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Data Engineering Issues in E-Commerce and Services: Second International Workshop, DEECS 2006, San Francisco, CA, USA, June 26, 2006. Proceedings By Tokuro Matsuo, Takayuki Ito, Toramatsu Shintani (auth.), Juhnyoung Lee, Junho Shim, Sang-goo Lee, Christoph Bussler, Simon Shim (eds.)
2006 | 294 Pages | ISBN: 3540354409 | PDF | 5 MB
Welcome to the second International Workshop on Data Engineering Issues in E-Commerce and Services (DEECS 2006) in conjunction with the 8th IEEE Conference on E-Commerce Technology and the third IEEE Conference on Enterprise Computing, E-Commerce and E-Services. The purpose of the DEECS workshop is to provide an annual forum for exchange of state-of-the-art research and development in e-commerce and services. Since the increasing demand on e-commerce and services, we are witnessing a continuing growth of interest in the workshop. The increased number of submissions this year includes a record number from Asia. We received 47 papers: 6 from North/South America, 9 from Europe, and 32 from Asia. Of these, 15 regular papers and 8 short papers were accepted. The technical program reflects an increasing development of principles in service engineering, service-oriented architecture, data and knowledge engineering, and business models and analysis. It also reflects an increased emphasis on system and tool implementation, and applications to service practices, evidencing a maturation of the underlying principles.




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Data Engineering with AWS Cookbook: A recipe-based approach to help you tackle data engineering problems with AWS services by Trâm Ngọc Phạm, Viquar Khan, Huda Nofal, Gonzalo Herreros González
English | November 29, 2024 | ISBN: 1805127284 | True PDF | 528 pages | 15 MB
Master AWS data engineering services and techniques for orchestrating pipelines, building layers, and managing migrations

Key Features
Get up to speed with the different AWS technologies for data engineeringLearn the different aspects and considerations of building data lakes, such as security, storage, and operationsGet hands on with key AWS services such as Glue, EMR, Redshift, QuickSight, and Athena for practical learning
Book Description
Performing data engineering with Amazon Web Services (AWS) combines AWS's scalable infrastructure with robust data processing tools, enabling efficient data pipelines and analytics workflows. This comprehensive guide to AWS data engineering will teach you all you need to know about data lake management, pipeline orchestration, and serving layer construction.
Through clear explanations and hands-on exercises, you'll master essential AWS services such as Glue, EMR, Redshift, QuickSight, and Athena. Additionally, you'll explore various data platform topics such as data governance, data quality, DevOps, CI/CD, planning and performing data migration, and creating Infrastructure as Code. As you progress, you will gain insights into how to enrich your platform and use various AWS cloud services such as AWS EventBridge, AWS DataZone, and AWS SCT and DMS to solve data platform challenges.
Each recipe in this book is tailored to a daily challenge that a data engineer team faces while building a cloud platform. By the end of this book, you will be well-versed in AWS data engineering and have gained proficiency in key AWS services and data processing techniques. You will develop the necessary skills to tackle large-scale data challenges with confidence.
What you will learn
Define your centralized data lake solution, and secure and operate it at scaleIdentify the most suitable AWS solution for your specific needsBuild data pipelines using multiple ETL technologiesDiscover how to handle data orchestration and governanceExplore how to build a high-performing data serving layerDelve into DevOps and data quality best practicesMigrate your data from on-premises to AWS
Who this book is for
If you're involved in designing, building, or overseeing data solutions on AWS, this book provides proven strategies for addressing challenges in large-scale data environments. Data engineers as well as big data professionals looking to enhance their understanding of AWS features for optimizing their workflow, even if they're new to the platform, will find value. Basic familiarity with AWS security (users and roles) and command shell is recommended.


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Data Management in Grids: First VLDB Workshop, DMG 2005, Trondheim, Norway, September 2-3, 2005, Revised Selected Papers By Reagan W. Moore (auth.), Jean-Marc Pierson (eds.)
2006 | 146 Pages | ISBN: 3540312129 | PDF | 2 MB
This book constitutes the thoroughly refereed post-proceedings of the First International Workshop on Data Management in Grids, DMG 2005, held in Trondheim, Norway in September 2005 in conjunction with VLDB 2005.The 9 revised full papers presented together with 2 invited papers were carefully reviewed and selected from 24 submissions for inclusion in the book. The papers address all current research activities in relation to data management in dynamic, heterogeneous and cross-organizational environments, i.e. grids. They show unique expertise in the management of very large, widely distributed databases. Conversely, Grids offer a novel and very exciting field of research for database scientists both in terms of application domains and fundamental research.




