The missing manual to becoming a successful data scientist—develop the skills to use key tools and the knowledge to thrive in the AI/ML landscape Key Features • Learn from an AI patent-holding engineering manager with deep experience in Anaconda tools and OSS • Get to grips with critical aspects of data science such as bias in datasets and interpretability of models • Gain a deeper understanding of the AI/ML landscape through real-world examples and practical analogies Book Description You might already know that there's a wealth of data science and machine learning resources available on the market, but what you might not know is how much is left out by most of these AI resources. This book not only covers everything you need to know about algorithm families but also ensures that you become an expert in everything, from the critical aspects of avoiding bias in data to model interpretability, which have now become must-have skills. In this book, you'll learn how using Anaconda as the easy button, can give you a complete view of the capabilities of tools such as conda, which includes how to specify new channels to pull in any package you want as well as discovering new open source tools at your disposal. You'll also get a clear picture of how to evaluate which model to train and identify when they have become unusable due to drift. Finally, you'll learn about the powerful yet simple techniques that you can use to explain how your model works. By the end of this book, you'll feel confident using conda and Anaconda Navigator to manage dependencies and gain a thorough understanding of the end-to-end data science workflow. What you will learn • Install packages and create virtual environments using conda • Understand the landscape of open source software and assess new tools • Use scikit-learn to train and evaluate model approaches • Detect bias types in your data and what you can do to prevent it • Grow your skillset with tools such as NumPy, pandas, and Jupyter Notebooks • Solve common dataset issues, such as imbalanced and missing data • Use LIME and SHAP to interpret and explain black-box models Who this book is for If you're a data analyst or data science professional looking to make the most of Anaconda's capabilities and deepen your understanding of data science workflows, then this book is for you. You don't need any prior experience with Anaconda, but a working knowledge of Python and data science basics is a must.
YouTube sensations Dan Howell (danisnotonfire) and Phil Lester (AmazingPhil) were just two awkward guys who shared their lives on the Internet…until now. Dan Howell and Phil Lester, avoiders of human contact and direct sunlight, actually went outside. Traveling around the world on tour, they have collected hundreds of exclusive, intimate, and funny photos, as well as revealing and candid side notes, to show the behind-the-scenes story of their adventure. Fans of Dan and Phil’s #1 New York Times bestseller, The Amazing Book Is Not on Fire, and their more than 10 million YouTube subscribers will love this full-color book featuring never-before-seen photos and stories from Dan and Phil.
The missing manual to becoming a successful data scientist—develop the skills to use key tools and the knowledge to thrive in the AI/ML landscape Key Features • Learn from an AI patent-holding engineering manager with deep experience in Anaconda tools and OSS • Get to grips with critical aspects of data science such as bias in datasets and interpretability of models • Gain a deeper understanding of the AI/ML landscape through real-world examples and practical analogies Book Description You might already know that there's a wealth of data science and machine learning resources available on the market, but what you might not know is how much is left out by most of these AI resources. This book not only covers everything you need to know about algorithm families but also ensures that you become an expert in everything, from the critical aspects of avoiding bias in data to model interpretability, which have now become must-have skills. In this book, you'll learn how using Anaconda as the easy button, can give you a complete view of the capabilities of tools such as conda, which includes how to specify new channels to pull in any package you want as well as discovering new open source tools at your disposal. You'll also get a clear picture of how to evaluate which model to train and identify when they have become unusable due to drift. Finally, you'll learn about the powerful yet simple techniques that you can use to explain how your model works. By the end of this book, you'll feel confident using conda and Anaconda Navigator to manage dependencies and gain a thorough understanding of the end-to-end data science workflow. What you will learn • Install packages and create virtual environments using conda • Understand the landscape of open source software and assess new tools • Use scikit-learn to train and evaluate model approaches • Detect bias types in your data and what you can do to prevent it • Grow your skillset with tools such as NumPy, pandas, and Jupyter Notebooks • Solve common dataset issues, such as imbalanced and missing data • Use LIME and SHAP to interpret and explain black-box models Who this book is for If you're a data analyst or data science professional looking to make the most of Anaconda's capabilities and deepen your understanding of data science workflows, then this book is for you. You don't need any prior experience with Anaconda, but a working knowledge of Python and data science basics is a must.
