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  Machine Learning Interviews -...

  Susan Shu Chang

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  As tech products become more prevalent today, the demand for machine learning professionals continues to grow. But the responsibilities and skill sets required of ML professionals still vary drastically from company to company, making the interview process difficult to predict. In this guide, data science leader Susan Shu Chang shows you how to tackle the ML hiring process.Having served as principal data scientist in several companies, Chang has considerable experience as both ML interviewer and interviewee. She'll take you through the highly selective recruitment process by sharing hard-won lessons she learned along the way. You'll quickly understand how to successfully navigate your way through typical ML interviews.This guide shows you how to: explore various machine learning roles, including ML engineer, applied scientist, and data scientist; assess your interests and skills before deciding which ML role(s) to pursue; evaluate your current skills and close any gaps that may prevent you from succeeding in the interview process; acquire the skill set necessary for each machine learning role; ace ML interview topics, including coding assessments, statistics and machine learning theory, and behavioral questions; and prepare for interviews in statistics and machine learning theory by studying common interview questions.

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  Data Visualization Guide - Clear...

  Alex Campbell

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  Have you ever wondered how you can work with large volumes of data sets? 
  Do you ever think about how you can use these data sets to identify hidden patterns and make an informed decision? 
  Do you know where you can collect this information? 
  Have you ever questioned what you can do with incomplete or incorrect data sets? 
  If you said yes to any of these questions, then you have come to the right place. 
  Most businesses collect information from various sources. This information can be in different formats and needs to be collected, processed, and improved upon if you want to interpret it. You can use various data mining tools to source the information from different places. These tools can also help with the cleaning and processing techniques. 
  You can use this information to make informed decisions and improve the efficiency and methods in your business. Every business needs to find a way to interpret and analyze large data sets. To do this, you will need to learn more about the different libraries and functions used to improve data sets. Since most data professionals use Python as the base programming language to develop models, this book uses some common libraries and functions from Python to give you a brief introduction to the language. 
  If you are a budding analyst or want to freshen up on your concepts, this book is for you. It has all the basic information you need to help you become a data analyst or scientist.

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  Personal Knowledge - Towards a...

  Michael Polanyi

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  An expanded edition of the classic philosophical work that enquires into the nature and justification of scientific knowledge. 
   
  The publication of Personal Knowledge in 1958 shook the science world, as Michael Polanyi took aim at the long-standing ideals of rigid empiricism and rule-bound logic. Today, Personal Knowledge remains one of the most significant philosophy of science books of the twentieth century, bringing the crucial concepts of “tacit knowledge” and “personal knowledge” to the forefront of inquiry. 
   
  In this remarkable treatise, Polanyi attests that our personal experiences and ways of sharing knowledge have a profound effect on scientific discovery. He argues against the idea of the wholly dispassionate researcher, pointing out that even in the strictest of sciences, knowing is still an art, and that personal commitment and passion are logically necessary parts of research. In our technological age where fact is split from value and science from humanity, Polanyi’s work continues to advocate for the innate curiosity and scientific leaps of faith that drive our most dazzling ingenuity. 
   
  For this expanded edition, Polyani scholar Mary Jo Nye set the philosopher-scientist’s work into contemporary context, offering fresh insights and providing a helpful guide to critical terms in the work. Used in fields as diverse as religious studies, chemistry, economics, and anthropology, Polanyi’s view of knowledge creation is just as relevant to intellectual endeavors today as when it first made waves more than fifty years ago. 
   
  Praise for Personal Knowledge 
   
  “Polanyi’s monumental work . . . takes the shape of an orderly rejection of the false ideal of wholly explicit and wholly impersonal, so-called objective knowledge. The human mind, for him, is not an impersonal machine engaged in the manufacture of truth. In fact, Personal Knowledge represents a compelling critique of the positivist claim for total objectivity in scientific knowledge. . . . Polanyi, the scientist-philosopher, calls forth an enormous array of examples to show that the scientist himself is engaged in acts of personal acceptance and judgment in the very doing of science.” —Philosophy Today 
   
  “Rich in insights, groundbreaking in its interpretations, Personal Knowledge deserves to be better known.” —Science and Education

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  Engines of Change - A History of...

  Paul Ingrassia

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  America was made manifest by its cars. From the assembly lines of Henry Ford to the open roads of Route 66 and Jack Kerouac, America's history is a vehicular history-an idea brought brilliantly to life in this major work by the acclaimed author of Crash Course: The American Automobile Industry's Road from Glory to Disaster.One of the nation's most eloquent and impassioned car nuts, Paul Ingrassia offers a wondrous epic in fifteen automobiles, including the VW Beetle, the Chevy Corvair, Robert McNamara and Lee Iacocca's Mustang, the Pontiac GTO, Honda's Accord, the BMW 3 Series, and the Jeep, among others. Through them, the author shows us much more than the car's ability to exhibit the particularly American tension between the lure of freedom and the obligations of utility; he takes us through the rise of American manufacturing, the suburbanization of the country, the birth of the Hippy and the Yuppy, the emancipation of women, and so much more, including the car's unintended consequences: trial lawyers, energy crises, and pollution. Narrative history of the highest caliber, Engines of Change is an entirely edifying new way to look at the American story.

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  A Voyage for Madmen

  Peter Nichols

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  In 1968, nine sailors set off on the most daring race ever held: to single-handedly circumnavigate the globe nonstop. It was a feat that had never been accomplished and one that would forever change the face of sailing. Ten months later, only one of the nine men would cross the finish line and earn fame, wealth, and glory. For the others, the reward was madness, failure, and death.In this extraordinary book, Peter Nichols chronicles a contest of the individual against the sea, waged at a time before cell phones, satellite dishes, and electronic positioning systems. A Voyage for Madmen is a tale of sailors driven by their own dreams and demons, of horrific storms in the Southern Ocean, and of those riveting moments when a split-second decision means the difference between life and death.

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  Exploring Hermetic Traditions

  Terence McKenna

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  The term “Hermetic” comes from Hermes Trismegistus, who was originally an Egyptian god (Thoth) and was later incorporated into Greek culture, and associated with Hermes. The term “hermetic” can mean “pertaining to alchemy and magic”. About forty books are ascribed to Hermes Trismegistus. These books were written between about 200 BC and 200 AD deal with alchemy and astrology, and also with philosophy. The “Hermetic Tradition” isn’t simply the Alchemical Tradition, it’s a literary-philosophical tradition in which alchemy, astrology, the occult, and the philosophy of Plato are all interwoven. All European alchemists may be said to be part of the Hermetic tradition, but philosophers and poets with no interest in alchemy may also be considered part of this tradition. In this lecture Terence McKenna explores the Hermetic Tradition by discussing ancient traditions, symbolism, the philosophy behind it.

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