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XGBoost for Regression Predictive Modeling and Time Series Analysis: Learn how to build, evaluate, and deploy predictive models with expert guidance by Partha Pritam DekaJoyce Weiner
English | December 13th, 2024 | ISBN: 180512305X | 308 pages | True PDF | 9.98 MB
Master the art of predictive modeling with XGBoost and gain hands-on experience in building powerful regression, classification, and time series models using the XGBoost Python API

Key Features
* Get up and running with this quick-start guide to building a classifier using XGBoost
* Get an easy-to-follow, in-depth explanation of the XGBoost technical paper
* Leverage XGBoost for time series forecasting by using moving average, frequency, and window methods
Book Description
XGBoost offers a powerful solution for regression and time series analysis, enabling you to build accurate and efficient predictive models. In this book, the authors draw on their combined experience of 40+ years in the semiconductor industry to help you harness the full potential of XGBoost, from understanding its core concepts to implementing real-world applications. As you progress, you'll get to grips with the XGBoost algorithm, including its mathematical underpinnings and its advantages over other ensemble methods. You'll learn when to choose XGBoost over other predictive modeling techniques, and get hands-on guidance on implementing XGBoost using both the Python API and scikit-learn API. You'll also get to grips with essential techniques for time series data, including feature engineering, handling lag features, encoding techniques, and evaluating model performance. A unique aspect of this book is the chapter on model interpretability, where you'll use tools such as SHAP, LIME, ELI5, and Partial Dependence Descriptions (PDP) to understand your XGBoost models. Throughout the book, you'll work through several hands-on exercises and real-world datasets. By the end of this book, you'll not only be building accurate models but will also be able to deploy and maintain them effectively, ensuring your solutions deliver real-world impact.
Who is this book for?
This book is for data scientists, machine learning practitioners, analysts, and professionals interested in predictive modeling and time series analysis. Basic coding knowledge and familiarity with Python, GitHub, and other DevOps tools are required.
What you will learn
* Build a strong, intuitive understanding of the XGBoost algorithm and its benefits
* Implement XGBoost using the Python API for practical applications
* Evaluate model performance using appropriate metrics
* Deploy XGBoost models into production environments
* Handle complex datasets and extract valuable insights
* Gain practical experience in feature engineering, feature selection, and categorical encoding

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XSLT Programming: Declarative Language for Transforming XML Documents with Robust Pattern Matching and Transformation Capabilities (Mastering Programming Languages Series)
by Theophilus Edet
English | December 15, 2024 | ASIN: B0DM6R2GFK | 879 pages | PDF | 291 Mb

XSLT Programming: Declarative Language for Transforming XML Documents with Robust Pattern Matching and Transformation Capabilities is the ultimate guide for anyone working with XML transformations. This comprehensive resource teaches you how to leverage XSLT, a powerful declarative language specifically designed to transform XML data into readable, useful formats. Whether you're building complex applications or refining web content, this book will equip you with the essential knowledge and techniques to master XML transformations.
Leverage XSLT's Unique Support for Four Core Programming Models
XSLT shines as a declarative, data-driven, event-driven, domain-specific language (DSL), making it ideal for a wide range of transformation needs. With in-depth exploration, this book covers how each of these programming models operates within XSLT, giving you a clear understanding of their roles in powerful and efficient XML processing. Learn how to write XSLT that is both effective and adaptable to a variety of XML transformation requirements.
Achieve Reliable, Flexible XML Transformation with XSLT's Declarative Approach
With XSLT, you can focus on what data you want to achieve rather than how to execute it, thanks to its Declarative Programming paradigm. This book guides you through XSLT's syntax and transformations, showing you how to use templates, expressions, and functions to achieve your transformation goals. By mastering these declarative techniques, you'll be able to transform data structures with greater reliability and minimal effort.
Data-Driven, Event-Driven, and Domain-Specific: Handle Complex XML Seamlessly
XSLT's Data-Driven Programming capabilities make it an ideal choice for handling XML documents with complex, nested structures. Additionally, XSLT's Event-Driven Programming model allows for dynamic responses to data inputs, enhancing the customization and flexibility of your transformations. As a Domain-Specific Language (DSL), XSLT is optimized for XML, enabling efficient pattern matching, selection, and application of templates. This book gives you practical insights and examples for using XSLT's pattern-matching and conditional logic to create robust, high-performance XML solutions.
Master XSLT for Versatile XML Transformations Across Projects
Whether you are working on web development, document processing, or data integration, this guide will help you unlock the full potential of XSLT for your XML needs. With clear examples, best practices, and hands-on exercises, this book will turn you into a confident XSLT user, able to tackle complex XML transformations with ease and precision.

