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Hands-On Exploratory Data Analysis with Python by Suresh Kumar Mukhiya, Usman Ahmed
English | March 30, 2020 | ISBN: 1789537258 | 352 pages | RAR | 24 Mb
Discover techniques to summarize the characteristics of your data using PyDescription, NumPy, SciPy, and pandas
Key FeaturesUnderstand the fundamental concepts of exploratory data analysis using PythonFind missing values in your data and identify the correlation between different variablesPractice graphical exploratory analysis techniques using MatDescriptionlib and the Seaborn Python packageBook Description
Exploratory Data Analysis (EDA) is an approach to data analysis that involves the application of diverse techniques to gain insights into a dataset. This book will help you gain practical knowledge of the main pillars of EDA - data cleaning, data preparation, data exploration, and data visualization.
You'll start by performing EDA using open source datasets and perform simple to advanced analyses to turn data into meaningful insights. You'll then learn various descriptive statistical techniques to describe the basic characteristics of data and progress to performing EDA on time-series data. As you advance, you'll learn how to implement EDA techniques for model development and evaluation and build predictive models to visualize results. Using Python for data analysis, you'll work with real-world datasets, understand data, summarize its characteristics, and visualize it for business intelligence.
By the end of this EDA book, you'll have developed the skills required to carry out a preliminary investigation on any dataset, yield insights into data, present your results with visual aids, and build a model that correctly predicts future outcomes.
What you will learnImport, clean, and explore data to perform preliminary analysis using powerful Python packagesIdentify and transform erroneous data using different data wrangling techniquesExplore the use of multiple regression to describe non-linear relationshipsDiscover hypothesis testing and explore techniques of time-series analysisUnderstand and interpret results obtained from graphical analysisBuild, train, and optimize predictive models to estimate resultsPerform complex EDA techniques on open source datasetsWho this book is for
This EDA book is for anyone interested in data analysis, especially students, statisticians, data analysts, and data scientists. The practical concepts presented in this book can be applied in various disciplines to enhance decision-making processes with data analysis and synthesis. Fundamental knowledge of Python programming and statistical concepts is all you need to get started with this book.
Table of ContentsExploratory Data Analysis FundamentalsVisual Aids for EDAEDA with Personal EmailData TransformationDescriptive StatisticsGrouping DatasetCorrelationTime Series AnalysisHypothesis Testing and RegressionModel Development and EvaluationEDA on Wine Quality Data AnalysisAppendix
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Hands-On Object-Oriented Programming:
Mastering OOP Features for Real-World Software Systems Development
English | 2024 | ASIN : B0D7BFCF96 | 582 Pages | PDF | 5 MB
This book is dedicated to bridging the gap between theoretical concepts and practical implementation in software development using OOP. Readers will first understand the importance of OOP in handling software complexities before learning how to model real-world problems through access control, extendible object design, and object relationships. Specifically, the author discusses how to use inheritance, association, and polymorphism concepts for implementing reusable and easy-to-use complex software. More importantly, this book covers design patterns and event-driven programming for learning how to model complex interactions among various objects of the software system to implement various use cases.
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Happy High Status: Wie man mühelos selbstbewusst wird
Deutsch | 2024 | ISBN: 3648176447 | 203 Pages | PDF (True) | 2 MB
Jeder von uns möchte herausfordernde Situationen meistern, ohne entmutigt oder gestresst zu werden. Und natürlich ohne als selbstgefällig oder arrogant rüberzukommen. Wie können wir also authentisches Selbstvertrauen entwickeln, ohne zu verschrecken oder uns zu verstellen? Viv Groskop bietet mit der Happy-High-Status-Methode eine neue Perspektive auf unser Selbstvertrauen und unsere Beziehung zu uns selbst. Basierend auf Forschungsergebnissen und inspiriert von der Welt der Comedy, des Films, des Fernsehens, der Politik und des Sports zeigt sie, wie jeder diese neue Form des Selbstvertrauens nutzen kann, ohne als selbstverliebt zu gelten. Die Happy-High-Status-Methode verleiht beruflichen Interaktionen Kraft und Energie und hilft, authentisch zu sein, Selbstzweifel zu minimieren und mühelos durchs Leben zu gehen.