In THE BLUE GIRL MURDERS, a series of gruesome murders of beautiful young blondes rocks Baltimore during the summer of 1966 when the city already is in turmoil from a police scandal and from enormous racial tension resulting from desegregation efforts by the Congress of Racial Equality and ""White Power"" rallies by the National States Rights Party. UPI Baltimore bureau manager Nick Prescott goes from covering these stories to trying to help homicide detective Maury Antonelli solve the murders when one of his closest friends becomes a suspect. Prescott uncovers a trail of murder, infidelity and insanity that exposes the killer and puts his own life in mortal danger. The cultural, political and social changes, great music and historic events of 1966 provide the backdrop and themes of this historical mystery. The author was a reporter for United Press International in Baltimore in 1966 and covered many of the events described in the novel.
A lively reference covering a century’s worth of shooters, sheriffs, and more in the Lone Star State. The Lone Star State is known for producing both vicious outlaws and valorous lawmen. While Machine Gun Kelly terrorized urban civilians, lawmen such as Ranger John Barclay Armstrong tried to keep things under control. This is the story of Texas’s most famous criminals, intrepid lawmen—and in the case of James Edwin Reed, both—as well as such figures as the legendary Judge Roy Bean. This reference brings to life a time before the West was tamed, and also includes a chronology of well-known crimes and a locale list of notorious events.
Confluence reveals workout tips for seniors, untested business ideas, and insights on how best to liberate copper ore from its gangue. If you want to galvanize steel or order a pandemic burger with fries and a caramel fudge shake, this book is for you. "At times, relevant." Carl Fortas, Landscape Manager "Determined." Marcia Porch, Retiree
Gathers letters written between Dan Rowan, the popular TV comedian, and John D. MacDonald, the mystery writer, and provides a behind-the-scenes look at network television
In "Unveiling Shadows: Nurturing Maternal Mental Health," embark on a transformative journey through the complexities of motherhood, exploring the profound impact of mental health on women during the transformative stage of becoming a mother. This book draws from personal narratives, scientific research, and expert insights. This poignant book unveils the shadows that often accompany the joyous journey of motherhood. From the moment of conception to the early years of parenting, it candidly explores the spectrum of emotions experienced by mothers and exposes the silent struggles they face. Through sensitive exploration, "Unveiling Shadows" challenges the societal expectations placed upon women, dismantles the stigma surrounding maternal mental health, and illuminates the path toward healing and self-discovery. It delves into the multifaceted nature of perinatal mental health conditions, such as postpartum depression and anxiety, while shedding light on lesser-known conditions that can emerge during vulnerable times. "Unveiling Shadows" serves as a clarion call to healthcare providers, policymakers, and society, emphasizing the urgent need for improved awareness, education, and support surrounding maternal mental health. It inspires a collective effort to foster a nurturing environment where every mother can thrive mentally, emotionally, and physically.
The Rebirth of Energy Security in America For the first time in decades, the US has a rare opportunity to realistically reject oil supplies from other nations. It’s a goal that has eluded us through eight presidencies. But recent advances in hydraulic fracturing (or fracking) technology have catapulted the US into its current position as the world’s #1 oil producer, surpassing energy powerhouses like Saudi Arabia. In The Switch, Dan K. Eberhart addresses a fascinating question: What would happen if the US became energy self-sufficient? • Would the Middle East look to China as its new ally and energy buyer? • Would petrostates find new markets or would their governments collapse as their oil revenues take a free fall? • Would the US lift the crude oil export ban and help friendly nations such as Ukraine free themselves from the yoke of Russian oil? • Would the US use its newfound energy wealth to become more isolationist and remove itself from the position of “global police force?” To answer these questions—and to explore the complex relationship between the US and foreign oil producers—Eberhart uses a combination of firsthand interviews, vignettes, and reporting. The result is a clear and engaging analysis of where America’s energy is coming from, where it could go, and how US energy is fundamentally shifting geopolitics and the domestic economy.