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Your Brain on Pregnancy: A Guide to Understanding and Protecting Your Mental Health During Pregnancy and Beyond by Dr. Dawn Kingston
English | September 17, 2024 | ISBN: 1982143371 | 256 pages | PDF | 3.50 Mb
An enlightening and practical guidebook for mothers to help them navigate mental health challenges during and after pregnancy-based on cutting-edge science by one of the world's foremost researchers of maternal mental health.

For women who are expecting, pregnancy can be a time of excitement, but it also comes with the expectation that they are supposed to feel happy and joyous-that they must be "glowing." The truth is that many women who are pregnant experience troubling anxiety, depression, and stress, accompanied by feelings of guilt, shame, and inadequacy. They are often ashamed to seek help, chalking up their feelings to changing hormones, lack of sleep, or a phase that will eventually go away.
In this groundbreaking book, Dr. Dawn Kingston, world-renowned expert on mental health and pregnancy, reveals that more women are affected by mental health issues during pregnancy rather than after it. While postpartum depression is a real and serious issue, depression during pregnancy is lesser known but just as pernicious, if not more so. Over the course of her twenty-five years working with women and babies as a registered nurse and mental health clinician, Dr. Kingston has discovered that as many as one in four pregnant women struggle with their mental health, and without treatment, symptoms can continue after the child is born, impacting a mother's long-term health as well as her baby's development. But it doesn't have to be that way.
Kingston takes readers through the three most common mental health struggles-anxiety, depression, and toxic stress-and shows how common life challenges such as relationship issues, financial problems, job transitions, and lack of support are often the trigger. She also debunks the popular belief that hormonal changes are to blame. Then, using proven science-based strategies, she shares easy and effective ways expecting parents can manage the stress and other feelings caused by these challenges, and actually reverse negative effects to make a lasting difference to both them and their babies.
With real-life stories, easy-to-use self-assessments, and advice on how to talk to your doctor, this definitive and practical book breaks down stigma and gives women the tools they need to safeguard their health and their baby's health for all the milestones to come.

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[booksz]

Kevin Behan, "Your Dog Is Your Mirror: The Emotional Capacity of Our Dogs and Ourselves"
English | ISBN: 1608680886 | 2022 | 246 pages | EPUB | 490 KB
In Your Dog Is Your Mirror, dog trainer Kevin Behan proposes a radical new model for understanding canine behavior: a dog's behavior and emotion, indeed its very cognition, are driven by our emotion. The dog doesn't respond to what the owner thinks, says, or does; it responds to what the owner feels. And in this way, dogs can actually put people back in touch with their own emotions. Behan demonstrates that dogs and humans are connected more profoundly than has ever been imagined; by heart; and that this approach to dog cognition can help us understand many of dogs' most inscrutable behaviors. This groundbreaking, provocative book opens the door to a whole new understanding between species, and perhaps a whole new understanding of ourselves.

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YouTube Channels For Dummies, 3rd Edition by Rob Ciampa, Matt Ciampa, Rich Murphy, Jackie Swansburg Paulino
English | November 18, 2024 | ISBN: 1394271433 | True EPUB/PDF | 384 pages | 14.4/39 MB
Unleash Your Video Stardom!

