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  Ultimate Machine Learning with...

  Parag Saxena

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  Master the Art of Data Munging and Predictive Modeling for Machine Learning with Scikit-Learn
  Book Description
  “Ultimate Machine Learning with Scikit-Learn” is a definitive resource that offers an in-depth exploration of data preparation, modeling techniques, and the theoretical foundations behind powerful machine learning algorithms using Python and Scikit-Learn.
  Beginning with foundational techniques, you'll dive into essential skills for effective data preprocessing, setting the stage for robust analysis. Next, logistic regression and decision trees equip you with the tools to delve deeper into predictive modeling, ensuring a solid understanding of fundamental methodologies. You will master time series data analysis, followed by effective strategies for handling unstructured data using techniques like Naive Bayes.
  Transitioning into real-time data streams, you'll discover dynamic approaches with K-nearest neighbors for high-dimensional data analysis with Support Vector Machines(SVMs). Alongside, you will learn to safeguard your analyses against anomalies with isolation forests and harness the predictive power of ensemble methods, in the domain of stock market data analysis.
  By the end of the book you will master the art of data engineering and ML pipelines, ensuring you're equipped to tackle even the most complex analytics tasks with confidence.
  Table of Contents
  1. Data Preprocessing with Linear Regression
  2. Structured Data and Logistic Regression
  3. Time-Series Data and Decision Trees
  4. Unstructured Data Handling and Naive Bayes
  5. Real-time Data Streams and K-Nearest Neighbors
  6. Sparse Distributed Data and Support Vector Machines
  7. Anomaly Detection and Isolation Forests
  8. Stock Market Data and Ensemble Methods
  9. Data Engineering and ML Pipelines for Advanced Analytics
  Index

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  Life Without Diabetes - The...

  Anonyme

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  THE US EDITION OF THE INTERNATIONAL BESTSELLER  
  A momentous medical breakthrough —a scientifically proven program for managing and reversing Type 2 Diabetes at any stage of health. 
  The fastest growing disease in the world, Type 2 diabetes has long been regarded as an incurable, lifelong condition that becomes progressively worse over time, resulting in pain, loss of vision, amputation, and even premature death. But there is hope. 
  For more than four decades, Dr. Roy Taylor has been studying the causes of diabetes. In 2017, he had a breakthrough: he found scientific proof that Type 2 diabetes is not only reversible, but that anyone following a simple regimen can prevent and cure it. Dr. Taylor’s research shows that Type 2 diabetes is caused by too much fat in the liver and pancreas, which interferes with both organs’ normal functioning. By losing less than 1 gram of fat, the liver and organ can begin to perform as they were designed to once again—thus beginning the reversal process.  
  The most efficient way to shed fat from the liver and pancreas is to lose weight as quickly as possible. Life Without Diabetes makes it easy for people to cut back on their daily calorie intake and avoid the two big problems of dieting—hunger and choice—and lose up to 35 pounds in just eight weeks. Thanks to Dr. Taylor, we can now fundamentally change how we treat and prevent this debilitating and all-too-common disease forever. 
  Supplemental enhancement PDF accompanies the audiobook.

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  Stalking the Great Killer -...

  Larry C. Floyd, Joseph H. Bates

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  Stalking the Great Killer is the story of Arkansas's struggle to control tuberculosis, and how the state became a model in its treatment of the disease. 
   
   
   
  To place the story of tuberculosis in Arkansas in historical perspective, the authors trace the origins of the disease. Arkansas suffered some of the worst ravages of the disease, and the authors argue that many of the improvements in the state's medical infrastructure grew out of the desperate need to control it. 
   
   
   
  In the early twentieth century, Arkansas established a sanatorium and thirty years later, the segregated Black sanitorium. These institutions helped slow the disease but at a cost: removed from families and communities, patients suffered from the isolation. Joseph Bates saw this when he delivered an uncle to the sanitorium in the 1940s. In the 1960s, Bates, now a physician, and his colleague Paul Reagan overcame a resistant medical-political system to develop a new approach to treating the disease. 
   