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Hausspinnen weltweit
Deutsch | 2024 | ISBN: 3662688492 | 228 Pages | PDF (True) | 21 MB
Spinnen, die als Untermieter in unseren Häusern vorkommen, werden meist ignoriert und gelegentlich (zu Unrecht) gefürchtet. Es dürfte weltweit kaum ein Gebäude geben, in dem nicht einige Spinnenarten vorkommen. Faszinierend daran ist, dass es immer wieder die gleichen Arten sind. Sie verfügen über besondere Anpassungen, denn die Luftfeuchtigkeit ist viel zu gering, es ist zu sauber und das Nahrungsangebot ist knapp. Wer aber den Sprung in unsere vier Wände geschafft hat, wird mit einem globalen Bleiberecht belohnt. Das liegt an der weltweiten Handels- und Migrationsfreudigkeit der Menschen: Sie transportieren einen unendlichen Strom von Waren um die Welt. Und unsere Hausspinnen reisen unerkannt mit. Es ist daher möglich, die weltweit anzutreffenden Hausspinnen in einem einzigen Buch vorzustellen, denn es sind überall weitgehend die gleichen. Die rund 50 wichtigsten Arten und Artengruppen werden mit einem ausführlichen Steckbrief, Fotos und Verbreitungskarten in allgemeinverständlicher Weise vorgestellt.
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HBR Guide to Emotional Intelligence (HBR Guide) by Harvard Business Review
English | June 6th, 2017 | ISBN: 1633692728 | 240 pages | True EPUB | 2.76 MB
Managing the human side of work
Research by Daniel Goleman, a psychologist and coauthor of Primal Leadership, has shown that emotional intelligence is a more powerful determinant of good leadership than technical competence, IQ, or vision.
Influencing those around us and supporting our own well-being requires us to be self-aware, know when and how to regulate our emotional reactions, and understand the emotional responses of those around us. No wonder emotional intelligence has become one of the crucial criteria in hiring and promotion.
But luckily it's not just an innate trait: Emotional intelligence is composed of skills that all of us can learn and improve on. In this guide, you'll learn how to:
* Determine your emotional intelligence strengths and weaknesses
* Understand and manage your emotional reactions
* Deal with difficult people
* Make smarter decisions
* Bounce back from tough times
* Help your team develop emotional intelligence
Arm yourself with the advice you need to succeed on the job, with the most trusted brand in business. Packed with how-to essentials from leading experts, the HBR Guides provide smart answers to your most pressing work challenges.
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Healthy Treats in 10 Minutes (10 Minute Recipes) by Glenn Walton
English | May 8, 2024 | ISBN: N/A | ASIN: B0D3S1GZQ2 | 177 pages | EPUB | 73 Mb
Healthy Treats in 10 Minutes: Quick and Delicious Snacks for Every Occasion
Are you craving tasty treats but want to keep it healthy? Do you have a busy lifestyle with little time to spend in the kitchen? Look no further! Healthy Treats in 10 Minutes is your ultimate guide to whipping up nutritious and mouth-watering snacks in no time.
In this book, you'll discover:Quick and Easy Recipes: From energizing smoothies to guilt-free desserts, every recipe is designed to be ready in 10 minutes or less.Nutritious Ingredients: Packed with wholesome ingredients, these treats will keep you fueled and satisfied throughout the day.Variety for Every Taste: Whether you have a sweet tooth or prefer savory snacks, there's something for everyone, including kid-friendly options and on-the-go delights.Simple Instructions: Easy-to-follow steps ensure that anyone, regardless of cooking experience, can create these delectable treats.Say goodbye to unhealthy snacks and hello to a healthier, happier you. With Healthy Treats in 10 Minutes, you can enjoy delicious, nutritious treats without spending hours in the kitchen. Perfect for busy professionals, parents, and anyone looking to maintain a healthy lifestyle.
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Hegel Contra Sociology (Radical Thinkers) by Gillian Rose
English | June 9, 2009 | ISBN: 1844673545 | True EPUB | 288 pages | 0.2 MB
Gillian Rose is among the twentieth century's most important social philosophers. In perhaps her most significant work, Hegel Contra Sociology, Rose mounts a forceful defence of Hegelian speculative thought. Demonstrating how, in his criticisms of Kant and Fichte, Hegel supplies a preemptive critique of Weber, Durkheim, and all of the sociological traditions that stem from these "neo-Kantian" thinkers, Rose argues that any attempt to preserve Marxism from a similar critique and any attempt to renew sociology cannot succeed without coming to terms with Hegel's own speculative discourse. With an analysis of Hegel's mature works in light of his early radical writings, this book represents a profound step toward enacting just such a return to the Hegelian.
