerations, animation, particle effects, and UI optimization for various genres and platforms. Implement UIs using Unity's UI systems and input systems, creating visually engaging elements like HUDs, menus, and progress bars. Discover how to develop and implement UIs across multiple platforms and resolutions with practical examples. By the end, you'll confidently develop game UIs with technical and aesthetic considerations using Unity's versatile UI elements.
What you will learn
- Discover design principles and patterns for crafting visually appealing UIs
- Explore techniques to scale your UI across resolutions
- Streamline your UI building process with automatic layouts
- Understand the properties of the Event System and appropriately hook events to your UI elements
- Implement Unity's built-in uGUI components, including those provided by TextMesh Pro
- Infuse UIs with stunning animation and particle effects
- Understand when and how to use Unity's UI Toolkit and IMGUI
Who this book is for
This book is for game developers looking to elevate their Unity game design skills. Individuals who want an in-depth explanation of specific UI elements and anyone looking for step-by-step guidance on how to implement UI components across multiple game genres will also find this book helpful. A basic understanding of Unity and C# programming is needed.
Table of Contents
- Designing User Interfaces
- Designing Mobile User Interfaces
- Designing VR, MR, and AR UI
- Universal Design and Accessibility for UI
- User Interface and Input Systems in Unity
- Canvases, Panels, and Basic Layouts
- Exploring Automatic Layouts
- The Event System and Programming for UI
- The UI Button Component
- UI Text and Text-TextMeshPro
- UI Images and Effects
- Using Masks, Scrollbars, and Scroll Views
- Other Interactable UI Components
- Animating UI Elements
- Particles in the UI
- Utilizing World Space UI
- Optimizing Unity UI
- Getting Started with UI Toolkit
- Working with IMGUI
- The New Input System
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Matemática com Python. Um Guia Prático by Guilherme Augusto Barucke Marcondes
Portuguese Brazilian | January 1, 2018 | ISBN: 8575227068 | EPUB | 1.61 Mb
Python é uma linguagem de programação versátil, poderosa e fácil de usar, que tem sido cada vez mais aplicada em trabalhos científicos e matemáticos. Este livro ensina a utilizar Python para resolver questões matemáticas, não sendo exigidos conhecimentos avançados de programação e de algoritmos, somente noções básicas da linguagem e de sua sintaxe. Além disso, apresenta o uso de Python como ferramenta, no apoio de estudos, pesquisas e aplicações, não se prendendo a explicações matemáticas, deixadas para outras fontes. Este livro destina-se às pessoas que se interessam pela matemática e buscam uma ferramenta para estudo, pesquisa e solução de questões, mas não necessariamente desejam aprender linguagens de programação, suas estruturas, algoritmos e desafios. E para os que gostam de programar, apresenta uma excelente introdução na busca por soluções matemáticas mais elaboradas e complexas, as quais demandem programas com mais recursos. Com este livro, você aprenderá a usar Python na solução matemática operações básicas; matrizes; funções; equações, sistemas de equações e inequações; operações com números complexos; construção de gráficos; cálculo diferencial e integral; cálculo numérico (zero de funções).
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Material Requirements Planning with SAP S/4HANA (First Edition) (SAP PRESS) by Caetano Almeida
English | July 29, 2020 | ISBN: 1493218867 | 543 pages | EPUB | 15 Mb
MRP is the backbone of manufacturing so get the SAP S/4HANA details you need to maximize your system! With this comprehensive guide, set up master data and configure SAP S/4HANA with step-by-step instructions. Run classic MRP, MRP Live, or both to plan your materials; then evaluate your results using either SAP GUI transactions or the SAP Fiori apps in the MRP cockpit. From order planning and procurement proposals to stock/requirements lists and rescheduling checks, this book has your back.
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Javier Valenzuela, "Meaning in English: An Introduction "
English | ISBN: 1107096375 | 2017 | 202 pages | PDF | 136 MB
This lively, compact textbook introduces readers to semantics - the study of how we construct meaning in communication. Easy to follow, and with a clear structure, it explains formal terminology in a simple and understandable way, without using formal notation or logic, and draws on dozens of examples from up-to-date empirical research findings. Offering a tight integration of classic semantic issues with cognitive science, Javier Valenzuela provides a complete and coherent overview of the main topics in this area, including a review of the empirical methods used in semantic theorizing, and discussions of both non-traditional and new topics, such as how meaning is acquired by children and how meaning is constructed cross-linguistically. Featuring illustrations, exercises, activities, suggestions for further reading, highlighted key terms, and a comprehensive glossary, this book is accessible to beginners and undergraduates, including those from non-linguistic backgrounds with no prior knowledge of linguistic analysis. It will be an essential resource for courses in English language, English studies, linguistics and the cognitive sciences.