   
   
  In the age of Covid-19, this history offers valuable lessons about community involvement in public health, the potential efficacy of public-private partnerships, and the importance of leadership in the battle to eradicate disease.

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  Natural Parasite Management for...

  Dion Rosser

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  Discover the Green Path: Mastering Natural Parasite Defense for Thriving Livestock! 
  Are the health of your livestock and the balance of nature your top concerns? Dive into this enlightening guide and be part of a positive shift that aligns animal well-being with Earth's natural order. This isn't just an ausiobook; it's an invitation for all farmers, ranchers, and animal lovers to embrace a sustainable, flourishing future. 
  Unlock invaluable insights within:Decipher the Natural Enigma: Get to the heart of the most persistent livestock parasites. Understanding is your first defense!Eco-Warrior Strategies: Adopt methods that resonate with Mother Earth. Uncover cost-effective, eco-friendly tactics to champion your livestock's health.Herbal Guardians & Organic Allies: Explore nature's own defenses! Herbal remedies and organic supplements are not just alternatives; they're your allies in health.Pasture Mastery: Transform your pastures into havens. Discover how rotational grazing and smart land management are key to preventing infestations.Nutritional Shields: Strengthen your animals from the inside out. Explore dietary strategies that build robust immunity and resilience against unseen parasites.Early Warning Systems: Gain practical insights for early detection and proactive intervention. Your timely actions can secure thriving health for your livestock. 
  Say farewell to harsh chemicals! Embrace the journey toward sustainable, naturally thriving livestock. Click “Add to Cart” now and step into a world where nature and farming exist in perfect harmony!

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  The Family Gene - A Mission to...

  Anonyme

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  When Joselin Linder was in her twenties, her legs started to swell. She thought little of it, until her health problems started to compound in ways that baffled her doctors. Diagnosed with extreme liver blockage and dangerous levels of lymph fluid, Joselin turned to the most similar case she could think of—her father’s. 
  Joselin compared the medical chart of her father—who had died of an undiagnosed disease, ten years prior—-with that of an uncle who had died under similarly strange circumstances. Delving further into the past, she discovered her that her great grandmother had symptoms like hers, and she recognized that she was dealing with something more than a fluke. Whatever had killed her father, uncle, and great-grandmother was likely genetic, and the clock was ticking for the family members of her own generation. 
  Setting out to build a more complete picture of the disease that haunted her family, she approached Dr. Christine “Kricket” Seidman, the head of a group of world-class genetic researchers at Harvard Medical School and a colleague of her late father’s, for help. Dr. Seidman has been attempting the map the faulty gene for seventeen years and has confirmed not only that Joselin’s symptoms are genetic, but that Joselin’s family is this disease’s founder population—a group of people experiencing the baffling symptoms of a brand new mutation. Here, Joselin she tells the story of their gene: the lives it claimed and the future of genetics it foretells.  
  Digging into family records and medical history, interviews with family and friends and her own experiences with Harvard doctors, Joselin pieces together the story of a deadly gene to write a gripping and unforgettable exploration of family, history, love, and mortality. A compelling story of survival and perseverance, THE FAMILY GENE is an important story of a young woman reckoning with her father’s death, her own mortality, and her ethical obligations to herself, family, and society.

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  Obscurantism in power When...

  Brice Perrier

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  Over the last ten years or so, it has become commonplace to hear talk of an obscurantist threat linked to a rise in irrationality, manifested mainly by a mistrust of vaccination and conventional medicine. But obscurantism can also be found where we pride ourselves on fighting it. In this case, it is no longer the work of marginal or anti-establishment groups, but of a dominant way of thinking that presents itself as that of science and rationality. 
  The aim of this book is to lift the veil on this obscurantism in power. Through numerous examples, from impeded research into unexplained phenomena such as near-death experiences, to the vast field of medicine where the pharmaceutical industry has cornered the market on proving the usefulness of a treatment, Brice Perrier reveals how reason is transformed into dogmatism and hinders the advancement of knowledge. 
  The aim of the book is not to say what is true or false, nor to settle scientific controversies, but to understand why these debates, which have always been legitimate and even necessary in science, may simply no longer be allowed.

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