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Data Science and Classification By Emmanuel Blanchard, Pascale Kuntz, Mounira Harzallah, Henri Briand (auth.), Prof. Dr. Vladimir Batagelj, Prof. Dr. Hans-Hermann Bock, Prof. Dr. Anuška Ferligoj, Aleš Žiberna (eds.)
2006 | 358 Pages | ISBN: 3540344152 | PDF | 4 MB
From the reviews:"This book is a collection of papers presented at the Tenth Conference of the International Federation of Classification Societies. The contributors are primarily statisticians and computer scientists ... . The typesetting and page layout are well done, and the graphics are very clear. ... The main market for this book would be libraries, and researchers wanting a record of recent advances in statistical learning." (Jeffrey D. Picka, Technometrics, Vol. 49 (3), August, 2007)




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Data Structures & Algorithms With Java 101
by Aarav Joshi

English | December 15, 2024 | ASIN: B0DQJWJMSZ | 722 pages | PDF | 192 Mb

Why Data Structures and Algorithms?
Data Structures and Algorithms (DSA) form the foundation of efficient problem-solving in computer science. They enable developers to design scalable, robust, and high-performance applications by structuring data optimally and processing it effectively. Mastery of DSA allows you to tackle complex problems with ease, optimize resources, and create solutions that can adapt to changing requirements. Whether it's navigating a social network, sorting large datasets, or finding the shortest path in a map, DSA is essential for building intelligent and efficient software.
Why Java for DSA?
Java is an excellent choice for learning and implementing DSA due to its powerful features and versatility. Its object-oriented nature and extensive library support make it ideal for creating reusable, maintainable code. Java's built-in data structures, such as ArrayList, HashMap, and PriorityQueue, provide a strong starting point, while its scalability and platform independence ensure that Java solutions can work seamlessly across various environments. Moreover, Java's strong community and rich ecosystem make it easy to find resources, frameworks, and support for learning DSA effectively.
About the Book
This book simplifies the learning journey of DSA using Java, offering a well-structured roadmap from basics to advanced topics. With clear explanations, practical examples, and hands-on problems, it equips readers to apply DSA concepts confidently in real-world scenarios.
101 Books: Revolutionizing Affordable Quality Education
101 Book is a forward-thinking company dedicated to democratizing access to quality education by offering affordable learning materials. With a mission to empower learners globally, the company designs and distributes high-quality books, courses, and educational resources at exceptionally low prices. Focused on inclusivity and innovation, 101 Book ensures its products cater to diverse subjects, age groups, and learning needs. By leveraging cost-efficient production methods without compromising content quality, the company bridges the education gap, enabling millions to achieve academic success. Committed to excellence and accessibility, 101 Book is reshaping the landscape of affordable education, fostering knowledge for all.


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Kathy Cruz, "Dateline Purgatory: Examining the Case that Sentenced Darlie Routier to Death"
English | ISBN: 0875656102 | 2015 | 224 pages | EPUB | 18 MB
The brutal murders of young Devon and Damon Routier in the early morning hours of June 6, 1996, put their mother-Darlie Routier-at the heart of one of the most notorious murder cases in modern Texas history-despite her own throat having been slashed to within two millimeters of her carotid artery.

The actions of a small-town police department and those within Dallas County's ruthless justice system created a perfect storm that swept up the young mother and landed her on death row. There she has remained, in a nine-feet-by-six-feet cell, despite claims of her innocence by those who know her, findings about the alarming fallibility of bloodstain analysis, and her husband's admission that at the time of the murders he was soliciting help to stage a home burglary to commit insurance fraud.
In
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Designing Distributed Systems: Patterns and Paradigms for Scalable, Reliable Systems Using Kubernetes, 2nd Edition by Brendan Burns
English | January 7th, 2025 | ISBN: 1098156358 | 220 pages | True PDF | 3.74 MB
Every distributed system strives for reliability, performance, and quality, but building such a system is hard. Establishing a set of design patterns enables software developers and system architects to use a common language to describe their systems and learn from the patterns and practices developed by others.