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Methodologie der Sozialwissenschaften: Einführung in Probleme ihrer Theoriebildung und praktischen Anwendung By Karl-Dieter Opp (auth.)
2002 | 271 Pages | ISBN: 3531427598 | PDF | 9 MB
Dieses Buch bietet eine elementare, kritische und leicht verständliche Einführung in die zentralen Probleme der Methodologie der Sozialwissenschaften. Dabei wird ein Einblick in die konkrete Arbeitsweise und die Probleme einer modernen empirisch-theoretischen Sozialwissenschaft gegeben. U. a. werden folgende Fragen behandelt: Wie geht man bei einer Erklärung konkreter sozialer Sachverhalte vor? Wie unterscheidet sich das Verstehen sozialer Sachverhalte von deren Erklärung? Welche Probleme treten bei einer Prognose auf? Wie definiert man Begriffe? Wie kritisiert man eine sozialwissenschaftliche Theorie? Welche Rolle spielen Logik und Mathematik in den Sozialwissenschaften? Sollen und können Sozialwissenschaften wertfrei sein? Wie diskutiert man Werte? Inwieweit sind Ergebnisse der Sozialwissenschaften für die Lösung praktischer Probleme verwendbar?
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Methods of IT Project Management, Fourth Edition by Jeffrey L. Brewer, Kevin C. Dittman
English | October 15, 2022 | ISBN: 161249790X | 582 pages | MOBI | 24 Mb
Designed for graduate, advanced undergraduate, and practitioner project management courses with an information technology focus, Methods of IT Project Management is designed around the Project Management Body of Knowledge (PMBOK), incorporating material from the latest seventh edition while still maintaining the book's process approach. The text provides students with all the concepts, techniques, artifacts, and methods found in the leading project management reference books and modern development methodologies (agile, hybrid, and traditional), while also conveying practical knowledge that can immediately be applied in real-world settings. Unlike other books in this area, the material is organized according to the sequence of a generic project life cycle―from project selection to initiation, planning, execution, control, and iteration or project closeout. Following this life-cycle approach, as opposed to covering the material by knowledge area or project performance domain, allows new learners to simultaneously study project management concepts and methods as they develop skills they can use immediately during and upon completion of the course. The text's structure also allows different programs to use the book during real-world student projects.
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Mi Cocina Mexicana: Easy Recipes for My Favorite Tacos, Enchiladas, Flautas and More by Ariana Monika Ruiz
English | October 1st, 2024 | ISBN: 9798890031648 | 160 pages | True EPUB | 153.57 MB
Viva La Comida Mexicana
If your mama never taught you how to cook, that's okay! With these 60 mouthwatering recipes, you'll learn from viral TikTok cook Ariana Monika Ruiz how to whip up easy Mexican meals at home. From fresh family dinners to low-effort salsas, homemade tortillas and irresistible desserts, Ariana shares beginner-friendly recipes for her favorite Mexican classics like:
* Tacos al Pastor
* Ma's Easy Mexican Rice
* Chicken Tortilla Soup
* Crowd-Pleasing Ceviche
* Chili con Carne Rojo
* Five-Minute Breakfast Tacos
* Creamy Enchiladas
* Verdes Hot 'n' Chewy Churros
These recipes make it easier than ever to relive the favorites of your childhood or spice up your cooking without a ton of ingredients or complicated techniques. Ariana's tried-and-true, delicious meals will bring amazing Mexican flavors right to your table-just like mom used to make.
