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.

Laminated quick reference guide showing step-by-step instructions and shortcuts for how to use Microsoft Excel 2016 for Mac. Written with Beezix's trademark focus on clarity, accuracy, and the user's perspective, this guide will be a valuable resource to improve your proficiency in using Microsoft Excel 2016 for Mac. This guide is suitable as a training handout, or simply an easy to use reference guide, for any type of user.The following topics are covered:Page Layout vs. Normal View, Entering and Editing Data, Entering Data into a Selected Range, Replacing Cells, Clearing Cells, Inserting and Deleting Rows Columns and Cells, Column Width and Row Height, Best Fit, Formatting Numbers, Aligning Cell Contents, Borders and Shading, Clearing Formatting. Entering Dates, Entering a Sequence of Numbers.Entering Formulas & Functions (SUM, AVERAGE, MAX, MIN, TODAY), Entering Functions Quickly, Absolute vs. Relative Cell References, Moving or Copying Data: Copying to Adjacent Cells; Cut, Copy, Paste & Drag/Drop.Sheet Features: Renaming, Moving, Copying, Selecting, Inserting, Deleting.Previewing, Printing and Page Breaks, Scaling the Printout, Repeating Rows/Columns on Every Page.Also includes a list of Selection and Mo

Laminated quick reference guide showing step-by-step instructions and shortcuts for how to use Microsoft Word 2016 for Mac Introduction. Written with Beezix's trademark focus on clarity, accuracy, and the user's perspective, this guide will be a valuable resource to improve your proficiency in using Word 2016 for Mac. This guide is suitable as a training handout, or simply an easy to use reference guide, for any type of user. The following topics are covered:Setting up the PageMoving and Copying TextChanging Line and Paragraph SpacingParagraph AlignmentShowing/Hiding Special CharactersDisplaying RulersCreating Bulleted & Numbered ListsCopying FormattingGoing to a PageMoving Quickly to the Next Page, Table, Graphic, Heading, etc.Using the Sidebar to NavigateDocument Views: Print Layout View, Web Layout view, Outline View, Draft View, Full Screen View.Using the Highlighter.Creating a Text BoxInserting a Page Break, Creating and Editing Headers and Footers.No Header or Footer on the First PageCreating a Cover Page. Using Smart Lookup & ThesaurusChecking Spelling, GrammarAutoCorrectAutoTextSetting Default FontUser InformationPrinting Envelopes and Labels.Also includes: Lists of Selection, Movement, Editing and Formatting Shortcuts.

Laminated quick reference card showing step-by-step instructions and shortcuts for how to use features of Microsoft Office 2016 for Mac that are common to Word, Excel & PowerPoint. Written with Beezix's trademark focus on clarity, accuracy, and the user's perspective, this guide will be a valuable resource to improve your proficiency in using Microsoft Office 2016 for Mac. This guide is suitable as a training handout, or simply an easy to use reference guide, for any type of user. The following topics are covered:Starting Word/Excel/PowerPoint; Using the Ribbon; Creating, Opening & Saving Documents; Using the Status Bar: Zoom, Document Views.Changing Text Font & Size; Enhancing Text: Bold, Italic, etc.; Undo, Redo, and Repeat; Inserting/Deleting Text; Selecting Text; Selecting Shapes or Excel Cells; Moving and Copying: Cut Copy Paste, Paste Options, Drag and Drop; Copying Formatting; Using Themes to Format a Document; Adding SmartArt; Inserting and Formatting a Shape; Shape Styles; Insert Pictures, Audio, or Video; Using Smart Lookup; Using the Thesaurus.Sharing a Document: Sending the Document via E-mail; Collaboration Features; Saving as PDF; Working with Multiple Windows; File Formats; Compatibility with Previous Versions. Also includes a list of Common Keyboard Shortcuts.

Laminated quick reference card showing step-by-step instructions and shortcuts for Microsoft Excel 2011 for Mac. This guide is suitable as a training handout, or simply an easy to use reference guide, for any type of user. The following topics are covered: Beginning a New Workbook, Opening an Existing Document, Page Layout vs. Normal View, Entering New Data, Entering Data into a Selected Range, Replacing the Contents of a Cell, Undo or Redo an Action, Editing the Contents of a Cell, Clearing Cells or Ranges of Cells, Inserting Rows or Columns, Inserting Cells, Deleting Rows, Columns, or Cells, Column Width and Row Height, Changing Column Width to Fit, Entering Dates, Copying to Adjacent Cells, Entering a Sequence of Numbers, Excel Formulas, Entering a Formula, Commonly Used Functions, Entering a SUM ˆFunction Quickly, Using the Formula Builder, Absolute vs. Relative Cell References, Moving or Copying Data: Cut, Copy, and Paste; Drag and Drop. Formatting Numbers, Aligning Cell Contents, Borders, Shading, Clearing Formatting, Renaming a Sheet, Selecting Sheets, Moving Sheets, Copying Sheets, Inserting a Worksheet, Deleting Sheets, Moving Among Sheets, Printing the Worksheet, Printing a Specific Area, Setting a Page Break, Repeating Rows or Columns on Every Page of a Printout. This guide is suitable as a training handout, or simply an easy to use reference guide, for any type of user. This card is one of two titles available for Excel 2011: Excel 2011 Introduction and Excel 2011 Charts, Tables & PivotTables.

Laminated quick reference showing step-by-step instructions and shortcuts for how to use Microsoft Office Excel 2013. The following topics are covered: Entering and Editing Data Picking from a Drop-Down List Selecting Cells Resizing Column Width and Row Height Inserting and Deleting Rows, Columns and Cells Clearing Cells, Clearing Formatting Borders, Shading, Text Color Formatting Number Cells Aligning and Merging Cell Contents Entering Dates Entering a Sequence of Numbers Entering Formulas & Functions Entering SUM and Other Functions Quickly Absolute vs. Relative Cell References. Copying and Moving Data: Copying to Adjacent Cells; Cut, Copy, Paste; Drag & Drop. Sheet Features: Renaming, Moving, Copying, Selecting, Inserting, Deleting Sheets. Editing Multiple Worksheets Simultaneously. Previewing, Printing and Page Setup Scaling to Print Printing a Specific Area Using Page Break Preview to Adjust Page Breaks Repeating Rows/Columns on Every Page. Also includes a list of Touch Actions, Selection and Movement Shortcuts.