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[booksz]

Introduction to the Maths and Physics of the Solar System

Introduction to the Maths and Physics of the Solar System by Lucio Piccirillo
English | March 18, 2020 | ISBN: 0367022710 | 225 pages | EPUB | 7.90 Mb
This book provides readers with an understanding of the basic physics and mathematics that governs our solar system. It explores the mechanics of our Sun and planets; their orbits, tides, eclipses and many other fascinating phenomena. This book is a valuable resource for undergraduate students studying astronomy and should be used in conjunction with other introductory astronomy textbooks in the field to provide additional learning opportunities.

Features:Written in an engaging and approachable manner, with fully explained mathematics and physics conceptsSuitable as a companion to all introductory astronomy textbooksAccessible to a general audience

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[booksz]

Intuitionistic and Type-2 Fuzzy Logic Enhancements in Neural and Optimization Algo...

Intuitionistic and Type-2 Fuzzy Logic Enhancements in Neural and Optimization Algorithms: Theory and Applications by Oscar Castillo
English | EPUB | 2020 | 767 Pages | ISBN : 303035444X | 109.45 MB

This book describes the latest advances in fuzzy logic, neural networks, and optimization algorithms, as well as their hybrid intelligent combinations, and their applications in the areas such as intelligent control, robotics, pattern recognition, medical diagnosis, time series prediction, and optimization.
The topic is highly relevant as most current intelligent systems and devices use some form of intelligent feature to enhance their performance. The book also presents new and advanced models and algorithms of type-2 fuzzy logic and intuitionistic fuzzy systems, which are of great interest to researchers in these areas. Further, it proposes novel, nature-inspired optimization algorithms and innovative neural models. Featuring contributions on theoretical aspects as well as applications, the book appeals to a wide audience.
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[booksz]

Inventing Future Cities

Inventing Future Cities by Michael Batty
English | December 11, 2018 | ISBN: 0262038951, 0262548658 | True EPUB | 304 pages | 61.7 MB
How we can invent-but not predict-the future of cities.

We cannot predict future cities, but we can invent them. Cities are largely unpredictable because they are complex systems that are more like organisms than machines. Neither the laws of economics nor the laws of mechanics apply; cities are the product of countless individual and collective decisions that do not conform to any grand plan. They are the product of our inventions; they evolve. In Inventing Future Cities, Michael Batty explores what we need to understand about cities in order to invent their future.
Batty outlines certain themes-principles-that apply to all cities. He investigates not the invention of artifacts but inventive processes. Today form is becoming ever more divorced from function; information networks now shape the traditional functions of cities as places of exchange and innovation. By the end of this century, most of the world's population will live in cities, large or small, sometimes contiguous, and always connected; in an urbanized world, it will be increasingly difficult to define a city by its physical boundaries.
Batty discusses the coming great transition from a world with few cities to a world of all cities; argues that future cities will be defined as clusters in a hierarchy; describes the future "high-frequency," real-time streaming city; considers urban sprawl and urban renewal; and maps the waves of technological change, which grow ever more intense and lead to continuous innovation-an unending process of creative destruction out of which future cities will emerge.

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Isotopes in Palaeoenvironmental Research

Isotopes in Palaeoenvironmental Research By W. GEORGE DARLING, ADRIAN H. BATH (auth.), Melanie J. Leng (eds.)
2006 | 307 Pages | ISBN: 1402025033 | PDF | 9 MB
This volume is intended to show how stable isotopes can be applied to understanding the palaeoenvironment. There are chapters on the interpretation of isotopes in water, tree rings, bones and teeth, lake sediments, speleothems and marine sediments. Crucial to the understanding of the environmental signal contained within the isotope composition of different materials is to gain more information about how rainfall isotope compositions are determined by climate. Chapter 1 (Darling et al. ) describes O, H and C stable isotope compositions in the modern day water and aqueous carbon cycles to provide a framework for the interpretation of these isotopes in the past. The chapter on the water cycle divides naturally into a number of sections. The starting point, precipitation, is especially important because it is the precursor to which most O and H isotope proxy studies are attempting to relate. While much is understood about the isotope systematics of precipitation, largely owing to the existence of the IAEA- WMO Global Network for Isotopes in Precipitation (GNIP), important questions remain to be answered in relation to the isotope-temperature gradients of past climatic conditions. The chapter describes the three reservoirs of water sustaining all terrestrial proxies; soil and vadose zone moisture, groundwater, and surface waters. In each reservoir isotope effects intervene to modify to a greater or lesser extent the isotope signature of antecedent precipitation; groundwaters are least affected and surface waters the most.