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Microservices with Spring Boot 3 and Spring Cloud - Third Edition: Build resilient and scalable microservices using Spring Cloud, Istio, and Kubernetes by Magnus Larsson
English | August 31, 2023 | ISBN: 1805128698 | 706 pages | RAR | 42 Mb
Create and deploy production-grade microservices-based applications with this latest edition updated to Spring Boot 3, Java 17, and Spring Cloud 2022
Purchase of the print or Kindle book includes a free PDF eBook
Key Features:
Build cloud-native production-ready microservices and stay ahead of the curveUnderstand the challenges of building large-scale microservice architecturesLearn how to get the best out of the latest updates, including Spring Boot 3, Spring Cloud, Kubernetes, and Istio
Book Description:
Looking to build and deploy microservices but not sure where to start? Check out Microservices with Spring Boot 3 and Spring Cloud, Third Edition.
With a practical approach, you'll begin with simple microservices and progress to complex distributed applications. Learn essential functionality and deploy microservices using Kubernetes and Istio.
This book covers Java 17, Spring Boot 3, and Spring Cloud 2022. Java EE packages are replaced with the latest Jakarta EE packages. Code examples are updated and deprecated APIs have been replaced, providing the most up to date information. Gain knowledge of Spring's AOT module, observability, distributed tracing, and Helm 3 for Kubernetes packaging.
Start with Docker Compose to run microservices with databases and messaging services. Progress to deploying microservices on Kubernetes with Istio. Explore persistence, resilience, reactive microservices, and API documentation with OpenAPI. Learn service discovery with Netflix Eureka, edge servers with Spring Cloud Gateway, and monitoring with Prometheus, Grafana, and the EFK stack.
By the end, you'll build scalable microservices using Spring Boot and Spring Cloud.
What You Will Learn:
Build reactive microservices using Spring BootDevelop resilient and scalable microservices using Spring CloudUse OAuth 2.1/OIDC and Spring Security to protect public APIsImplement Docker to bridge the gap between development, testing, and productionDeploy and manage microservices with KubernetesApply Istio for improved security, observability, and traffic managementWrite and run automated microservice tests with JUnit, test containers, Gradle, and bashUse Spring AOT and GraalVM to native compile the microservicesUse Micrometer Tracing for distributed tracing
Who this book is for:
If you're a Java or Spring Boot developer learning how to build microservice landscapes from scratch, then this book is for you. To get started, you need some prior experience in building apps with Java or Spring Boot.
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Model Home: A Novel by Rivers Solomon
English | October 1, 2024 | ISBN: 0374607133 | True EPUB | 304 pages | 0.6 MB
Welcome to Rivers Solomon's dark and wondrous Model Home, a new kind of haunted-house novel.
The three Maxwell siblings keep their distance from the lily-white gated enclave outside Dallas where they grew up. When their family moved there, they were the only Black family in the neighborhood. The neighbors acted nice enough, but right away bad things, scary things―the strange and the unexplainable―began to happen in their house. Maybe it was some cosmic trial, a demonic rite of passage into the upper-middle class. Whatever it was, the Maxwells, steered by their formidable mother, stayed put, unwilling to abandon their home, terrors and trauma be damned.
As adults, the siblings could finally get away from the horrors of home, leaving their parents all alone in the house. But when news of their parents' death arrives, Ezri is forced to return to Texas with their sisters, Eve and Emanuelle, to reckon with their family's past and present, and to find out what happened while they were away. It was not a "natural" death for their parents . . . but was it supernatural?
Rivers Solomon turns the haunted-house story on its head, unearthing the dark legacies of segregation and racism in the suburban American South. Unbridled, raw, and daring, Model Home is the story of secret histories uncovered, and of a queer family battling for their right to live, grieve, and heal amid the terrors of contemporary American life.
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Modern Distributed Tracing in .NET: A practical guide to observability and performance analysis for microservices by Liudmila Molkova, Sergey Kanzhelev
English | June 30, 2023 | ISBN: N/A | ASIN: B0BN1ML4D8 | 336 pages | PDF | 28 Mb
Instrument .NET apps using OpenTelemetry and explore logs and .NET diagnostic tools to debug, monitor, and analyze the performance of complex systems in the cloud
Purchase of the print or Kindle book includes a free PDF eBook
Key FeaturesGet a clear understanding of complex systems using .NET and OpenTelemetryAdopt a systematic approach toward performance analysis and debuggingExplore instrumentation techniques for common distributed patternsBook DescriptionAs distributed systems become more complex and dynamic, their observability needs to grow to aid the development of holistic solutions for performance or usage analysis and debugging. Distributed tracing brings structure, correlation, causation, and consistency to your telemetry, thus allowing you to answer arbitrary questions about your system and creating a foundation for observability vendors to build visualizations and analytics.