Ready to shine on the world's biggest stage? With YouTube Channels For Dummies, you'll unlock the secrets to creating powerful videos and channels that captivate audiences and propel your brand to stardom. Four renowned experts guide you through every step, from ideation to production, promotion, and monetization.
Master video planning, filming, and editing that demand attentionDiscover cutting-edge tech and tools to capture the perfect shotExplore audio and lighting magic to elevate your content's cinematic quality
Develop a loyal community of engaged fans and customers with YouTube Analytics and learn how to leverage AI to streamline your video planning and scheduling.
When you've mastered content creation and built your audience, it's time to build your business. YouTube Channels For Dummies reveals proven strategies for monetizing your channel through:
Advertising programsSponsorshipsAnd more monetization and brand opportunities
Whether you're a bedroom broadcaster, a business looking to reach a global audience, or anywhere in between, this jargon-free guide is your ticket to YouTube superstardom. Get ready to claim your share of the spotlight.

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Yugoslavia and Greece 1940-41: The Axis' aerial assault in the Balkans
by Pier Paolo Battistelli, Basilio Martino
English | 2024 | ISBN: 1472859243 | 97 Pages | True PDF | 15.3 MB

A new illustrated history of the German and Italian air campaigns in the invasions of Greece and Yugoslavia, the last full-scale Axis air offensives before Operation Barbarossa.
The Greece campaign was launched by Italy in October 1940, the first large-scale campaign of the Italian Air Force outside North Africa, and its last major solo effort. With the German involvement in April 1941, and with the invasion of Yugoslavia, the Balkans saw the last large-scale Axis air campaign in Europe before the invasion of the USSR. It was also the campaign that saw expeditionary units of the RAF fighting alongside the Greeks - most famously, the handful of Hurricanes that fought to the end from makeshift olive-grove airfields, among them the Hurricane ace and future novelist Roald Dahl.
In this book, renowned historian Pier Paolo Battistelli and air power expert Basilio di Martino explain how this unique campaign was fought. They highlight elements such as the Italians' development of air-to-ground support while carrying out, for the first and only time, an airborne operation, and how the Germans refined their tactics from the 1940 campaign in the West, while now also playing a major anti-shipping role.
Illustrated throughout with rare photos, superb original paintings, maps and 3D diagrams, this is an expert account of the air war over the eastern Mediterranean.

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David Looseley, "Édith Piaf: A Cultural History"
English | ISBN: 1781382573 | 2015 | 256 pages | EPUB | 688 KB
An Open Access edition of this book is available on the Liverpool University Press website and through Knowledge Unlatched.

The world-famous French singer Édith Piaf (1915-63) was never just a singer. Dozens of biographies of her, of variable quality, have seldom got beyond the well known and usually contested 'facts' of her life. This book suggests new ways of understanding her. A 'cultural history' of Piaf means exploring her cultural, social and political significance as a national and international icon, looking at her shifting meanings over time, at home and abroad. How did she become a star and a myth? What did she come to mean in life and in death? At the centenary of her birth and more than fifty years after her passing, why do we still remember her work and commemorate her through the work of others, from Claude Nougaro and Elton John to Ben Harper and Zaz, as well as in films, musicals, documentaries and tribute acts around the world? What does she mean today? The book proposes the notion of an imagined Piaf. To a large extent, she was her own invention, not only by virtue of her talent but because she produced narratives about herself, building a mystery. But she was also the invention of others: of those she worked with but above all of her audiences, who made their own meanings from her carefully staged performances. Since her death, the world has been free to imagine new Piafs. From the 1930s until today, she has variously embodied conceptions of the 'popular' and of 'chanson' as a new kind of middlebrow, of gender, sexuality, national identity and the human condition.
Read more

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Putin: Power, Legacy, and the Making of a Modern Tsar
by Shivan Ramraj
English | December 15, 2024 | ASIN: B0DQLPJ4T3 | 335 pages | PDF | 126 Mb

