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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.
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Microsoft Visio 2016 Introduction Quick Reference Guide - Windows Version (Cheat Sheet of Instructions, Tips & Shortcuts - Laminated Card)
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Designed with the busy professional in mind, this 4-page quick reference guide provides step-by-step instructions in Google Sheets. When you need an answer fast, you will find it right at your fingertips with this Google Sheets Quick Reference Guide. Clear and easy-to-use, quick reference guides are perfect for individuals, schools, businesses, and as supplemental training materials.
This CD-Rom is part of the Ages & Stages Questionnaires (ASQ), a flexible, culturally sensitive system for screening infants and young children for developmental delays or concerns in the crucial first 5 years of life. The CD-Rom includes all 19 questionnaires and scoring sheets translated into Spanish, plus a Spanish translation of the intervention activity sheets found in The ASQ User's Guide. Each questionnaire covers 5 key developmental areas: communication, gross motor, fine motor, problem solving, and personal-social. Users can print an unlimited number of forms in PDF format. Some restrictions apply; ASQ is a registered trademark of Brookes Publishing Co.
ASSESSING LANGUAGE PRODUCTION USING SALT SOFTWARE: A Clinician's Guide to Language Sample Analysis - 3rd Edition