Modern Distributed Tracing in .NET is your comprehensive guide to observability that focuses on tracing and performance analysis using a combination of telemetry signals and diagnostic tools. You'll begin by learning how to instrument your apps automatically as well as manually in a vendor-neutral way. Next, you'll explore how to produce useful traces and metrics for typical cloud patterns and get insights into your system and investigate functional, configurational, and performance issues. The book is filled with instrumentation examples that help you grasp how to enrich auto-generated telemetry or produce your own to get the level of detail your system needs, along with controlling your costs with sampling, aggregation, and verbosity.
By the end of this book, you'll be ready to adopt and leverage tracing and other observability signals and tools and tailor them to your needs as your system evolves.
What you will learnUnderstand the core concepts of distributed tracing and observabilityAuto-instrument .NET applications with OpenTelemetryManually instrument common scenarios with traces and metricsSystematically debug issues and analyze the performanceKeep performance overhead and telemetry volume under controlAdopt and evolve observability in your organizationWho this book is for
This book is for software developers, architects, and systems operators running .NET services who want to use modern observability tools and standards and take a holistic approach to performance analysis and end-to-end debugging. Software testers and support engineers will also find this book useful. Basic knowledge of the C# programming language and .NET platform is assumed to grasp the examples of manual instrumentation, but it is not necessary.
Table of ContentsProduct Information DocumentObservability Needs of Modern ApplicationsNative Monitoring in .NETThe .NET Observability EcosystemLow-Level Performance Analysis with Diagnostic ToolsConfiguration and Control PlaneTracing Your CodeAdding Custom MetricsWriting Structured and Correlated LogsBest PracticesTracing Network CallsInstrumenting Messaging ScenariosInstrumenting Database CallsDriving ChangeCreating Your Own ConventionsInstrumenting Brownfield Applications
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Modern Graph Theory Algorithms with Python: Harness the power of graph algorithms and real-world network applications using Python by Colleen M Farrelly, Franck Kalala Mutombo, Michael Giske
English | June 7, 2024 | ISBN: 1805127896 | 290 pages | PDF | 25 Mb
Solve challenging and computationally intensive analytics problems by leveraging network science and graph algorithms
Key Features
- Learn how to wrangle different types of datasets and analytics problems into networks
- Leverage graph theoretic algorithms to analyze data efficiently
- Apply the skills you gain to solve a variety of problems through case studies in Python
Book Description
We are living in the age of big data, and scalable solutions are a necessity. Network science leverages the power of graph theory and flexible data structures to analyze big data at scale.
This book guides you through the basics of network science, showing you how to wrangle different types of data (such as spatial and time series data) into network structures. You'll be introduced to core tools from network science to analyze real-world case studies in Python. As you progress, you'll find out how to predict fake news spread, track pricing patterns in local markets, forecast stock market crashes, and stop an epidemic spread. Later, you'll learn about advanced techniques in network science, such as creating and querying graph databases, classifying datasets with graph neural networks (GNNs), and mining educational pathways for insights into student success. Case studies in the book will provide you with end-to-end examples of implementing what you learn in each chapter.
By the end of this book, you'll be well-equipped to wrangle your own datasets into network science problems and scale solutions with Python.
What you will learn
- Transform different data types, such as spatial data, into network formats
- Explore common network science tools in Python
- Discover how geometry impacts spreading processes on networks
- Implement machine learning algorithms on network data features
- Build and query graph databases
- Explore new frontiers in network science such as quantum algorithms
Who this book is for
If you're a researcher or industry professional analyzing data and are curious about network science approaches to data, this book is for you. To get the most out of the book, basic knowledge of Python, including pandas and NumPy, as well as some experience working with datasets is required. This book is also ideal for anyone interested in network science and learning how graph algorithms are used to solve science and engineering problems. R programmers may also find this book helpful as many algorithms also have R implementations.
Table of Contents
- What is a Network?
- Wrangling Data into Networks with NetworkX and igraph
- Demographic Data
- Transportation Data
- Ecological Data
- Stock Market Data
- Goods Prices/Sales Data
- Dynamic Social Networks
- Machine Learning for Networks
- Pathway Mining
- Mapping Language Families - an Ontological Approach
- Graph Databases
- Putting It All Together
- New Frontiers
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