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[booksz]

Israel Alone

Israel Alone by Bernard-Henri Lévy
English | September 10th, 2024 | ISBN: 9798888457832 | 176 pages | True EPUB | 2.53 MB
Bernard-Henri Lévy's Israel Alone is a passionate and outraged cri-de-coeur, about the loneliness of Israel and the tragedy of October 7, starting with Lévy's eyewitness account the day after the pogroms.

On October 8, 2024, Bernard-Henri Lévy flew to Israel to bear witness to the unprecedented invasion and massacre committed by Hamas. Israel Alone begins here and weaves in Lévy's fifty years on the ground in Israel, from his first trip in 1967, his experiences writing on all the conflicts since, and his participation in various peace plans and contacts with all the Israeli leaders from Menachem Begin to Shimon Peres and from Ariel Sharon to Yitzak Shamir and Yitzak Rabin.
From his unique philosophical and humanist perspective, Lévy analyzes the ultimate evil unleashed on Israel on October 7 and delves into how the Islamic Republic of Iran, Russia, radical Islamist groups, Turkey, and China have played roles and profited from this tragedy.
The book addresses how October 7, though historic in scope, became, within weeks, a "detail" in the global consciousness amid a worldwide eruption of anti-Semitism, cloaked in anti-Zionism.
Lévy deconstructs the arguments of those calling for a "cease-fire now" without the release of all hostages and of those who demand that October 7 be seen within a greater "context."
Lévy's meditation on the soul of Zionism and Israel shows why this war is existential, not only for Israel but for the global West.
And yet, despite the urgency and critical nature of this war, Israel takes it on alone.
Lévy analyzes, today, why this is so and why Israel's solitude is greater than ever.

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[booksz]

Key Digital Trends Shaping the Future of Information and Management Science (EPUB)

Key Digital Trends Shaping the Future of Information and Management Science: Proceedings of 5th International Conference on Information Systems and Management Science (ISMS) 2022 by Lalit Garg, Dilip Singh Sisodia, Nishtha Kesswani, Joseph G. Vella, Imene Brigui, Sanjay Misra, Deepak Singh
English | EPUB (True| | 2023 | 639 Pages | ISBN : 3031311523 | 100.2 MB

This book (proceedings of ISMS 2022) is intended to be used as a reference by students and researchers who collect scientific and technical contributions with respect to models, tools, technologies and applications in the field of information systems and management science. This textbook shows how to exploit information systems in a technology-rich management field. The book introduces concepts, principles, methods, and procedures that will be valuable to students and scholars in thinking about existing organization systems, proposing new systems, and working with management professionals in implementing new information systems.
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[booksz]

King Richard II (Webster's Chinese-Traditional Thesaurus Edition)

William Shakespeare, "King Richard II (Webster's Chinese-Traditional Thesaurus Edition)"
English | 2006 | pages: 145 | ISBN: 0497902125 | PDF | 1,1 mb
This edition is written in English. However, there is a running Chinese-Traditional thesaurus at the bottom of each page for the more difficult English words highlighted in the text. There are many editions of King Richard II. This edition would be useful

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[booksz]

Lebanon Days

Lebanon Days: Memories of an ancient land through economic meltdown, a revolution of hope and surviving the 2020 Beirut explosion by Theodore Ell
English | 30 July 2024 | ISBN: 1922928054 | True EPUB | 352 pages | 1.98 MB
A captivating memoir that unravels the emotional struggles of a nation the world has long overlooked. Through the eyes of an outsider, this story takes a deep dive into the intimate details of Lebanon's hardships, providing a profound understanding of its people and their journey.

From 2018 to 2021, writer and researcher Theodore Ell accompanied his wife on her diplomatic posting to Lebanon and unexpectedly found himself a witness to a country on the brink of collapse.
In 2019, facing economic meltdown, the people of Lebanon rose up, united in a revolution of hope. With the country on the precipice of war, Covid-19 then swept in and the eerie quiet of lockdowns descended-a silence tragically shattered in August 2020, when Ell narrowly survived the largest ever non-nuclear peacetime explosion, which destroyed half of Beirut.
Everywhere from calm cedar forests to crowded Beirut bars, Ell listened to stories of the Lebanese people and tried to make sense of the maze of ideas, desires and illusions that create the Lebanon of their imagination, a place in sharp contrast to reality.
In prose as lucid as it is emotionally rich, and based on reportage that won Ell the 2021 Calibre Prize, Lebanon Days welcomes those who wish to understand more than news footage can convey. This is the story of a nation largely ignored by the rest of the world, a complex country driven over the edge but still seeking faith in itself, seen through the eyes of an outsider drawn into its intimate struggle.