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Charlotte Chandler, "Hello, I Must Be Going: Groucho and His Friends"
English | 2007 | ISBN: 1416544224, 0385124449 | EPUB | pages: 592 | 2.0 mb
When Charlotte Chandler called Groucho Marx for an interview, he answered the phone himself. Declining to be interviewed, he invited her over to his house so he could tell her no in person. After talking with her for hours, Groucho asked, "Why aren't you writing?"
Hello, I Must Be Going is the story of Groucho and the Marx Brothers, told through Groucho's everyday conversations with Charlotte Chandler and his friends. And what a group of friends they were! Woody Allen, Jack Nicholson, Elliott Gould, Bill Cosby, Marvin Hamlisch, Betty Comden, Adolph Green, Sidney Sheldon, and dozens of others walk through the pages of this fascinating book. Anyone interested in Groucho or the Marx Brothers, or who wants to spend a few hours in fabulous company, will find this book irresistible.
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Herbs and the Earth: An Evocative Excursion into the Lore & Legend of Our Common Herbs (Nonpareil Books, 12) by Henry Beston, Roger B. Swain, Bill McKibben
English | April 16, 2024 | ISBN: 1567927734 | 152 pages | PDF | 10 Mb
"Charming, delightful, and a great companion for gardeners and naturalists alike."-Booklist
Lavender, basil, hyssop, balm, sage, rue - the thinking gardener's guide to herbs.
Writer/naturalist Henry Beston, a founding father of the environmental movement, believed that a strong connection to nature is essential. "It is only when we are aware of the earth and of the earth as poetry that we truly live," Beston says in his now-classic Herbs and the Earth. In this book, Beston shares one of those connections as seen through the oldest group of plants known to gardeners.
"A garden of herbs," he writes, "is a garden of things loved for themselves in their wholeness and integrity. It is not a garden of flowers, but a garden of plants which are sometimes very lovely flowers and are always more than flowers." Whether you are already a committed herbalist or just dreaming of planting your first small garden, this book is a powerfully rich source of inspiration and information. As Roger B. Swain observes in his moving introduction, Herbs and the Earth has an intensity that evokes the herbs themselves, as if, pressed between the pages, their aroma has seeped into the pages.
This Nonpareil edition includes both an introduction by Roger B. Swain and an afterword by Bill McKibben.
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Kalliopi Fouseki, "Heritage Dynamics: Understanding and Adapting to Change in Diverse Heritage Contexts"
English | 2023 | ISBN: 1787358348, 1787358356 | PDF | pages: 255 | 14.2 mb
A systemic reconsideration of the formation and preservation of heritage.
As a sociocultural concept, heritage flows through cycles of emergence, change, disappearance, and revival. These lifecycles are influenced by heritage environments such as museums, landscapes, cities, and intangible networks of cultural circulation. In Heritage Dynamics, Kalliopi Fouseki develops a new theoretical and methodological framework that will enable heritage scholars and practitioners to unpack the ways and conditions under which heritage changes. Under the contexts of urban cities, residential buildings, museum collections, and subjects of intangible heritage especially concerning flamenco, this work re-orients the consideration of heritage as an object, process, or discourse, towards a more systemic thinking that captures the complexity of this historical-cultural force.
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Hierarchies at Home: Domestic Service in Cuba from Abolition to Revolution
by Anasa Hicks
English | 2022 | ISBN: 1316513653 | 214 Pages | PDF | 2.07 MB
Hierarchies at Home traces the experiences of Cuban domestic workers from the abolition of slavery through the 1959 revolution. Domestic service - childcare, cleaning, chauffeuring for private homes - was both ubiquitous and ignored as formal labor in Cuba, a phenomenon made possible because of who supposedly performed it. In Cuban imagery, domestic workers were almost always black women and their supposed prevalence in domestic service perpetuated the myth of racial harmony. African-descended domestic workers were 'like one of the family', just as enslaved Cubans had supposedly been part of the families who owned them before slavery's abolition. This fascinating work challenges this myth, revealing how domestic workers consistently rejected their invisibility throughout the twentieth century. By following a group marginalized by racialized and gendered assumptions, Anasa Hicks destabilizes traditional analyses on Cuban history, instead offering a continuous narrative that connects pre- and post-revolutionary Cuba.
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High Precision Camera Calibration By Tobias Hanning (auth.)