The popularity of containers and Kubernetes paves the way for core distributed system patterns and reusable containerized components. This practical guide presents a collection of repeatable, generic patterns to help guide the systems you build using common patterns and practices drawn from some of the highest performing distributed systems in use today. These common patterns make the systems you build far more approachable and efficient, even if you've never built a distributed system before.
Author Brendan Burns demonstrates how you can adapt existing software design patterns for designing and building reliable distributed applications. Systems engineers and application developers will learn how these long-established patterns provide a common language and framework for dramatically increasing the quality of your system.
This fully updated second edition includes new chapters on AI inference, AI training, and building robust systems for the real world.
* Understand how patterns and reusable components enable the rapid development of reliable distributed systems
* Use the sidecar, adapter, and ambassador patterns to split your application into a group of containers on a single machine
* Explore loosely coupled multinode distributed patterns for replication, scaling, and communication between components
* Learn distributed system patterns for large-scale batch data processing covering work queues, event-based processing, and coordinated workflows


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Designing LLMs for Production: A basic manual for enhancing LLM skills and dependability by prompting by Epris E. Ezekiel
English | August 12, 2024 | ISBN: N/A | ASIN: B0DCZYF78K | PDF | 0.52 Mb
You may have interacted with an LLM without even realizing it if you have ever had a conversation with an AI chatbot or virtual assistant. These models have a plethora of uses, far beyond chatbots, including sentiment analysis, document summarization, machine translation, text generation, and many more! The term "large language model" (LLM) describes a kind of sophisticated software capable of human-like communication. These models are incredibly good at comprehending complicated circumstances and producing content that makes sense and seems human. LLMs are becoming a crucial component of the artificial intelligence (AI) environment. We shall go into the world of LLMs in this piece, examining their development over time and their history. Significant advancements in AI technology may be seen in the evolution of language models from basic rule-based systems to complex intelligence models. Large language models (LLMs) are becoming more and more capable of comprehending and interacting with humans, making them more than just tools for improving text-based applications.




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Dr. R. Douglas Collins MD, "Diagnosis and Management of Neck and Back Pain in Primary Care"
English | ISBN: 1496362748 | 2017 | 156 pages | EPUB | 32 MB
Neck and back pain is one of the most common presenting complaints in primary care practice, but can be very challenging to diagnose and manage. Diagnosis and Management of Neck and Back Pain inPrimary Care helps you systematically approach this problem and give your patients the relief they so desperately need. Preeminent physician R. Douglas Collins, MD, FACP gives you the benefit of his decades of experience, offering a wealth of diagnostic pearls as well as holistic guidance on management - much of which is unavailable in any other single reference source.

Features:
See how to evaluate patients step by step thanks to abundant color illustrations of the examination of patients with neck, thoracic, and low back pain.
Read more


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Jonathan Simon, "Diphtheria Serum as a Technological Object: A Philosophical Analysis of Serotherapy in France 1894-1900 "
English | ISBN: 1498531474 | 2016 | 168 pages | EPUB | 8 MB
Introduced in 1894 as a treatment for a deadly childhood disease, the diphtheria serum stands as a milestone in pharmaceutical history. Diphtheria Serum as a Technological Object: A Philosophical Analysis of Serotherapy in France 1894-1900 considers the production and use of this serum in France, analyzing the drug in terms of a technological object. To do this, Jonathan Simon draws on the philosophy of technology, exploring the application of this approach to medical drugs and suggesting how such an analysis can in turn contribute to this domain of philosophy. Starting with the manufacture of the serum from horses' blood, Simon then considers the processes involved in transforming the blood serum into a legal medical drug and establishing its efficacy as a treatment against diphtheria. The book looks at the place the drug assumed in French society at the time, as well as the legal and political implications of its manufacture and use. All these elements are deployed to characterize a specifically French serum, as the author argues that the constitution of the drug in its full sense is not only technical but also social, political, and legal.

Considering the serum as technological object facilitates a philosophical reflection on the nature of medical drugs in general by means of a thorough analysis of this particular historical example. The insights offered in this book will be of interest to students and scholars working on the philosophy of technology, particularly the medical sciences, as well as to historians of medicine, particularly those interested in the history of pharmacy.
Read more


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DIY Perfumes - Personalize Your Scent with These Homemade Recipes!: Make Your Own Perfume and You'll Never Buy Store-Bought Ones Again! by Alicia T. White
English | April 9, 2023 | ISBN: N/A | ASIN: B0C1YPP795 | 75 pages | EPUB | 9.81 Mb
Stop enduring the side effects of store-bought perfumes and make the switch to homemade fragrances!

