Create your own natural language training corpus for machine learning. Whether you’re working with English, Chinese, or any other natural language, this hands-on book guides you through a proven annotation development cycle—the process of adding metadata to your training corpus to help ML algorithms work more efficiently. You don’t need any programming or linguistics experience to get started. Using detailed examples at every step, you’ll learn how the MATTER Annotation Development Process helps you Model, Annotate, Train, Test, Evaluate, and Revise your training corpus. You also get a complete walkthrough of a real-world annotation project. Define a clear annotation goal before collecting your dataset (corpus) Learn tools for analyzing the linguistic content of your corpus Build a model and specification for your annotation project Examine the different annotation formats, from basic XML to the Linguistic Annotation Framework Create a gold standard corpus that can be used to train and test ML algorithms Select the ML algorithms that will process your annotated data Evaluate the test results and revise your annotation task Learn how to use lightweight software for annotating texts and adjudicating the annotations This book is a perfect companion to O’Reilly’s Natural Language Processing with Python.
While the growing field of scholarship on heavy metal music and its subcultures has produced excellent work on the sounds, scenes, and histories of heavy metal around the world, few works have included a study of gender and sexuality. This cutting-edge volume focuses on queer fans, performers, and spaces within the heavy metal sphere, and demonstrates the importance, pervasiveness, and subcultural significance of queerness to the heavy metal ethos. Heavy metal scholarship has until recently focused almost solely on the roles of heterosexual hypermasculinity and hyperfemininity in fans and performers. The dependence on that narrow dichotomy has limited heavy metal scholarship, resulting in poorly critiqued discussions of gender and sexuality that serve only to underpin the popular imagining of heavy metal as violent, homophobic and inherently masculine. This book queers heavy metal studies, bringing discussions of gender and sexuality in heavy metal out of that poorly theorized dichotomy. In this interdisciplinary work, the author connects new and existing scholarship with a strong ethnographic study of heavy metal’s self-identified queer performers and fans in their own words, thus giving them a voice and offering an original and ground-breaking addition to scholarship on popular music, rock, and queer studies.
Crime detection has gone to the dogs and squirrels are being busted for espionage. If you've never wondered about the new direction of 'intelligence-led policing' in our society, now is the time to start. It was a chance encounter with a police sniffer-dog that drew criminal lawyer Amber Marks into the hidden world of the science of smell and its law-enforcement applications. Soon she stumbled into a wonderland of contemporary surveillance, where the spying skills of bees, dolphins and a myriad other critters were being harnessed to build a 'secure world' of bio-intelligence. From the businesses, scientists and military departments developing new smell-based surveillance technologies, to good old-fashioned police dogs, Amber discovered a secret world of security forces, where animals and scent are as important as intelligence agents and CCTV. Part polemical exploration of our burgeoning surveillance society, part humorous memoir, this intriguing book will capture your imagination and get you wondering: just who stands to benefit from all this 'security'?
The Third Edition of Alan M. Schwitzer, Amber L. Pope, and Lawrence C. Rubin′s Diagnosis and Treatment Planning Skills: A Popular Culture Casebook Approach thoroughly covers essential clinical thinking skills in professional counseling through classic and contemporary popular culture case examples. Fully revised for use with the DSM-5-TR, the text begins with discussion of diagnosis, case conceptualization, and current treatment planning practices, covering the interplay of individual clinical tools and their application in contemporary practice. Twenty DSM-5-TR updated case illustrations follow, representing a diverse range of individual differences and intersecting identities. Students will engage with each case illustration in a start-to-finish application of clinical tools.
Selene's journey begins with her end. After the loss of her brother, protector and link to life she didn't want to exist. She succumbs to darkness and sends her soul into the deepest, darkest part of her mind. What she doesn't know is that is where Abaddon, the destroyer lurks. As life becomes a challenge of its own Selene's calling to become a prophet is unfolded, leaving her with the choice to accept her path or to fall to her destruction.
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