2011 | 212 Pages | ISBN: 383481413X | PDF | 6 MB
A calibrated camera is the key to each optical measurement problem. This work introduces camera modelling and calibration in computer vision. Tobias Hanning explains the classic pinhole camera model with distortion derived from third order optics and shows how to obtain an optimal solution within this model. The limitations of the classic camera model in computer vision are explained and proven experimentally. To overcome these limitations two alternative approaches which augment the standard model are presented.
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Homebrew Game Development and the Extra Lives of Consoles by Robin Wilde
English | May 4th, 2023 | ISBN: 1399072641 | 168 pages | True EPUB | 113.32 MB
The games industry moves fast, with release schedules flying by in a blur and hardware constantly changing and updating. But outside the official world of licences and publishing deals, hundreds of games every year find a new home on consoles which have since been abandoned by their manufacturers. This is the hobbyist's playground of homebrew gaming.
The first book by freelance journalist and game developer Robin Wilde, Homebrew Game Development and The Extra Lives of Consoles is the first comprehensive history of the unlicensed and unofficial world of homebrew video games. It explores the methods, enthusiasm and motivations behind the developers who are defying technical limitations and turning nostalgia into brand new gaming experiences for retro consoles.
Featuring exclusive interviews with developers behind homebrew hits and Kickstarter successes, as well as others working in the industry, the book dives into what makes the homebrew world tick, and explores some of the best, most innovative, and strangest titles gracing long-retired consoles.
As well as providing unique insight into obscure titles, Homebrew Game Development and The Extra Lives of Consoles explores the ongoing developments in this cottage industry, which are opening it up to more and more aspiring developers. Homebrew is an exciting new frontier for game development, and this book opens the door both for readers who were already interested but didn't know where to start, and gamers who never knew this world existed.
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René Nünlist, Magdalene Stoevesandt, "Homers Ilias Bd. 1 Fasz. 2 (Homers Ilias Sammlung Wissenschaftlicher Commentare Swc)"
Deutsch | 2009 | pages: 230 | ISBN: 3110206110 | PDF | 1,4 mb
Die zweite, durchgesehene Auflage zum Kommentar des Ersten Gesanges (Band I, 2002) war für einige Monate vergriffen. Nunmehr steht den Benutzern die dritte, durchgesehene Auflage zur Verfügung.
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Honest Errors? Combat Decision-Making 75 Years After the Hostage Case by Nobuo Hayashi, Carola Lingaas
English | October 3, 2023 | ISBN: 366267498X | 549 pages | PDF | 6.50 Mb
This book marks the 75th anniversary of the 1948HostageCase in which a US military tribunal in Nuremberg acquitted General Lothar Rendulic of devastating Northern Norway on account of his honest factual error. The volume critically reappraises the law and facts underlying his trial, the no second-guessing rule in customary international humanitarian law (IHL) that is named after the general himself, and the assessment of modern battlefield decisions.
Using recently discovered documents, this volume casts major doubts on Rendulic's claim that he considered the region's total devastation and the forcible evacuation of all of its inhabitants imperatively demanded by military necessity at the time. This book's analysis of court records reveals how the tribunal failed to examine relevant facts or explain the Rendulic Rule's legal origin. This anthology shows that, despite theHostageCase's ambiguity and occasional suggestions to thecontrary, objective reasonableness forms part of the reasonable commander test under IHL and the mistake of fact defence under international criminal law (ICL) to which the rule has given rise. This collection also identifies modern warfare's characteristics-human judgment, de-empathetic battlespace, and institutional bias-that may make it problematic to deem some errors both honest and reasonable. The Rendulic Rule embodies an otherwise firmly established admonition against judging contentious battlefield decisions with hindsight. Nevertheless, it was born of a factually ill-suited case and continues to raise significant legal as well as ethical challenges today.
The most comprehensive study of the Rendulic Rule ever to appear in English, this multi-disciplinary anthology will appeal to researchers and practitioners of IHL and ICL, as well as military historians and military ethicists and offers ground-breaking new research.
Nobuo Hayashiis affiliated to the Centre for International and Operational Law at the Swedish Defence University in Stockholm, Sweden.
Carola Lingaasis affiliated to the Faculty of Social Studies at VID Specialized University in Oslo, Norway.
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Hot Work Tool Steel: A Steel Portrait by Joachim Schlegel, Till Schneiders
English | January 4, 2024 | ISBN: 365843015X | 78 pages | MOBI | 15 Mb
The world of steel is amazingly diverse and so complex that it is not easy to keep track of in practice. In the form of portraits of selected steels and steel groups, this world of steel is to be brought closer to the reader; compact, understandable, informative, structured with examples from practice and suitable for reference.
