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Deep Dive into the Power Platform in the Age of Generative AI: Architectural Insights and Best Practices for Intelligent Business Solutions by Biswa Pujarini Mohapatra, Gaurav Aroraa, Yash Agarwal
English | November 16, 2024 | ISBN: 8868808986 | 696 pages | MOBI | 6.15 Mb
Understand the full potential of Microsoft Power Platform with this comprehensive guide, designed to provide you with the knowledge and tools needed to create intelligent business applications, automate workflows, and drive data-driven insights for business growth. Whether you're a novice or an experienced professional, this book offers a step-by-step approach to mastering the Power Platform.
This book comes with an extensive array of essential concepts, architectural patterns and techniques. It will also guide you with practical insights to navigate the Power Platform effortlessly while integrating on Azure. Starting with exploring Power Apps for building enterprise applications, the book delves into Dataverse, Copilot Studio, AI Builder, managing platforms and Application life cycle management. You will then demonstrate testing strategy followed by a detailed examination of Dataverse and intelligent AI-powered Applications. Additionally, you will cover Power pages for external websites and AI-infused solutions. Each section is meticulously structured, offering step-by-step guidance, hands-on exercises, and real-world scenarios to reinforce learning.
After reading the book, you will be able to optimize your utilization of the Power Platform for creating effective business solutions.
What You Will Learn:
Understand the core components and capabilities of Power Platform.Explore how Power Platform integrates with Azure services.Understand the key features and benefits of using Power Platform for businessapplications.How Dataverse seamlessly integrates with various Power Platform components andAzure.Learn the essentials of administering Power Platform environments.Explore techniques for optimizing the performance of data integration and export processes on Azure.Gain insights into designing user-friendly applications using Power Apps.Learn the capabilities of Copilot Studio for creating intelligent copilots.Understand the integration of generative AI within Copilot Studio.Learn how to streamline business processes and improve efficiency.Learn to incorporate AI capabilities into your applications using AI Builder.Learn how to create and manage external websites using Power Pages.How to integrate Power Platform with external services for enhanced data capabilities.Understand solution architecture and Application Lifecycle Management (ALM)within the Power Platform.Who This Book Is For:
Application developers, Enterprise Architects and business decision-makers.
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Deep Learning for Biology
English | 2025 | ISBN: 9781098168025 | 300 pages | MOBI | 3.12 Mb
Bridge the gap between biology and cutting-edge machine learning techniques with this essential guide. Train and interpret deep learning models and answer fundamental biological questions. Whether your background is in biology, machine learning, or software engineering, this book empowers you with the practical skills needed for your deep learning journey.
Through step-by-step recipes, authors Natasha Latysheva and Charles Ravarani teach you to train models for tasks like understanding gene regulatory logic, uncovering insights about protein families, and exploring subcellular localization. Each chapter provides self-contained mini-projects that serve as templates for approaching complex biological problems.
By the end of this book, you'll be able to
Approach biological problems with a deep learning perspective
Train and interpret deep learning models to explore complex biological data
Leverage Python code and iPython notebooks to extend your projects
Transform your insights into actionable solutions in medicine, genomics, and biotechnology
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Deep Learning for Financial Markets: A Practical Guide by Hayden Van Der Post, Reactive Publishing, Johann Strauss
English | March 31, 2025 | ASIN: B0F37F5KXP | 534 pages | EPUB | 0.53 Mb
Deep Learning for Financial Markets bridges the gap between theory and execution-offering a hands-on roadmap for leveraging AI to navigate, analyze, and outperform modern markets.
Written for quants, traders, data scientists, and financial professionals, this practical guide demystifies cutting-edge neural network techniques and shows how to apply them directly to algorithmic trading, portfolio optimization, risk modeling, and financial forecasting. With a focus on actionable implementations using Python, PyTorch, and TensorFlow, Hayden Van Der Post walks you through end-to-end workflows, including data preprocessing, model architecture, hyperparameter tuning, and live deployment strategies.
From LSTMs for time-series prediction to transformers for market pattern recognition, this book is designed to give you a real competitive edge-whether you're developing your first model or optimizing complex trading strategies.
If you're ready to move beyond buzzwords and into profit-driven, AI-powered finance, this is your field manual.
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Deep Learning with JAX
English | 2024 | ISBN: 9781633438880 | 408 pages | MOBI | 0.49 Mb
Accelerate deep learning and other number-intensive tasks with JAX, Google's awesome high-performance numerical computing library.