Putin: Power, Legacy, and the Making of a Modern Tsar is a compelling exploration of Vladimir Putin's rise to power, unrelenting rule, and global impact. From his humble beginnings in post-war Leningrad to becoming Russia's longest-serving leader since Joseph Stalin, Putin's story is one of ambition, strategic brilliance, and ruthless control.
The book traces Putin's path from his KGB career to political prominence, showcasing how he outmaneuvered rivals, neutralized opposition, and transformed Russia into a powerful yet isolated global force. Through wars in Chechnya, Georgia, Syria, and Ukraine, Putin reshaped Europe's geopolitical map while defying the West and provoking sanctions.
This narrative also examines Russia's internal politics, including crackdowns on dissent, media control, and economic manipulation through a network of loyal oligarchs. It highlights key turning points, such as the annexation of Crimea, intervention in Syria, and Ukraine's invasion, revealing Putin's pursuit of a restored Russian empire driven by historical ambition and nationalist ideology.
Balancing historical analysis with real-time events, this book goes beyond the headlines to uncover the complex forces that made Putin a modern-day tsar. His legacy-whether as a strategic genius or a global pariah-remains unfinished, leaving Russia's future and the world's stability hanging in the balance.

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Python Data Cleaning and Preparation Best Practices: A practical guide to organizing and handling data from various sources and formats using Python by Maria Zervou
English | September 27, 2024 | ISBN: 1837634742 | 456 pages | EPUB | 13 Mb
Take your data preparation skills to the next level by converting any type of data asset into a structured, formatted, and readily usable dataset

Key FeaturesMaximize the value of your data through effective data cleaning methodsEnhance your data skills using strategies for handling structured and unstructured dataElevate the quality of your data products by testing and validating your data pipelinesPurchase of the print or Kindle book includes a free PDF eBookBook Description
Professionals face several challenges in effectively leveraging data in today's data-driven world. One of the main challenges is the low quality of data products, often caused by inaccurate, incomplete, or inconsistent data. Another significant challenge is the lack of skills among data professionals to analyze unstructured data, leading to valuable insights being missed that are difficult or impossible to obtain from structured data alone.
To help you tackle these challenges, this book will take you on a journey through the upstream data pipeline, which includes the ingestion of data from various sources, the validation and profiling of data for high-quality end tables, and writing data to different sinks. You'll focus on structured data by performing essential tasks, such as cleaning and encoding datasets and handling missing values and outliers, before learning how to manipulate unstructured data with simple techniques. You'll also be introduced to a variety of natural language processing techniques, from tokenization to vector models, as well as techniques to structure images, videos, and audio.
By the end of this book, you'll be proficient in data cleaning and preparation techniques for both structured and unstructured data.
What you will learnIngest data from different sources and write it to the required sinksProfile and validate data pipelines for better quality controlGet up to speed with grouping, merging, and joining structured dataHandle missing values and outliers in structured datasetsImplement techniques to manipulate and transform time series dataApply structure to text, image, voice, and other unstructured dataWho this book is for
Whether you're a data analyst, data engineer, data scientist, or a data professional responsible for data preparation and cleaning, this book is for you. Working knowledge of Python programming is needed to get the most out of this book.
Table of ContentsData Ingestion TechniquesImportance of Data QualityData Profiling - Understanding Data Structure, Quality, and DistributionCleaning Messy Data and Data ManipulationData Transformation - Merging and ConcatenatingData Grouping, Aggregation, Filtering, and Applying FunctionsData SinksDetecting and Handling Missing Values and OutliersNormalization and StandardizationHandling Categorical FeaturesConsuming Time Series DataText Preprocessing in the Era of LLMsImage and Audio Preprocessing with LLMs

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PyTorch Deep Learning: A Hands-On Guide to Building Intelligent Applications and Neural Networks by JAMES MARLOW
English | August 29, 2024 | ISBN: N/A | ASIN: B0DFRD4BH3 | 153 pages | EPUB | 0.35 Mb
About the Concept:

Dive into the world of deep learning and harness the power of PyTorch to create intelligent applications. This comprehensive guide is your roadmap to mastering the art of building neural networks and solving complex problems.
Why This Book:
* Practical Approach: Learn through hands-on examples and exercises.
* Clear Explanations: Understand complex concepts with easy-to-follow explanations.
* Real-world Applications: Explore practical use cases across various domains.
* Comprehensive Coverage: From fundamentals to advanced techniques, this book covers it all.
How This Book is Different:
* Focus on PyTorch: Leverage the flexibility and power of the PyTorch framework.
* Step-by-Step Guidance: Follow a structured approach to building deep learning models.
* Real-world Examples: Learn from practical applications and case studies.
* Expert Insights: Benefit from the expertise of experienced deep learning practitioners.
What's Inside:
* Foundations of Deep Learning: Explore the basics of neural networks, activation functions, and optimization.
* Building Blocks: Master key components like CNNs, RNNs, and transformers.
* Applications: Dive into computer vision, natural language processing, and more.
* Advanced Techniques: Learn about transfer learning, generative models, and reinforcement learning.
* Deployment: Understand how to deploy models for real-world use.
About the Reader:
This book is ideal for anyone interested in deep learning, from beginners to experienced developers. No prior knowledge of machine learning or deep learning is required.
Perception of Time:
Investing time in this book will equip you with the skills to build cutting-edge AI applications and stay ahead in the rapidly evolving field of deep learning.
Powerful CTA:
Ready to unlock the power of deep learning? Start your journey today with PyTorch Deep Learning: A Hands-On Guide.

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Jeffrey P. Kanne MD, "Quality and Safety in Medical Imaging: The Essentials "
English | ISBN: 145118686X | 2016 | 148 pages | EPUB | 20 MB
Selected as a Doody's Core Title for 2022 and 2023!

Zero in on a key aspect of radiology with Quality and Safety in Medical Imaging: The Essentials ! Ideal as an efficient learning tool for residents as well as a quick refresher for experienced radiologists, this practical reference covers every essential feature of this important field, putting indispensable information at your fingertips in a compact, high-yield format. You'll be brought up to date on radiation dose and safety, patient satisfaction, monitoring and reporting of complications, quality and safety in breast imaging, evidence-based radiology, quality dashboards, quality and safety in nuclear medicine, and much more.
Key Features:
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Dr. Phuong-Chi T. Pham MD, "Quick Guide to Kidney Transplantation"
English | ISBN: 1496399641 | 2019 | 352 pages | EPUB | 8 MB
Selected as a Doody's Core Title for 2022 and 2023!

Concise, easy to read, and designed for quick reference, Quick Guide to Kidney Transplantation is a compact resource for general nephrologists, residents, fellows, nurse practitioners, and others involved in the care of post-transplant patients. Focusing on must-know clinical information needed to provide optimal patient care, this expertly written guide helps you gain the knowledge and expertise you need in this complex area.
Offers high-yield, easy-to-reference information on areas of kidney transplantation relevant to the general nephrologist, including the management of immunosuppressive therapy, acute and long-term complications, transplant medications, drug interactions, selection and evaluation of potential living donors, and more.
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Quick Lunch Meals: Flavorsome Dishes to Savor on a Beautiful Summer Afternoon While Enjoying the Warm Breezes
by BookSumo Press
English | December 14, 2024 | ASIN: B0DQJZ2FM3 | 188 pages | PDF | 49 Mb

