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  Data Scaling and Normalization -...

  Chuck Sherman

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  "Data Scaling and Normalization: A Comprehensive Guide to Enhancing Data Quality and Model Performance" offers an in-depth exploration of the crucial techniques used in preprocessing data to enhance the quality of machine learning models. Designed for data scientists, machine learning engineers, and analysts, this book provides a clear and comprehensive understanding of how scaling and normalization techniques impact model accuracy, efficiency, and interpretability. 
  Inside, you'll find detailed explanations of the core concepts of data scaling and normalization, including Min-Max scaling, Z-score normalization, robust scaling, and more. The book covers when and how to apply these techniques to various types of data, from numerical to categorical, and explores their role in improving model convergence, reducing biases, and enhancing generalization. 
  Key topics include:The importance of data scaling and normalization in preparing data for machine learning modelsPractical applications of scaling and normalization methods across different machine learning algorithmsReal-world examples and case studies showcasing the impact on model performanceAdvanced techniques and considerations for scaling complex datasetsBest practices for ensuring data quality through preprocessing 
  With step-by-step guidance, code examples, and expert insights, this book is an essential resource for anyone looking to master data preprocessing and take their machine learning models to the next level.  
  This comprehensive guide will help you understand the nuances of scaling and normalization and how they directly affect the success of your machine learning projects. 
   

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  Flight of the Godwit - Tracking...

  Bruce M. Beehler

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  Soar across 46 North American territories to uncover the secrets of 7 magnificent shorebirds, the world’s greatest nonstop travelers 
    
  An immersive travelogue that belongs on every birder's bookshelf 
    
  Flying more than 8,000 miles from Alaska to eastern Australia without stopping to eat or rest, the Bar-tailed Godwit holds the record for the longest nonstop migration of any land bird in the world. Flight of the Godwit invites readers on ornithologist Bruce M. Beehler's awe-inspiring journey in search of North America's largest and farthest-flying shorebirds. Driving 35,000 miles between 2019 to 2023, Beehler sought birds he dubs the "Magnificent Seven": 
   Hudsonian GodwitBar-tailed GodwitMarbled GodwitWhimbrelLong-billed CurlewBristle-thighed CurlewUpland Sandpiper 
    
  Beehler interweaves colorful fieldwork stories and rich details on local culture with the natural history and biology of shorebirds—including evolution, the physics of migration, orientation, homing, foraging, diet, nesting, parental care, wintering, staging, elusive "super-migrators," and the importance of conservation efforts. 
    
  With authoritative prose, the book journeys through 37 states and 9 Canadian provinces from Texas to Alaska to Canada's High Arctic. Flight of the Godwit is a captivating adventure and a tribute to remarkable birds and birding itself.

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  The Evolution of Urban Planning...

  Lyric Vale

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  Urban planning is the process by which cities, towns, and other urban spaces are designed, organized, and managed. It is a field that encompasses various aspects of human life, from infrastructure to social dynamics, and aims to create environments that promote the well-being of residents and the sustainability of the urban ecosystem. The importance of urban planning lies in its ability to shape the physical, social, and economic structure of a community. It influences the way people interact with their environment and with each other, determining the accessibility of resources, the flow of traffic, and the availability of green spaces, among other factors. 
  The evolution of urban planning can be traced back to ancient civilizations, where early cities were often designed around central hubs of commerce, religion, or governance. In these early stages, urban planning was driven by necessity, focusing primarily on basic functions like defense, water management, and trade. Over time, as cities grew and became more complex, the need for more organized and systematic approaches to urban development emerged. This shift was marked by the introduction of formal planning principles that considered not only the practical aspects of urban life but also the aesthetic, cultural, and social needs of the inhabitants. 
  In the modern era, urban planning became an established profession, with experts tasked with the responsibility of designing and managing urban spaces to meet the growing demands of an increasingly urbanized population. The industrial revolution, for example, brought about massive shifts in population density and the structure of cities. It prompted the creation of zoning laws, housing regulations, and other planning policies that addressed new challenges such as pollution, overcrowding, and public health. These developments laid the groundwork for the more sophisticated planning techniques used in contemporary cities.

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  AI Superpowers: Book Summary &...

  Alexander Pike

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  This content is an independent and unofficial summary created for informational and educational purposes only. It is not affiliated with, authorized, approved, licensed, or endorsed by the original author or publisher. All rights to the original work belong to its respective copyright holders. This summary is not intended to substitute the original book, but to offer a concise overview and interpretation of its main ideas. 
  “AI Superpowers” explores the titanic clash of American and Chinese artificial intelligence ecosystems, revealing how data, talent, and entrepreneurial culture shape the future of work and innovation. You’ll travel from Silicon Valley labs pushing the boundaries of deep learning to China’s mobile-first megacities where AI scales at breakneck speed. Through vivid anecdotes—from GPU clusters training foundational models to mobile apps that learn from billions of users—you’ll discover how to turbocharge productivity with iterative feedback loops, cross-disciplinary collaboration, and moral stewardship. This dynamic, motivational audiobook equips professionals with the mindset and strategies to thrive in the AI era: align your organization to data-rich markets, fuse research and large-scale deployment, and cultivate human skills that complement machine intelligence. Your next breakthrough awaits at the intersection of speed, scale, and purpose.

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  Microbes - The Unseen Agents of...

  David L. Kirchman

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  For billions of years, microbes have produced and consumed greenhouse gases that regulate global temperature and in turn other aspects of our climate. The balance of these gases maintains Earth's habitability. Methane, a greenhouse gas produced only by microbes, may have kept Earth out of a deep freeze billions of years ago. Likewise, variations in carbon dioxide, another greenhouse gas released by microbes and other organisms, help to explain the comings and goings of ice ages over the last million years. 
   
   
   
  Now we face a human-made climate crisis with drastic consequences. The complete story behind greenhouse gases, however, involves microbes and their role in natural ecosystems. Microscopic organisms are also part of the solution, producing biofuels and other forms of green energy which keep fossil fuels in the ground. Other microbes can be harnessed to reduce the release of methane and nitrous oxide from agriculture, and geoengineering solutions that depend on microbes could pull carbon dioxide out of the atmosphere. 
   
   
   
  David L. Kirchman introduces a unique and timely contribution to the climate change conversation and the part microbes play in our past, present, and future. He takes listeners into the unseen world behind the most important environmental problem facing society today and encourages us to embrace microbial solutions.

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  Hothouse Earth

  Bill McGuire

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  "Providing a post-COP26 perspective on the climate emergency, Hothouse Earth: An Inhabitant's Guide acknowledges that it is now practically impossible to keep this side of the 1.5°C dangerous climate-change guardrail. The upshot is that we can no longer dodge the arrival of a disastrous, all-pervasive climate breakdown that will come as a hammer blow to global society and economy. Bill McGuire, Professor of Geophysical and Climate Hazards, explains the science behind the climate crisis, painting a blunt but authentic picture of the sort of world our children will grow old in, and our grandchildren grow up in, a world that we catch only glimpses of in today's blistering heatwaves, calamitous wildfires, and ruinous floods and droughts. Bleak though it is, the picture is one we must all face up to, if only to spur genuine action—even at this late stage—to stop a harrowing future from becoming a truly cataclysmic one."

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