Forest Ecology Forest Ecology An Evidence-Based Approach Forest ecology is the science that deals with everything in forests, including plants and animals (and their interactions), the features of the environment that affect plants and animals, and the interactions of humans and forests. All of these components of forests interact across scales of space and time. Some interactions are constrained, deterministic, and predictable; but most are indeterminant, contingent, and only broadly predictable. Forest Ecology: An Evidence-Based Approach examines the features common to all forests, and those unique cases that illustrate the importance of site-specific factors in determining the structure, function, and future of a forest. The author emphasizes the role of evidence in forest ecology, because appealing, simple stories often lead to misunderstandings about how forests work. A reliance on evidence is central to distinguishing between appealing stories and stories that actually fit real forests. The evidence-based approach emphasizes the importance of real-world, observable science in forests. Classical approaches to ecology in the twentieth century often over-emphasized appealing concepts that were not sufficiently based on real forests. The vast amount of information now available on forests allows a more complete coverage of forest ecology that relies on a strong, empirical foundation. Forest Ecology: An Evidence-Based Approach is the ideal companion text for the teaching of upper-level undergraduate and graduate courses in forest ecology.
In the months after Appomattox, the South was plunged into a chaos that surpassed even the disorder of the last hard months of the war itself. Peace brought, if anything, an increased level of violence to the region as local authorities of the former Confederacy were stripped of their power and the returning foot soldiers of the defeated army, hungry and without hope, raided the already impoverished countryside for food and clothing. In the wake of the devastation that followed surrender, even some of the most virulent Yankee-haters found themselves relieved as the Union army began to bring a small level of order to the lawless southern terrain. Dan T. Carter's When the War Was Over is a social and political history of the two years following the surrender of the Confederacy -- the co-called period of Presidential Reconstruction when the South, under the watchful gaze of Congress and the Union army, attempted to rebuild its shattered society and economic structure. Working primarily from rich manuscript sources, Carter draws a vivid portrait of the political leaders who emerged after the war, a diverse group of men -- former loyalists as well as a few mildly repentant fire-eaters -- who in some cases genuinely sought to find a place in southern society for the newly emancipated slaves, but who in many other cases merely sought to redesign the boundaries of black servitude. Carter finds that as a group the politicians who emerged in the postwar South failed critically in the test of their leadership. Not only were they unable to construct a realistic program for the region's recovery -- a failure rooted in their stubborn refusal to accept the full consequences of emancipation -- but their actions also served to exacerbate rather than allay the fears and apprehensions of the victorious North. Even so, Carter reveals, these leaders were not the monsters that many scholars have suggested they were, and it is misleading to dismiss them as racists and political incompetents. In important ways, they represented the most constructive, creative, and imaginative response that the white South, overwhelmed with defeat and social chaos, had to offer in 1865 and 1866. Out of their efforts would come the New South movement and, with it, the final downfall of the plantation system and the beginnings of social justice for the freed slaves.
The book is a diary of a physician/father over 25 years of family life and his practice of medicine. The author kept a journal and although this journal reflects his mood and attitude at the time, it is a description about experiences, occurrences and important decisions. These transitions and tides are chronicled whether it be family life, building a practice, or operating a health system. The result is a journal that describes seemingly minor events that directed the author and his family in certain directions and as a result, this story. "Tides and Transitions" describes those people, events, and the stories that helped develop, mature, and challenge the family and medical practice. It is bits and pieces of the life of a young then middle aged physician and father.