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Lectures on Analytical Mechanics

Lectures on Analytical Mechanics
by G. L. Kotkin, V. G. Serbo, A. I. Chernykh
English | 2024 | ISBN: 0198894678 | 241 pages | True PDF | 7.89 MB

Written by professional physicists with over 140 years' of teaching experience combined, this book is aimed at students and lecturers in physics. The authors present analytical mechanics as the basis for the study of theoretical physics, its methods and ideas forming the foundation of all other branches including quantum mechanics, statistical physics, and field theory. The book begins by discussing the motion of particles in a central field and scattering of particles based on Newton's equations. It then introduces and explores Lagrange equations for various systems, linear and non-linear oscillations, Hamiltonian formalism, and the motion of a rigid body. Each topic is accompanied by problems that are suitable for seminars and testing. The book also includes five supplemental sections, which provide practical illustrations of the theoretical material. These sections can be used by teachers as the basis for conducting a specialized course, or by curious students who wish to explore different applications of analytical mechanics independently.

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[booksz]

Leonard Bernstein in Context

Elizabeth A. Wells, "Leonard Bernstein in Context "
English | ISBN: 1108835708 | 2024 | 380 pages | PDF | 2 MB
Designed for students, aficionados of classical music, and historians, this volume offers a wide-ranging, multi-disciplinary and comprehensive view of one of the most important musicians of the twentieth century at his 100th anniversary. Scholars from diverse backgrounds and fields have contributed rich insights into Bernstein's life and work in an approachable style, shedding light on Bernstein's social, professional and ideological contexts including his contemporaries and rivals on Broadway, his artistic collaborations, his celebrity status as a conductor on the international concert circuit, and his involvement in music education via broadcasting. From his early education, through his conducting and composing careers, to his fame as musical and cultural ambassador to the world, this book views Bernstein the man and the artist and provides a fascinating overview of American classical music culture during Bernstein's long career in the public spotlight.

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León and Galicia Under Queen Sancha and King Fernando I

Bernard F. Reilly, "León and Galicia Under Queen Sancha and King Fernando I "
English | ISBN: 1512824623 | 2024 | 256 pages | EPUB | 24 MB
A corrective to conventional accounts of the reign of Queen Sancha and King Fernando I in medieval Iberia

Acclaimed historians Bernard F. Reilly and Simon R. Doubleday tell the story of the reign of Queen Sancha and King Fernando I, who together ruled the territories of León and Galicia between 1038 and 1065―often regarded as a period in which Christian kings and their vassals asserted themselves more successfully in the face of external rivals, both Viking and Muslim. The reality was more complex. The Iberian Peninsula remained a space of multiple, intertwined forms of power and surprisingly nuanced relationships between―and among―the diverse configurations of Christian and Muslim authority. Some of these complexities would be obscured by later generations of medieval chroniclers, whose narratives focused on the singular authority of the king and expressed a more binary view of interreligious relations.
Through their account of the key events and turning points of Sancha and Fernando's reign, Reilly and Doubleday propose a revised understanding of its political culture, offering a corrective to accounts that have emphasized a stark opposition between Christian and Muslim powers, a supposedly steady growth and centralization of royal government, and the individual figure of the monarch.
Exploring the interplay of crown and elites, underscoring the role of royal women, and rejecting the Reconquista paradigm,
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Liutex and Third Generation of Vortex Definition and Identification An Invited Wor...

Liutex and Third Generation of Vortex Definition and Identification: An Invited Workshop from Chaos 2020 by Chaoqun Liu
English | EPUB | 2021 | 479 Pages | ISBN : 3030702162 | 168.3 MB

This book collects papers presented in the Invited Workshop, "Liutex and Third Generation of Vortex Definition and Identification for Turbulence," from CHAOS2020, June 9-12, 2020, which was held online as a virtual conference. Liutex is a new physical quantity introduced by Prof. Chaoqun Liu of the University of Texas at Arlington.
It is a vector and could give a unique and accurate mathematical definition for fluid rotation or vortex. The papers in this volume include some Liutex theories and many applications in hydrodynamics, aerodynamics and thermal dynamics including turbine machinery. As vortex exists everywhere in the universe, a mathematical definition of vortex or Liutex will play a critical role in scientific research. There is almost no place without vortex in fluid dynamics. As a projection, the Liutex theory will play an important role on the investigations of the vortex dynamics in hydrodynamics, aerodynamics, thermodynamics, oceanography, meteorology, metallurgy, civil engineering, astronomy, biology, etc. and to the researches of the generation, sustenance, modelling and controlling of turbulence.
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Live Free, Eat Well Elevated Cuisine for Outdoorsy Travelers and Modern Nomads A C...