The JAX numerical computing library tackles the core performance challenges at the heart of deep learning and other scientific computing tasks. By combining Google's Accelerated Linear Algebra platform (XLA) with a hyper-optimized version of NumPy and a variety of other high-performance features, JAX delivers a huge performance boost in low-level computations and transformations.
In Deep Learning with JAX you will learn how to
Use JAX for numerical calculations
Build differentiable models with JAX primitives
Run distributed and parallelized computations with JAX
Use high-level neural network libraries such as Flax
Leverage libraries and modules from the JAX ecosystem
Deep Learning with JAX is a hands-on guide to using JAX for deep learning and other mathematically-intensive applications. Google Developer Expert Grigory Sapunov steadily builds your understanding of JAX's concepts. The engaging examples introduce the fundamental concepts on which JAX relies and then show you how to apply them to real-world tasks. You'll learn how to use JAX's ecosystem of high-level libraries and modules, and also how to combine TensorFlow and PyTorch with JAX for data loading and deployment.
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Rapidgator
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Deep Learning with JAX by Grigory Sapunov
English | October 29, 2024 | ISBN: 1633438880 | 408 pages | MOBI | 4.91 Mb
Accelerate deep learning and other number-intensive tasks with JAX, Google's awesome high-performance numerical computing library.
The JAX numerical computing library tackles the core performance challenges at the heart of deep learning and other scientific computing tasks. By combining Google's Accelerated Linear Algebra platform (XLA) with a hyper-optimized version of NumPy and a variety of other high-performance features, JAX delivers a huge performance boost in low-level computations and transformations.
In Deep Learning with JAX you will learn how to:
* Use JAX for numerical calculations
* Build differentiable models with JAX primitives
* Run distributed and parallelized computations with JAX
* Use high-level neural network libraries such as Flax
* Leverage libraries and modules from the JAX ecosystem
Deep Learning with JAX is a hands-on guide to using JAX for deep learning and other mathematically-intensive applications. Google Developer Expert Grigory Sapunov steadily builds your understanding of JAX's concepts. The engaging examples introduce the fundamental concepts on which JAX relies and then show you how to apply them to real-world tasks. You'll learn how to use JAX's ecosystem of high-level libraries and modules, and also how to combine TensorFlow and PyTorch with JAX for data loading and deployment.
Purchase of the print book includes a free eBook in PDF and ePub formats from Manning Publications.
About the technology
Google's JAX offers a fresh vision for deep learning. This powerful library gives you fine control over low level processes like gradient calculations, delivering fast and efficient model training and inference, especially on large datasets. JAX has transformed how research scientists approach deep learning. Now boasting a robust ecosystem of tools and libraries, JAX makes evolutionary computations, federated learning, and other performance-sensitive tasks approachable for all types of applications.
About the book
Deep Learning with JAX teaches you to build effective neural networks with JAX. In this example-rich book, you'll discover how JAX's unique features help you tackle important deep learning performance challenges, like distributing computations across a cluster of TPUs. You'll put the library into action as you create an image classification tool, an image filter application, and other realistic projects. The nicely-annotated code listings demonstrate how JAX's functional programming mindset improves composability and parallelization.
What's inside
* Use JAX for numerical calculations
* Build differentiable models with JAX primitives
* Run distributed and parallelized computations with JAX
* Use high-level neural network libraries such as Flax
About the reader
For intermediate Python programmers who are familiar with deep learning.
About the author
Grigory Sapunov holds a Ph.D. in artificial intelligence and is a Google Developer Expert in Machine Learning.
The technical editor on this book was Nicholas McGreivy.
Table of Contents
Part 1
1 When and why to use JAX
2 Your first program in JAX
Part 2
3 Working with arrays
4 Calculating gradients
5 Compiling your code
6 Vectorizing your code
7 Parallelizing your computations
8 Using tensor sharding
9 Random numbers in JAX
10 Working with pytrees
Part 3
11 Higher-level neural network libraries
12 Other members of the JAX ecosystem
A Installing JAX
B Using Google Colab
C Using Google Cloud TPUs
D Experimental parallelization
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Deep Reinforcement Learning: An Essential Guide by Robert Johnson
English | October 27, 2024 | ISBN: N/A | ASIN: B0DL4VFHLR | 363 pages | MOBI | 0.81 Mb
"Deep Reinforcement Learning: An Essential Guide" offers a comprehensive introduction to one of the most dynamic and transformative areas of artificial intelligence. This book meticulously unravels the intricate concepts of deep reinforcement learning (DRL), bridging foundational theories with cutting-edge applications. Addressing both newcomers and experienced practitioners, it provides a structured exploration from the basics of neural networks and reinforcement learning to the sophisticated mechanisms that drive core algorithms like DQN, PPO, and policy gradient methods.