The polar regions, perhaps more than any other places on Earth, give the geophysical scientist a sense of exploration. This sensibility is genuine, for not only is high-latitude ?eldwork arduous with many locations seldom or never visited, but there remains much fundamental knowledge yet to be discovered about how the polar regions interact with the global climate system. The range of opportunities for new discovery becomes strikingly clear when we realize that the high latitudes are not one region but are really two vastly di?erent worlds. The high Arctic is a frozen ocean surrounded by land, and is home to fragile ecosystems and unique modes of human habitation. The Antarctic is a frozen continent without regular human habitation, covered by ice sheets taller than many mountain ranges and surrounded by the Earth’s most forbidding ocean. When we consider global change as applied to the Arctic, we discuss impacts to a region whose surface and lower atmospheric temperatures are near the triple point of water throughout much of the year. The most consistent signatures of climate warming have occurred at northern high latitudes (IPCC, 2001), and the potential impacts of a few degrees increase in surface temperature include a reduction in sea ice extent, a positive feedback to climate warming due to lowering of surface albedo, and changes to surface runo? that might a?ect the Arctic Ocean’s salinity and circulation.
Life is good. You have a job, an apartment in a nice part of town, and an online dating profile that’s recently yielded as many as three matches. From the outside, it would appear you’re a human man who has all the elements of a stable and functional life. But you also have a horrible secret. You’re not a human man at all. You're a WOLF. Assume the role of one of nature’s greatest predators, just barely maintaining a fake identity as a part of the human workforce. Each choice you make in this interactive story is crucial to your survival and, more importantly, your burgeoning graphic design career. Will you navigate water-cooler gossip without arousing suspicion? Can you go on a date without bringing up how much you love ham? Or is it perhaps time to throw this human life to the wind and return to the woods from whence you came? These choices and many, many more await you in I AM NOT A WOLF.
This issue of Surgical Clinics of North America, guest edited by Dr. Adrian Dan, is devoted to Metabolic and Bariatric Surgery. He has assembled expert authors to review the following topics: A Historical Perspective of Metabolic and Bariatric Surgery; The Socio-economic Impact of Morbid Obesity and Factors Affecting Access to Obesity Surgery; Laparoscopic Roux-en-Y Gastric Bypass–Surgical Technique and Peri-operative Care; Revisional Metabolic and Bariatric Surgery; Novel Endoscopic and Surgical Techniques for treatment of Morbid Obesity –A Glimpse into the Future; Management and Prevention of Surgical and Nutritional Complications After Bariatric Surgery; Resolution of Comorbitidies and Impact on Longevity Following Bariatric and Metabolic Surgery; The Effects of Metabolic Surgery upon Fatty Liver Disease and Non-Alcoholic Steatohepatitis; Patient Selection and Surgical Management of High Risk Patients with Morbid Obesity; Laparoscopic Sleeve Gastrectomy–Surgical Technique and Peri-operative Care; Rise and Fall of the LAGB as a Bariatric Procedure; Plastic Surgery and Body Contouring Following Weight Loss Surgery; Biliopancreatic Diversion with Duodenal Switch–Surgical Technique and Periopertive Care; Morbid Obesity, Type 2 Diabetes and the Metabolic Syndrome–Pathophysiologic Relationships and Guidelines for Surgical Intervention; Patient Safety and Quality Improvement Initiatives in Contemporary Metabolic and Bariatric Surgical Practice; Type II Diabetes Mellitus – A Surgical Disease, and more!
Your hands-on guide to teaching adults. . . no matter what the subject In this expanded edition of How to Teach Adults, Dan Spalding offers practical teaching and classroom management suggestions that are designed for anyone who works with adult learners, particularly new faculty, adjuncts, those in community colleges, ESL teachers, and graduate students. This reader-friendly resource covers all phases of the teaching process from planning what to teach, to managing a classroom, to growing as a professional in the field. How to Teach Adults can guide new instructors who are trying to get up to speed on their own or can help teacher trainers cover what their students need to know before they get in front of a class. It is filled with down-to-earth tips and checklists on such topics as connecting with adult students, facilitating discussions, and writing tests, plus everything you need to remember to put into your syllabus and how to choose the right textbook. Dan Spalding reveals what it takes to teach all students the skills they need to learn, no matter what the topic or subject matter. Full of vivid examples from real-world classrooms, this edition: Shows how to get started and tips for designing your course Includes information for creating a solid lesson plan Gives suggestions for developing your teacher persona How to Teach Adults offers the framework, ideas, and tools needed to conduct your class or workshop with confidence.
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