With just a few experiments, you can create your own unique, long-lasting perfume blend - something that you'll love and that won't harm your body.
Say goodbye to chemicals and hello to homemade perfumes today!
Improve your homemade perfumes with 30+ recipes that are easy to follow! Unleash your creativity and make a unique fragrance that will showcase your individual style. Don't wait any longer; start making your own perfume today and become the master of fragrances!
Unsure of the perfect gift to show your appreciation for a special day? Making your own perfume will not only showcase your creative abilities but will also leave your friend or colleague wondering how you created such a unique scent. Trust me, they will be touched by the effort you have gone to in order to make something truly unique just for them.
In "DIY Perfumes: Personalize Your Scent with These Homemade Recipes!" you will find:
* 10 All-Day Emotional Cologne Sprays
* 10 Spray Perfume Blends
* Celebration-appropriate perfumes in convenient roll-on form.
* Fragrances in solid form; excellent as presents
* Instructions on creating your own mix



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Django Python for Web Development: A Middle-Level Guide to Enhancing Your Django Skills by Arthur Wetherby
English | August 20, 2024 | ISBN: N/A | ASIN: B0DDVSQZC4 | 239 pages | EPUB | 12 Mb
Unlock the full potential of your web development skills with "Django Python for Web Development: A Middle-Level Guide to Enhancing Your Django Skills." This indispensable resource is perfectly crafted for developers who have grasped the basics of Django and are ready to elevate their proficiency to the next level. Dive deeper into the world of Django as this guide takes you through advanced concepts and techniques that are essential for building robust, efficient, and scalable web applications. From mastering Django's powerful ORM capabilities to effectively using class-based views and middleware, this book covers it all. Learn how to leverage Django's security features to build safer applications and explore how to optimize your site's performance for real-world use. Through practical examples, detailed explanations, and step-by-step instructions, you will enhance your understanding of Django's architecture and discover best practices that you can apply immediately in your projects. Whether you're looking to refine your skill set, solve complex web development challenges, or simply take your Django applications to the next level, this book is your go-to guide. Embark on this advanced journey through Django and transform your middle-level skills into top-tier expertise. "Django Python for Web Development: A Middle-Level Guide to Enhancing Your Django Skills" is the perfect companion for your development career, ensuring you remain at the cutting edge of web technology.




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DK Scotland (Travel Guide) by DK Travel
English | September 24, 2024 | ISBN: 024167560X | 288 pages | MOBI | 169 Mb
Whether you want to explore the ramparts of Edinburgh Castle, adventure through breathtaking Highland landscapes or sample the finest local produce washed down by ancient malts, your DK Eyewitness travel guide makes sure you experience all that Scotland has to offer.

Famed for its majestic mountains, desolate moorlands and shimmering lochs, Scotland's remote and wild regions are an absolute joy for outdoor enthusiasts seeking an escape from city life. Scotland's urban centres have a lot to offer too, from cutting-edge art galleries and world-class museums to a flourishing food scene and a scintillating roster of cultural events, comedy and theatre.
Our updated guide brings Scotland to life, transporting you there like no other travel guide does with expert-led insights, trusted travel advice, detailed breakdowns of all the must-see sights, photographs on practically every page, and our hand-drawn illustrations which place you inside the country's iconic buildings and neighborhoods. Our updated 2022 travel guide brings to life.
DK Eyewitness Scotland is your ticket to the trip of a lifetime.
Inside DK Eyewitness Scotland you will find:
- A fully-illustrated top experiences guide: our expert pick of Scotland's must-sees and hidden gems
- Accessible itineraries to make the most out of each and every day
- Expert advice: honest recommendations for getting around safely, when to visit each sight, what to do before you visit, and how to save time and money
- Color-coded chapters to every part of Scotland, from Edinburgh and Glasgow to Southern Scotland and the Highlands and Islands
- Practical tips: the best places to eat, drink, shop and stay
- Detailed maps and walks to help you navigate the region country easily and confidently
- Covers: Edinburgh, Southern Scotland, Glasgow, Central and Northeast Scotland, Highlands and Islands
Touring the UK? Try our DK Eyewitness Great Britain. Want the best of Scotland in your pocket? Try our DK Eyewitness Top 10 Scotland.
About DK Eyewitness:
At DK Eyewitness, we believe in the power of discovery. We make it easy for you to explore your dream destinations. DK Eyewitness travel guides have been helping travelers to make the most of their breaks since 1993. Filled with expert advice, striking photography and detailed illustrations, our highly visual DK Eyewitness guides will get you closer to your next adventure. We publish guides to more than 200 destinations, from pocket-sized city guides to comprehensive country guides. Named Top Guidebook Series at the 2020 Wanderlust Reader Travel Awards, we know that wherever you go next, your DK Eyewitness travel guides are the perfect companion.


