Interpretable Machine Learning


Book Description

This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.




2007 Coding Workbook for the Physician's Office


Book Description

This workbook contains coding exercises that reference each section of the CPT-4 and ICD-9-CM coding manuals. Exercises requiring HCPCS Level II codes are also provided. Condition and procedure statements in the exercises reflect the current annual editions of the coding manuals. By completing the exercises, learners will expand their medical vocabulary and increase their coding skills for the physician's office, and will learn to code only what the documentation supports. Also included are the Center for Medicare and Medicaid Services (CMS) guidelines for diagnosis coding and reporting by physicians. Learners need current CPT-4, ICD-9-CM, and HCPCS coding manuals to complete the exercises.




Glossary on Migration


Book Description

It is increasingly acknowledged that migration issues need a co-ordinated approach, with discussions being undertaken at bilateral levels, as well as at regional and global levels. This publication seeks to establish a common understanding about the terms and concepts used in the field of migration, in order to establish a useful tool to help further international cooperation on this topic.




Handbook of Bioequivalence Testing


Book Description

As the generic pharmaceutical industry continues to grow and thrive, so does the need to conduct efficient and successful bioequivalence studies. In recent years, there have been significant changes to the statistical models for evaluating bioequivalence, and advances in the analytical technology used to detect drug and metabolite levels have made bioequivalence testing more difficult to conduct and summarize. The Handbook of Bioequivalence Testing offers a complete description of every aspect of bioequivalence testing. Features: Describes the current analytical methods used in bioequivalence testing, as well as their respective strengths and limitations Discusses worldwide regulatory requirements for filing for approval of generic drugs Covers GLP, GCP, and 21 CFR compliance requirements for qualifying studies for regulatory submission and facility certification Includes actual examples of reports approved by regulatory authorities to illustrate various scientific, regulatory, and formatting aspects Provides a list of vendors for the software used to analyze bioequivalence studies and recommendations Explains how to apply for a waiver, how to secure regulatory approval of reports, and how to obtain regulatory certification of facilities conducting bioequivalence studies







Speech & Language Processing


Book Description




Microbiology: Laboratory Theory and Application


Book Description

Designed for major and non-major students taking an introductory level microbiology lab course. Whether your course caters to pre-health professional students, microbiology majors or pre-med students, everything they need for a thorough introduction to the subject of microbiology is right here.




International Migration Law


Book Description

International Migration Law provides a detailed and comprehensive overview of the international legal framework applicable to the movement of persons across borders. The role of international law in this field is complex, and often ambiguous: there is no single source for the international law governing migration. The current framework is scattered throughout a wide array of rules belonging to numerous fields of international law, including refugee law, human rights law, humanitarian law, labour law, trade law, maritime law, criminal law, and consular law. This textbook therefore cuts through this complexity by clearly demonstrating what the current international law is, and assessing how it operates. The book offers a unique and comprehensive mapping of this growing field of international law. It brings together and critically analyses the disparate conventional, customary, and soft law on a broad variety of issues, such as irregular migration, human trafficking, refugee protection, labour migration, non-discrimination, regional free movement schemes, and global migration governance. It also offers a particular focus on important groups of migrants, namely migrant workers, refugees, and smuggled migrants. It maps the current status of the law governing their movement, providing a thorough critical analysis of the various stands of international law which apply to them, suggesting how the law may continue to develop in the future. This book provides the perfect introduction to all aspects of migration and international law.