Come take a journey with us into the delights of easy cooking. The point of this cookbook and all our cookbooks is to exemplify the effortless nature of cooking simply.
In this book we focus on Lunch. Quick Lunch Meals is a complete set of simple but very unique Lunch recipes. You will find that even though the recipes are simple, the tastes are quite amazing.
Besides recipes you will learn about the following:
History Of The Lunchbox
Lunchbox Options
Brown Paper Bags
Metal Lunchboxes
Plastic Lunchboxes
Insulated Lunch Bags
Tiffin Boxes
Bento Boxes
Reusable Cloth Bags
Adjustability For Various Dietary Preferences And Needs
Tips For Packing Traditional And Non-Traditional Items
Lunch Packing Essentials
Basic Tools And Equipment
Ingredients To Stock
Time-Saving Lunchbox Tips
Meal Planning For The Week
Meal Ideas For The Week
Weekend Prep
The Ideal Lunch And Essential Elements
Avoid Common Lunchbox Pitfalls
Here is a Preview of the Lunch Recipes You Will Learn:
Any Pasta w/ Garlic and Parmesan
Chicken Strips from Scratch
Parmesan Garlic Spaghetti
Asian Chile Ginger Chicken Wings
Simple Red Pepper Meatball
Three-Meat Meatballs
Chicken Au Gratin from Scratch
11 Happy Skillet
Upper Venice Fries
Primanti Sandwiches
Authentic Philly Cheesesteaks at Home
Thai Spaghetti w/ Peanut Sauce
Much, much more!
Again remember these recipes are unique so be ready to try some new things. Also remember that the style of cooking used in this cookbook is effortless. So even though the recipes will be unique and great tasting, creating them will take minimal effort!

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R-Trees: Theory and Applications By Yannis Manolopoulos PhD, Alexandros Nanopoulos PhD, Apostolos N. Papadopoulos PhD, Yannis Theodoridis PhD (auth.)
2006 | 194 Pages | ISBN: 1852339772 | PDF | 2 MB
Nowadays, a significant number of applications require the organization of data elements which contain at least one spatial attribute. Space support in databases poses new challenges in every part of a database management system and the capability of spatial support in the physical layer is considered very important. This has led to the design of spatial access methods to enable the effective and efficient management of spatial objects.R-trees have a simplicity of structure and, together with their resemblance to the B-tree, allow developers to incorporate them easily into existing database management systems for the support of spatial query processing.This book provides an extensive survey of the R-tree evolution, studying the applicability of the structure and its variations to efficient query processing, accurate proposed cost models, and implementation issues like concurrency control and parallelism. Based on the observation that ``space is everywhere", the authors anticipate that we are in the beginning of the era of the ``ubiquitous R-tree" analogous to the way B-trees were considered 25 years ago. Written for database researchers, designers and programmers as well as graduate students, this comprehensive monograph will be a welcome addition to the field.The book successfully integrates research results of the last 20 years, in a clear and highly readable manner. It is the first book dedicated to R-trees and related access methods, and I believe it will be valuable as a reference to everyone interested in the area.Prof. Timos Sellis, National Technical University of Athens

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Radio und Schizophrenie: Zur Radiotheorie der Schizoanalyse
Deutsch | 2024 | ISBN: 3662704072 | 505 Pages | PDF (True) | 4 MB
In diesem Buch wird eine umfassende Radiotheorie der Schizoanalyse formuliert, die auf wenig erforschten Texten, Praktiken und Archivmaterial basiert. Im Mittelpunkt steht die Relevanz der Schizoanalyse für den ästhetischen Diskurs des 20. Jahrhunderts, insbesondere im Kontext der Radiokunst. Der Autor untersucht die Positionierung dieser Theorie zwischen Theater- und Medienwissenschaften und analysiert deren Beziehung zur Geschichte und Ästhetik des Radios. Durch die Verbindung des mikropolitischen Gestenbegriffs von Deleuze und Guattari mit Konzepten des Gestischen aus dem Lehrstück und deren Verortung in einer Phänomenologie der Zeit jenseits des Tragischen wird ein neuer theoretischer Rahmen geschaffen. Zudem werden bisher unbekannte auditive Objekte für die Historisierung und Kanonisierung der Radiotheorie entdeckt. Methodisch stützt sich die Arbeit auf Performanceanalyse, Medienarchäologie und Interviews mit Akteuren des Feldes. Das Buch leistet einen entscheidenden Beitrag zur Erforschung eines weitgehend unerforschten, aber zentral historisch relevanten Themas und definiert neue theoretische Konzepte für Theorie und Praxis.

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