Hot work tool steels are a group of alloyed steels with high hot strength suitable for tools. These can withstand surface temperatures of more than 600 °C in use. For this purpose, they are optimally adapted to the most diverse requirements, especially for tools used in hot forming and die casting. Important are the chemical compositions, methods of production and processing as well as their properties or the material data of hot work tool steels, which are briefly and clearly presented in this book.
The contents
· The history of hot work tool steels
· Designations, chemical compositions, grades, microstructure and properties
· Production (melting and powder metallurgy), heat and surface treatments
The target groups
Trainees in metal professions
Students, practitioners, engineers in steel production, forming and production technology, in steel, metal and tool construction and in the steel trade
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HOTTER NIGHTS, DEEPER CONNECTIONS: A Couple's Guide to Intimacy by PETER SUENOS
English | April 17, 2024 | ISBN: N/A | ASIN: B0D2386D18 | 24 pages | EPUB | 1.25 Mb
In the journey of love and companionship, few things are as vital as intimacy. Yet, despite its importance, intimacy can often feel elusive or misunderstood. This book is designed to be your companion on the path to deeper connection with your partner. Whether you're just beginning your journey together or seeking to reignite the spark in a long-term relationship, our aim is to provide you with insights, tools, and techniques to enhance both the physical and emotional aspects of your intimacy.
In this book, we'll explore the multifaceted nature of intimacy, delving into the realms of communication, emotional vulnerability, sensual pleasure, and spiritual connection. We'll offer practical advice, heartfelt encouragement, and exercises designed to help you and your partner cultivate a bond that grows stronger with each passing day.
But before we dive into the specifics, let's take a moment to reflect on why intimacy matters in the first place. Intimacy isn't just about physical closeness or sexual satisfaction, though those are certainly important aspects. It's about feeling truly seen, heard, and understood by another person. It's about sharing your deepest hopes, fears, and dreams in a safe and supportive space. It's about knowing that you have a partner who stands by your side through thick and thin, who accepts you for who you are, flaws and all.
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How a small and unpopular Nazi party came to power in Germany: the ideological roots of the emergence and development of fascism by Samuel Greenberg
English | August 21, 2024 | ISBN: N/A | ASIN: B0DDXXWH6B | 153 pages | EPUB | 0.67 Mb
What is inside the book?
Do you know how a small and unpopular Nazi party came to power in Germany and dragged Germany and then all of Europe in the Second World War? How Hitler became a leader of the Nazi's party and the German government? What were the main beliefs and mythology of the Third Reich that arose from legends and were accepted by most Germans as indisputable truth? What, in fact, lay at the basis of these beliefs? What path have they passed and what distortions have they undergone in order to ultimately lead humanity to the most terrible war in its history? Who and what for Hitler hated? Why the Nazi's Party was called National Socialists? What is the difference between nationalism and fascism? The answers to these and other questions you will find in this book.
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How Computers Create Social Structures: Accidental Collectives
English | 2024 | ISBN: 3031628519 | 128 Pages | PDF EPUB (True) | 18 MB
This book introduces the idea of accidental collectives: the grouping of people that occurs as a by-product of the automated work of computers. Software has a growing influence in our lives automating and optimising mundane, time-consuming and repetitive tasks. In doing this, groups of people are automatically created as the result of classification and data analysis. Once grouped by the invisible agency of software, people interact and establish new relationships, generating new collectives and communities. With the support of case studies and real-life examples, this work explores the accidental nature of the generation of new social groups and questions the role of software in social interactions.
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How LLMs Understand & Generate Human Language
English | 2024 | h264, yuv420p, 1920x1080 | 48000 Hz, 2channels | Duration: 1h 54m | 337 MB
Generative language models, such as ChatGPT and Microsoft Bing, are becoming a daily tool for a lot of us, but these models remain black boxes to many. How does ChatGPT know which word to output next? How does it understand the meaning of the text you prompt it with? Everyone, from those who have never once interacted with a chatbot, to those who do so regularly, can benefit from a basic understanding of how these language models function. This course answers some of your fundamental questions about how generative AI works.
In this course, you learn about word embeddings: not only how they are used in these models, but also how they can be leveraged to parse large amounts of textual information utilizing concepts such as vector storage and retrieval augmented generation. It is important to understand how these models work, so you know both what they are capable of and where their limitations lie.
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