The book emphasizes real-world applications, showcasing DRL's impact across gaming, finance, healthcare, and autonomous systems, illustrating its vast potential and versatility. By understanding the strategic balance of exploration and exploitation, readers gain insight into designing intelligent agents capable of thriving in complex environments. As DRL continues to evolve, the text also delves into current challenges and future directions, such as ethical considerations, safety, and efficiency, preparing readers to contribute to and innovate within this rapidly advancing field. Comprehensive yet accessible, this guide is an invaluable resource for anyone aspiring to harness the power of deep reinforcement learning.
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Deep Reinforcement Learning with Python: RLHF for Chatbots and Large Language Models by Nimish Sanghi
English | July 13, 2024 | ISBN: N/A | ASIN: B0D14SZ4CN | 862 pages | MOBI | 27 Mb
Gain a theoretical understanding to the most popular libraries in deep reinforcement learning (deep RL). This new edition focuses on the latest advances in deep RL using a learn-by-coding approach, allowing readers to assimilate and replicate the latest research in this field.
New agent environments ranging from games, and robotics to finance are explained to help you try different ways to apply reinforcement learning. A chapter on multi-agent reinforcement learning covers how multiple agents compete, while another chapter focuses on the widely used deep RL algorithm, proximal policy optimization (PPO). You'll see how reinforcement learning with human feedback (RLHF) has been used by chatbots, built using Large Language Models, e.g. ChatGPT to improve conversational capabilities.
You'll also review the steps for using the code on multiple cloud systems and deploying models on platforms such as Hugging Face Hub. The code is in Jupyter Notebook, which canbe run on Google Colab, and other similar deep learning cloud platforms, allowing you to tailor the code to your own needs.
Whether it's for applications in gaming, robotics, or Generative AI,Deep Reinforcement Learning with Python will help keep you ahead of the curve.
What You'll Learn
Explore Python-based RL libraries, including StableBaselines3 and CleanRLWork with diverse RL environments like Gymnasium, Pybullet, and Unity MLUnderstand instruction finetuning of Large Language Models using RLHF and PPOStudy training and optimization techniques using HuggingFace, Weights and Biases, and Optuna
Who This Book Is For
Software engineers and machine learning developers eager to sharpen their understanding of deep RL and acquire practical skills in implementing RL algorithms fromscratch.
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Deep River : A Memoir of a Missouri Farm By David Hamilton
2001 | 179 Pages | ISBN: 0826213545 | PDF | 1 MB
Deep River uncovers the layers of history--both personal and regional--that have accumulated on a river-bottom farm in west-central Missouri. This land was part of a late frontier, passed over, then developed through the middle of the last century as the author's father and uncle cleared a portion of it and established their farm. Hamilton traces the generations of Native Americans, frontiersmen, settlers, and farmers who lived on and alongside the bottomland over the past two centuries. It was a region fought over by Union militia and Confederate bushwhackers, as well as by their respective armies; an area that invited speculation and the establishment of several small towns, both before and after the Civil War; land on which the Missouri Indians made their long last stand, less as a military force than as a settlement and civilization; land that attracted French explorers, the first Europeans to encounter the Missouris and their relatives, the Ioways, Otoes, and Osage, a century before Lewis and Clark. It is land with a long history of occupation and use, extending millennia before the Missouris. Most recently it was briefly and intensively receptive to farming before being restored in large part as state-managed wetlands. Deep River is composed of four sections, each exploring aspects of the farm and its neighborhood. While the family story remains central to each, slavery and the Civil War in the nineteenth century and Native American history in the centuries before that become major themes as well. The resulting portrait is both personal memoir and informal history, brought up from layers of time, the compound of which forms an emblematic American story.
