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Practicing Trustworthy Machine Learning
With the increasing use of AI in high-stakes domains such as medicine, law, and defense, organizations spend a lot of time and money to make ML models trustworthy. Many books on the subject offer deep dives into theories and concepts. This guide provides a practical starting point to help development teams produce models that are secure, more robust, less biased, and more explainable. Authors Yada Pruksachatkun, Matthew McAteer, and Subhabrata Majumdar translate best practices in the academic literature for curating datasets and building models into a blueprint for building industry-grade trusted ML systems. With this book, engineers and data scientists will gain a much-needed foundation for releasing trustworthy ML applications into a noisy, messy, and often hostile world. You'll learn: Methods to explain ML models and their outputs to stakeholders How to recognize and fix fairness concerns and privacy leaks in an ML pipeline How to develop ML systems that are robust and secure against malicious attacks Important systemic considerations, like how to manage trust debt and which ML obstacles require human intervention
Cine Mhac an TSaoir
Updated and enlarged guide to sources for the surname McAteer. The original edition was produced for the McAteer gatherings in 1993 and 1994. Covering 8 counties including Antrim, Armagh, Donegal, Down, Leitrim, Londonderry and Tyrone, plus Belfast city, this guide includes several thousand references to individuals named McAteer and McIntyre taken from tithe, valuation and census records; church and civil registers of baptism, birth and marriage; wills and gravestone inscriptions, including a few from far distant Australia and Argentina.
Sustainability Is the New Advantage
During the last 150 years, we have stressed the oceans, warmed the planet and overextended almost every natural resource. To create real change will require a generation of leaders and businesses that think and act differently. "Sustainability Is the New Advantage" identifies the skill sets, best practices, and new ideas needed to teach a new generation to start, grow, and manage sustainable organizations.
Philip José Farmer's The Dungeon Vol. 6
Philip José Farmer, the bestselling author of RIVERWORLD, introduces the climatic volume of fantastic adventure within the confines of THE DUNGEON Escape—and victory? Fleeing from the mysterious creators of the Dungeon, Clive Folliot breaks through to the ninth level suddenly, completely alone. Stranded in a freezing polar wilderness, he faces certain death from the cold, but one urgent question drives him onward. His new surroundings bear frightening similarities to the world Clive left behind so long ago. Has he fought through the entire Dungeon—only to discover that the earth itself is the ninth and final level? Joined by a monster more horrible—yet more human—than anything else he has yet encountered, Clive struggles to find his missing comrades and to triumph at last against the murderous masters of the Dungeon! THE FINAL BATTLE by Richard A. Lupoff With fantastic illustrations by Robert Gould, winner of the World Fantasy Award.
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Recollections in Tranquility
Recollections in Tranquility is a sequel to Immigrantss Son. OPrey examines his fifteen years in religious life, comments upon his training, and compares his eight years teaching in parochial schools with his twenty-nine in public education. His conclusions are pertinent, poignant, sometimes perturbing, but always relevant. With honesty and humor he cites contrasts and similarities, and ultimately concludes that the essence of his life has been his family. Marriage to a supportive wife, parenthood, and now grandparenthood have enriched his life. Retirement provided the chance to reflect and write. This resulting chronicle portrays a life of satisfaction and his descriptions evoke images of personal success.