Live Free, Eat Well: Elevated Cuisine for Outdoorsy Travelers and Modern Nomads: A Cookbook by Adam Glick
English | June 18, 2024 | ISBN: 0744099455 | 264 pages | MOBI | 86 Mb
Creative meals for wherever life takes you!

Chef Adam Glick has traveled the world cooking in tiny galley kitchens, in campers, and over campfires. Along the way, he's developed skills for making the most of limited kitchen space and using resources from the environment to create innovative, delicious recipes even on the road. Learn his techniques for outdoor and small-space cooking and make restaurant-worthy meals on your next outdoor adventure, including everything from:
Preparing for your next road trip by planning for meals ahead of timeCooking a delicious meal over a fire at your campsite or in your backyardOutfitting the kitchen in your tiny home or recreational vehicle for successLearning the art of presentation and infusing rich flavors into every dishWith more than 75 recipes that cover breakfast, lunch, dinner, desserts, and more, Adam will help you bridge the gap between cooking in a modern kitchen and cooking in less-conventional spaces. Accompanied by stunning images of epic landscapes and fascinating stories from Adam's travels around the globe, Live Free, Eat Well shares the skills and recipes you need to cook outside or on-the-go, wherever you want to be.

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Localization and Its Discontents A Genealogy of Psychoanalysis and the Neuro Disci...

Katja Guenther, "Localization and Its Discontents: A Genealogy of Psychoanalysis and the Neuro Disciplines"
English | ISBN: 022628820X | 2015 | 296 pages | EPUB | 8 MB
Psychoanalysis and neurological medicine have promoted contrasting and seemingly irreconcilable notions of the modern self. Since Freud, psychoanalysts have relied on the spoken word in a therapeutic practice that has revolutionized our understanding of the mind. Neurologists and neurosurgeons, meanwhile, have used material apparatus-the scalpel, the electrode-to probe the workings of the nervous system, and in so doing have radically reshaped our understanding of the brain. Both operate in vastly different institutional and cultural contexts.

Given these differences, it is remarkable that both fields found resources for their development in the same tradition of late nineteenth-century German medicine: neuropsychiatry. In
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[booksz]

Lola in the Mirror A Novel

Lola in the Mirror: A Novel by Trent Dalton
English | September 17, 2024 | ISBN: 0063414740 | True EPUB | 512 pages | 27.7 MB
Bighearted, gritty, magical and moving, an irresistible novel from the #1 internationally bestselling author of Boy Swallows Universe and All Our Shimmering Skies.

'Mirror, mirror, on the grass, what's my future? What's my past?'
A girl and her mother have been on the run for sixteen years, from police and the monster they left in their kitchen with a knife in his throat. They've found themselves a home inside a van with four flat tyres parked in a scrapyard by the edge of the Brisbane River.
The girl has no name because names are dangerous when you're on the run. But the girl has a dream. A vision of a life as an artist of international acclaim. A life outside the grip of the Brisbane underworld drug queen 'Lady' Flora Box. A life of love with the boy who's waiting for her on the bridge that stretches across a flooding, deadly river. A life beyond the bullet that has her name on it. And now that the storm clouds are rising, there's only one person who can help make her dreams come true. That person is Lola and she carries all the answers. But to find Lola, the girl with no name must first do one of the hardest things we can ever do. She must look in the mirror.
From international bestselling author Trent Dalton, Lola in the Mirror is a big, moving, blackly funny, violent, heartbreaking and beautiful novel of love, fate, life and death and all the things we see when we look in the mirror: all our past, all our present, and all our possible futures.

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Magnetoencephalography From Signals to Dynamic Cortical Networks (2024)

Selma Supek, Cheryl J. Aine, "Magnetoencephalography: From Signals to Dynamic Cortical Networks"
English | 2019 | pages: 1358 | ISBN: 3030000869 | PDF | 39,8 mb
Magnetoencephalography (MEG) is an invaluable functional brain imaging technique that provides direct, real-time monitoring of neuronal activity necessary for gaining insight into dynamic cortical networks. This handbook covers the rich and transdisciplinary nature of the MEG field. The underlying motivation for this book was to make this diverse and extensive collection of chapters available to both newcomers and experienced researchers with the hope of stimulating growth in the MEG area.