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Defectors: How the Illicit Flight of Soviet Citizens Built the Borders of the Cold War World by Erik R. Scott
English | July 21, 2023 | ISBN: 0197546870 | 328 pages | MOBI | 3.31 Mb
A broad-ranging history of defectors from the Communist world to the West and how their Cold War treatment shaped present-day restrictions on cross-border movement.
Defectors fleeing the Soviet Union seized the world's attention during the Cold War. Their stories were given sensational news coverage and dramatized in spy novels and films. Upon reaching the West, they were entitled to special benefits, including financial assistance and permanent residency. In contrast to other migrants, defectors were pursued by the states they left even as they were eagerly sought by the United States and its allies. Taking part in a risky game that played out across the globe, defectors sought to transcend the limitations of the Cold War world.
Defectors follows their treacherous journeys and looks at how their unauthorized flight via land, sea, and air gave shape to a globalized world. It charts a global struggle over defectors that unfolded among rival intelligence agencies operating in the shadows of an occupied Europe, in the forbidden border zones of the USSR, in the disputed straits of the South China Sea, on a hijacked plane 10,000 feet in the air, and around the walls of Soviet embassies. What it reveals is a Cold War world whose borders were far less stable than the notion of an "Iron Curtain" suggests. Surprisingly, the competition for defectors paved the way for collusion between the superpowers, who found common cause in regulating the spaces through which defectors moved. Disputes over defectors mapped out the contours of modern state sovereignty, and defection's ideological framework hardened borders by reinforcing the view that asylum should only be granted to migrants with clear political claims.
Although defection all but disappeared after the Cold War, this innovative work shows how it shaped the governance of global borders and helped forge an international refugee system whose legacy and limitations remain with us to this day.
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Defending the Swedish Model : Social Democrats, Trade Unions, and Labor Migration Policy Reform By Gregg Bucken-Knapp
2009 | 190 Pages | ISBN: 0739138162 | PDF | 1 MB
Across Europe, the prospect of a rapidly shrinking workforce has put increased labor migration back on the political agenda. However, for many on the left, concerns exist that less restrictive labor migration policies threaten core features of the social democratic project. This is perhaps clearest in Sweden, which in late 2008 adopted a liberal approach to third-country national labor migration, allowing employers to hire freely from outside the European Union. Defending the Swedish Model explores the debate leading up to this reform, focusing on the preferences of the Swedish Social Democratic Party (SAP) and the Swedish Trade Union Confederation (LO). While generally positive to the economic potential of increased labor migration, these allies remained highly skeptical towards calls from employers and bourgeois parties for liberalization. Bucken-Knapp argues that the SAP and LO develop their labor migration policy preferences on the basis of whether specific reform alternatives are perceived as being consistent with, or as undermining, the Swedish model. In the case of third-country nationals, both allies considered liberalization a threat to full employment aims, instead seeking to preserve an influential role for the state labor market board and organized labor. Bucken-Knapp also focuses on the Swedish labor migration debate prior to the 2004 enlargement of the European Union, showing how SAP concerns over potential abuse of the universal welfare state led to its support for transitional arrangements. Defending the Swedish Model illuminates the challenges faced by social democrats and trade unions when considering the need for increased labor migration.
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Defense Resource Planning under Uncertainty : An Application of Robust Decision Making to Munitions Mix Planning By Robert J. Lempert; Drake Warren; Ryan Henry; Robert W. Button; Jonathan Klenk; Kate Giglio
2016 | 109 Pages | ISBN: 0833091670 | PDF | 1 MB
Defense planning faces significant uncertainties. This report applies robust decision making (RDM) to the air-delivered munitions mix challenge. RDM is quantitative, decision support methodology designed to inform decisions under conditions of deep uncertainty and complexity. This proof-of-concept demonstration suggests that RDM could help defense planners make plans more robust to a wide range of hard-to-predict futures.
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Defining Jesus : The Earthly, the Biblical, the Historical, and the Real Jesus, and How Not to Confuse Them By Richard N. Soulen
2015 | 134 Pages | ISBN: 1498219357 | EPUB | 1 MB
Defining Jesus is about the semantic content of the name Jesus. To what does the name refer, especially when modifying adjectives are attached, such as "the historical Jesus," "the Jesus of history," "the earthly Jesus," "the biblical Jesus," "the real Jesus"? Problems arise when commercial writers and scholars, without the necessary caveat, equate their hypothetical portrait of "the historical Jesus" with "the real Jesus"--none other than the Jesus of the first century "as he actually was." To disabuse scholarship of this hubris, the author carefully delineates the diverse settings in which the name Jesus appears in the ongoing dialogue about Jesus of Nazareth. Its approach is apologetic: it defends the traditional language of Christian faith, arguing with Martin Kahler in the nineteenth century that the only Jesus Christians have ever known, or can know, is the Christ of faith.