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Jacqueline Rayner, "Doctor Who Winner Takes All"
English | 2005 | pages: 189 | ISBN: 1846072999, 1849907153 | PDF | 0,7 mb
Rose and the Doctor return to present-day Earth, and become intrigued by the latest craze - the video game, Death to Mantodeans. Is it as harmless as it seems? And why are so many local people going on holiday and never returning? Meanwhile, on another world, an alien war is raging. The Quevvils need to find a new means of attacking the ruthless Mantodeans.Searching the galaxy for cunning, warlike but gullible allies, they find the ideal soldiers on Earth. Will Rose be able to save her family and friends from the alien threat? And can the Doctor play the game to the end and win?Featuring the Ninth Doctor and Rose as played by Christopher Eccleston and Billie Piper in the hit science fiction series from BBC TelevisionFirst published in 2005



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Teri Capriotti DO MSN CRNP RN, "Document Smart: The A-to-Z Guide to Better Nursing Documentation Ed 4"
English | ISBN: 1975120736 | 2019 | 512 pages | EPUB | 45 MB
Feeling unsure about documenting patient care? Learn to document with skill and ease, with the freshly updated Document Smart, 4th Edition. This unique, easy-to-use resource is a must-have for every student and new nurse, offering more than 300 alpha-organized topics that demonstrate the latest nursing, medical and government best practices for documenting a wide variety of patient conditions and scenarios.

Whether you are assessing data, creating effective patient goals, choosing optimal interventions or evaluating treatment, this is your road map to documentation confidence and clarity.


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Mark Simpson, "Donors, Democracy and Development in Africa: Western Aid and Political Repression"
English | ISBN: 3031749162 | 2024 | 369 pages | EPUB | 640 KB
Uganda, Ethiopia and Rwanda have figured prominently in the post- Cold War relations between Western donors and Sub-Saharan Africa. Their 'new leaders' were embraced by Western countries as the antithesis of former Cold War-era African strongmen, and their countries became 'donor darlings', benefitting from regular and significant inflows of Western development assistance. To the dismay of African democracy activists and human rights defenders, such aid enabled the regimes in these countries to strengthen the repressive political and economic governance systems over which they preside.

Using a multi-disciplinary approach, this book examines the role of Western development assistance in supporting these authoritarian African regimes. It connects changing Western donor policies and priorities to developments within the three African countries, to the past of these ruling parties as armed liberation movements, to wider regional and global political, economic and strategic shifts, and highlights the skillful management by Kampala, Addis Ababa and Kigali of Western aid and international aid architecture to ensure regime preservation.
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TakeFile
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[b]Fileaxa[/b]
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Fikper
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Links are Interchangeable - Single Extraction
 

booksz

New Member
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Donors, Democracy and Development in Africa: Western Aid and Political Repression
by Mark Simpson
English | 2024 | ISBN: 3031749162 | 358 Pages | True PDF | 5.28 MB

Uganda, Ethiopia and Rwanda have figured prominently in the post- Cold War relations between Western donors and Sub-Saharan Africa. Their 'new leaders' were embraced by Western countries as the antithesis of former Cold War-era African strongmen, and their countries became 'donor darlings', benefitting from regular and significant inflows of Western development assistance. To the dismay of African democracy activists and human rights defenders, such aid enabled the regimes in these countries to strengthen the repressive political and economic governance systems over which they preside.
Using a multi-disciplinary approach, this book examines the role of Western development assistance in supporting these authoritarian African regimes. It connects changing Western donor policies and priorities to developments within the three African countries, to the past of these ruling parties as armed liberation movements, to wider regional and global political, economic and strategic shifts, and highlights the skillful management by Kampala, Addis Ababa and Kigali of Western aid and international aid architecture to ensure regime preservation.