The book is a comprehensive knowledge base of MEG basics along with the latest developments in methodological, empirical and clinical research, directed toward masters and doctoral students, as well as researchers already in the field. The topics range from neuromagnetic measurements, signal processing and source localization techniques to dynamic functional networks underlying perception and cognition in both health and disease. Topical reviews cover, among others: development on SQUID-based and novel sensors, multi-modal integration (low field MRI and MEG; EEG and fMRI), Bayesian approaches to multi-modal integration, direct neuronal imaging, novel noise reduction methods, source-space functional analysis, decoding of brain states, dynamic brain connectivity, sensory-motor integration, MEG studies on perception and cognition, thalamocortical oscillations, fetal and neonatal MEG, pediatric MEG studies, cognitive development, clinical applications of MEG in epilepsy, pre-surgical mapping, stroke, schizophrenia, stuttering, traumatic brain injury, post-traumatic stress disorder, depression, autism, aging and neurodegeneration, MEG applications in cognitive neuropharmacology, along with an overview of major open-source analysis tools.
The 2nd edition, which is now presented as a Springer Reference, has 9 sections compared to 5 in the first edition and includes a total of 61 chapters. It provides more in-depth tutorials on MEG as an enabling tool in neuroscienceand on linear source estimation and spatial filtering approaches. A set of 11 new chapters and 20 updated chapters cover, among others, new topics such as simultaneous MEG and intracerebral EEG recordings, MEG studies on time processing and temporal cognition, open source MNE software, presurgical localization of language, emerging zero helium boil-off MEG technologies and provides updates on novel multi-modal fusion and related modeling approaches, open source analysis packages, neural decoding and MEG Brain Computer Interface, organizational cognitive neuroscience as well as developmental studies and clinical applications. In the last two years significant advances have been made in the field of novel sensor development, particularly for optically pumped magnetometers (OPMs) which are leading the way to a new generation of wearable MEG systems. Included in this new edition is a new chapter covering the topic of "on-scalp" MEG and an updated chapter on OPMs.
The book was edited by a board of internationally renowned scientists serving as Section Editors:
Part I: MEG Tutorials: Seppo Ahlfors
Part II: Source Analysis and Multi-modal Integration: Selma Supek and Cheryl J. Aine
Part III: Open Source Analysis Packages: Alexandre Gramfort
Part IV: Functional Connectivity and Oscillatory Activity: Matthew Brooks
Part V: Neurodevelopment Across Lifespan: Julia M. Stephen
Part VI: Sensory and Cognitive Studies: Catherine Tallon-Baudry
Part VII: Clinical Application and Translational Studies: Nobukazu Nakasato
Part VIII: Novel Brain Research Topics: Lauri Parkkonen
Part IX: Emerging Technologies: Risto Ilmoniemi

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[booksz]

Manchuria Under Japanese Dominion

Shin'ichi Yamamuro, "Manchuria Under Japanese Dominion "
English | ISBN: 0812239121 | 2006 | 344 pages | PDF | 108 MB
From 1932 until the end of World War II, the Japanese established and maintained by bloody rule a puppet regime in the Chinese region of Manchuria. This region was composed of three northern provinces in China; the puppet ruler was the last Chinese Emperor, Pu Yi, and this rich industrial region was clearly coveted and managed by the Japanese as a critical element in their imperial dominion.

Yamamuro Shin'ichi's extraordinary book rereads this occupation under new light. The author shows that right-wing Japanese military and civilian groups thought of construction in this sparsely populated region as an effort to build a paradise on earth, with roots deep in Asian traditions. At the same time, Chinese and Korean populations in the region were abused by the Japanese military, and many Japanese were deliberately misinformed about what was being done in their name. Yamamuro examines the policies and events unfolding on the ground during this time. With close attention to the Chinese, Japanese, and Koreans involved, and the links between the military and the home islands, he offers his own overall assessment of this distinctive instance of state-building. Making use of numerous sources in Chinese and Japanese, from legal documents and government decrees to memoirs and poetry,
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[booksz]

Mapmatics A Mathematician's Guide to Navigating the World

Mapmatics: A Mathematician's Guide to Navigating the World by Paulina Rowińska
English | September 17th, 2024 | ISBN: 0674294238 | 304 pages | True EPUB | 14.84 MB
"I love maps. I love math. And gosh, do I love this book, which so beautifully and clearly sounds the depths of both." -Ben Orlin, author of Math with Bad Drawings