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Deliberative Democracy for the Future : The Case of Nuclear Waste Management in Canada By Genevieve Fuji Johnson
2008 | 183 Pages | ISBN: 0802096077 | PDF | 1 MB
Genevieve Fuji Johnson proposes that only deliberative democracy contains convincing conceptions of the good, justice, and legitimacy that provide for the justifiable resolution of debates about the moral foundations of public policy.
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Delivering Services in Multicultural Societies By Alexandre Marc
2009 | 95 Pages | ISBN: 0821380494 | EPUB | 1 MB
The last twenty years has witnessed a growing recognition of the importance of considering cultural and ethnic diversity in the design and implementation of development programs. The increasing cultural diversity of societies throughout the world and the important role of culture in identity formation in a global society create a major challenge for national and local governments in ensuring social cohesion and inclusion. This book reviews recent approaches in taking into account cultural diversity in delivery of basic services. It first discusses the idea that supporting cultural diversity can help achieve social inclusion and social cohesion. It provides an outlook on the debate on multiculturalism from various perspectives and discusses the benefits and risks of policies supporting cultural diversity. The book then examines policies and programs supporting cultural diversity in the delivery of basic services: education, health care, customary law, traditional governance systems, and cultural services. For each of these services the book reviews the main challenges and describes best practices. Finally the book attempts a synthesis of what has been learned from the experience of taking cultural diversity into account in delivery of services.
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Democracy and the Ten Commandments : The Politics of Limited Government in the Bible By Robert Kimball Shinkoskey
2016 | 254 Pages | ISBN: 1498290094 | EPUB | 1 MB
For 2,000 years Western culture has leaned heavily on the Ten Commandments for guidance in religion, ethics, and morality. The author, drawing upon modern Biblical science, demonstrates that those laws were designed for an entirely different purpose--to provide alternatives to repressive policies Israel reeled under in Egypt. The Decalogue is a political document designed to limit government intrusion into private lives. Its precepts deal with matters like political parties and intellectual freedom, central banking and taxation, occupational choice, free economy, humane working conditions, local government, right to life and international relations, land possession and inheritance, equal justice and education, and citizenship and public health. The author's interpretation necessitates a wholesale repositioning of Biblical religion. The Bible is not a book about religious worship, but is rather a book about citizen-empowered local democracy. This essay suggests a way out of the woods for an American democracy that has lost its way in a headlong veer toward heavy-handed central government.
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Demolishing Strongholds : Effective Strategies for Spiritual Warfare By David Devenish
2013 | 181 Pages | ISBN: 1860248012 | EPUB | 1 MB
A revised and updated edition of David Devenish's clear biblical teaching on spiritual warfare. SUMMARY: David Devenish shares insights drawn from many years of personal experience in helping people break free from strongholds that have bound them. In this no-nonsense guide, he gives us effective strategies for spiritual warfare which include: Having a biblical model for understanding the enemy's strategies and dealing with them. Keeping a balance between the reality of Satan and the demonic realm, our responsibility for our actions, and the absolute sovereignty of God. Understanding that strongholds are wrong thinking, and learning to use Godly power to pull them down. Understanding our authority in Christ. Knowing our weapons and using them. 'A book full of biblical shocks and surprises that God has owned, to cause all heaven (and hell!) to break loose and set thousands free. A superb manual that will make you mad with the devil and eager to sign up and fight.' Greg Haslam, Minister, Westminster Chapel, London 'I was captivated and intrigued by the timely warning in Demolishing Strongholds. David Devenish has provided valuable insights on spiritual warfare. This book should be required reading for all who seek to advance the Kingdom of God through intercession.' John Paul Jackson, Founder, Streams Ministries International 'David's book on demolishing spiritual strongholds is the clearest biblical teaching on the subject I have ever read. This book should be mandatory reading for all serious Christians.' Barney Coombs, Leader of the International Council, Salt & Light Ministries
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Demystifying The Coding Interview (Early Release)
English | 2025 | ISBN: 9781098173647 | 300 pages | EPUB | 3.85 Mb
Coding interviews can be perplexing, often focusing more on problem-solving skills than the coding itself. For many aspiring programmers, understanding how to approach these interviews remains a significant hurdle in landing their dream job. Whether you're a novice hoping to break into the tech industry or a seasoned coder aiming for a promotion, it's important to ensure you're fully prepared to tackle any algorithmic challenge to land the role you want.