Код:
Rapidgator
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TakeFile
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[b]Fileaxa[/b]
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Fikper
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Links are Interchangeable - Single Extraction
 

booksz

New Member
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DuckDB: Up and Running: Fast Data Analytics and Reporting by Wei-Meng Lee
English | January 21st, 2025 | ISBN: 1098159691 | 308 pages | True PDF | 25.46 MB
DuckDB, an open source in-process database created for OLAP workloads, provides key advantages over more mainstream OLAP solutions: It's embeddable and optimized for analytics. It also integrates well with Python and is compatible with SQL, giving you the performance and flexibility of SQL right within your Python environment. This handy guide shows you how to get started with this versatile and powerful tool.

Author Wei-Meng Lee takes developers and data professionals through DuckDB's primary features and functions, best practices, and practical examples of how you can use DuckDB for a variety of data analytics tasks. You'll also dive into specific topics, including how to import data into DuckDB, work with tables, perform exploratory data analysis, visualize data, perform spatial analysis, and use DuckDB with JSON files, Polars, and JupySQL.
* Understand the purpose of DuckDB and its main functions
* Conduct data analytics tasks using DuckDB
* Integrate DuckDB with pandas, Polars, and JupySQL
* Use DuckDB to query your data
* Perform spatial analytics using DuckDB's spatial extension
* Work with a diverse range of data including Parquet, CSV, and JSON


Код:
Rapidgator
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TakeFile
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[b]Fileaxa[/b]
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Fikper
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Links are Interchangeable - Single Extraction
 

booksz

New Member
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Bernhard Ertl, "E-Collaborative Knowledge Construction: Learning from Computer-Supported and Virtual Environments"
English | 2010 | pages: 360 | ISBN: 1615207295 | PDF | 3,5 mb
In today's society, the quantity of information available to learners is so vast that new strategies of information processing and exchange must be continually developed and improved. E-Collaborative Knowledge Construction: Learning from Computer-Supported and Virtual Environments explores the construction of beneficial e-collaborative knowledge environments from four vital perspectives: educational, psychological, organizational, and technical. It offers several scenarios where the implementation of e-collaborative knowledge construction is necessary and then not only presents methods for facilitating e-collaborative knowledge construction, but also provides methods for assessing its results. This exciting new publication is a must-have for academics, researchers, and professionals who dare to discover new innovations!



Код:
Rapidgator
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TakeFile
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[b]Fileaxa[/b]
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Fikper
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Links are Interchangeable - Single Extraction
 

booksz

New Member
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Lippincott Williams & Wilkins, "ECG Interpretation Made Incredibly Easy"
English | ISBN: 1496306902 | 2015 | 392 pages | EPUB | 11 MB
Deliver safe, accurate care during electrocardiographic monitoring, with the newly updated ECG Interpretation Made Incredibly Easy! Sixth edition. This easy-to-follow, fully illustrated text explains the basics of cardiac physiology, then leads you through recognizing and treating arrhythmias, with step-by-step guidance on current medications, devices, and monitoring equipment. Take advantage of this real-world, expert nursing advice to reinforce your class materials, prepare for the NCLEX or certification exam, and strengthen your ECG interpretation skills.

Features:
· Coverage of topics including:
o ECG fundamentals - cardiac anatomy and physiology; obtaining and interpreting a rhythm strip
o Identifying and interpreting arrhythmias - atrial, junctional, ventricular, atrioventricular, and more
· Hundreds of photos, illustrations, and diagrams explain key concepts and provide clear direction on vital procedures, including:
o The 8-Step Method for interpreting a rhythm strip
o Nonpharmacologic and pharmacologic treatments for arrhythmias, including pacemakers, ICDs, and antiarrhythmics
o Obtaining and interpreting a 12-lead ECG
o Troubleshooting equipment problems
· Helpful practice questions and quick guides include:
o End-of-book multiple choice Q&A
o Sample rhythm strips to help you practice your interpretation skills
o A Quick Guide to arrhythmias
·
Read more


Код:
Rapidgator
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TakeFile
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[b]Fileaxa[/b]
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Fikper
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Links are Interchangeable - Single Extraction
 
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