Explore the surprising connections between math and maps-and the myriad ways they've shaped our world and us.
Why are coastlines and borders so difficult to measure? How does a UPS driver deliver hundreds of packages in a single day? And where do elusive serial killers hide? The answers lie in the crucial connection between maps and math.
In Mapmatics, mathematician Paulina Rowińska leads us on a riveting journey around the globe to discover how maps and math are deeply entwined, and always have been. From a sixteenth-century map, an indispensable navigation tool that exaggerates the size of northern countries, to public transport maps that both guide and confound passengers, to congressional maps that can empower or silence whole communities, she reveals how maps and math have shaped not only our sense of space but our worldview. In her hands, we learn how to read maps like a mathematician-to extract richer information and, just as importantly, to question our conclusions by asking what we don't see.
Written with authority and compassion, wit and unforgettable storytelling, this is math exposition at its best. By unpacking the math behind the maps we depend on, Mapmatics illuminates how our world works and, ultimately, how we can better look after it.

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[booksz]

Mastering Docker for Scalable Deployment From Container Basics to Orchestrating Co...

Mastering Docker for Scalable Deployment: From Container Basics to Orchestrating Complex Work by Kameron Hussain, Frahaan Hussain
English | October 18, 2023 | ISBN: N/A | ASIN: B0CLFRCJG7 | 318 pages | MOBI | 0.34 Mb
"Mastering Docker for Scalable Deployment: From Container Basics to Orchestrating Complex Work" is a comprehensive guide that equips you with the knowledge and skills needed to harness the full potential of Docker for scalable and efficient deployment of containerized applications. Whether you're new to containerization or an experienced DevOps engineer, this book provides a deep dive into Docker's capabilities, from the fundamentals to complex orchestration.

The book begins by covering the core concepts of containerization, helping you understand the advantages of using Docker for packaging and running applications. You'll explore how to create, manage, and optimize Docker containers, gaining expertise in container basics, image creation, and networking.
As you progress, the book delves into the orchestration of containerized applications using tools like Docker Compose and Kubernetes. You'll learn how to manage complex microservices architectures and achieve scalability and high availability in your deployments. The author provides practical examples and hands-on exercises to reinforce your understanding of container orchestration.
"Mastering Docker" also addresses best practices in container security, monitoring, and logging, ensuring that your Dockerized applications are both performant and secure. Additionally, it covers containerization in cloud environments, enabling you to seamlessly deploy your containers to popular cloud platforms.
Whether you're building cloud-native applications, transitioning to microservices, or simply looking to optimize your infrastructure as code, "Mastering Docker" empowers you to leverage Docker's capabilities to their fullest. By the end of this book, you'll be equipped to design, deploy, and manage containerized applications for scalable and efficient deployment.

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[booksz]

Materials Data Science (EPUB)

Materials Data Science: Introduction to Data Mining, Machine Learning, and Data-Driven Predictions for Materials Science and Engineering by Stefan Sandfeld
English | EPUB (True) | 2024 | 629 Pages | ISBN : 3031465644 | 101.3 MB

This text covers all of the data science, machine learning, and deep learning topics relevant to materials science and engineering, accompanied by numerous examples and applications. Almost all methods and algorithms introduced are implemented "from scratch" using Python and NumPy.
The book starts with an introduction to statistics and probabilities, explaining important concepts such as random variables and probability distributions, Bayes' theorem and correlations, sampling techniques, and exploratory data analysis, and puts them in the context of materials science and engineering. Therefore, it serves as a valuable primer for both undergraduate and graduate students, as well as a review for research scientists and practicing engineers.
The second part provides an in-depth introduction of (statistical) machine learning. It begins with outlining fundamental concepts and proceeds to explore a variety of supervised learning techniques for regression and classification, including advanced methods such as kernel regression and support vector machines. The section on unsupervised learning emphasizes principal component analysis, and also covers manifold learning (t-SNE and UMAP) and clustering techniques. Additionally, feature engineering, feature importance, and cross-validation are introduced.
The final part on neural networks and deep learning aims to promote an understanding of these methods and dispel misconceptions that they are a "black box". The complexity gradually increases until fully connected networks can be implemented. Advanced techniques and network architectures, including GANs, are implemented "from scratch" using Python and NumPy, which facilitates a comprehensive understanding of all the details and enables the user to conduct their own experiments in Deep Learning.
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