This essential guide is your key to conquering coding interviews. Written by longtime coder and educator Dave Kanter, this book covers the kinds of problems you can expect to face and the critical thinking, problem-solving, and technical skills needed to solve them. Whether it's understanding complex data structures or mastering tricky algorithmic concepts, this book offers tangible methods and strategies to enhance your problem-solving prowess and boost your confidence.
By reading, you'll
Learn how to create a targeted study plan that sets you up for success
Familiarize yourself with common coding interview problems and the best strategies to tackle them
Work through real-world questions with detailed solutions to sharpen your skills
Gain an understanding of essential concepts and how to apply them under pressure
Equip yourself to impress interviewers and stand out from the competition
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Denial Is the Killer and Other Stories By Charles Nfon
2016 | 48 Pages | ISBN: 9956764140 | PDF | 1 MB
There is no denying the havoc HIV/AIDS has wrecked around the globe. The worst impact is seen in the developing world and in impoverished communities in the developed world. However, being HIV positive is not a death sentence. Why then do many still die from it? Denial is the Killer is a fictionalisation of the reality on why and how the persisting vestiges of HIV/AIDS devastation can be stopped.
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Der Kronprinz und das Dritte Reich: Wilhelm von Preußen und der Aufstieg des Nationalsozialismus by Jürgen Luh
German | January 1, 2023 | ISBN: 3406805469 | 190 pages | PDF | 3.59 Mb
Wilhelm von Preußen präsentierte sich gern in Uniform mit Hakenkreuzbinde und im Tête-à-Tête mit Nazigrößen. Dass er für die NSDAP und Hitler eintrat, ist unstrittig. Aber eine nennenswerte Rolle auf dem Weg zur Machtergreifung der Nationalsozialisten will er dennoch nicht gespielt haben. In diesem Buch geht der Historiker Jürgen Luh akribisch genau der Absicht und dem Tun Wilhelms auf den Grund.
Über die Hohenzollern und die Frage, ob sie dem Aufstieg des Nationalsozialismus erheblichen Vorschub geleistet haben, ist eine heftige Kontroverse entbrannt. In ihrem Zentrum steht der Exkronprinz Wilhelm von Preußen, dessen öffentliches Auftreten in der Zeit von 1932 bis 1934 auch rechtlich für die Klärung dieser Frage von erheblicher Bedeutung ist. Jürgen Luh, ein ausgewiesener Kenner des Themas, setzt sich in präzisen, ganz aus den Quellen gearbeiteten Einzelstudien mit dem Verhalten des Exkronprinzen auseinander und zeigt an belastbaren Beispielen, wie Wilhelm öffentlichkeitswirksam nicht nur für ein Zusammenwirken der alten Eliten mit dem Nationalsozialismus, sondern auch für den Führerstaat Hitlers eintrat.
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Descriptive Elections : Empowering the American Electorate By Jeanette Morehouse Mendez; Rebekah Herrick
2016 | 163 Pages | ISBN: 149853029X | EPUB | 1 MB
Elections are in trouble with general low levels of interest and turnout; Jeanette Morehouse Mendez and Rebekah Herrick suggest that if candidates looked more like America does, these problems would decrease. They call these elections where candidates differ in key social demographic traits descriptive elections. They predict that races that have candidates of different race and/or gender will see higher voter turnout out, because voters will be more interested in these races and will have less alienation and indifference. In addition, they predict that voters' stereotypes/gender preferences, as well as elite behavior, can contribute to greater voter engagement. They also predict that campaigns in these elections will discuss a wider variety of issues, and the media will do likewise. They test their expectations by examining the gender mix of candidates in gubernatorial, congressional, and state legislative races. The results suggest that voters in mixed-gender and women-only elections have less alienation, less indifference, and greater interest. They also are more likely to vote. The results offer more modest evidence that campaigns and media coverage differ in these races. Thus the authors conclude that voters' gender stereotypes and preferences have a larger effect on voters' engagements in descriptive elections.
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