1 Table of Contents: “... Risks; Continual Monitoring and Testing; Dealing with Biases; Risk Rate Component Model; Intellectual...”

2 Table of Contents: “... -- Text Editors -- Comparison Tools -- Reporting Tools and Excel -- SQL and PL/SQL -- SQL*Plus -- When We...”

3 Table of Contents: “....). Issues-Based Metrics: What is a Usability Issue; Severity Ratings; Test Biases; Reporting Positive Issues...”

4 Table of Contents: “..., and Reporting -- Understanding Underrepresented Job Seekers -- Designing an Inclusive Brand and Candidate...”

5 “...; statistical models for everything from mortgages to college admissions reflect racial and gender bias...”

6 Table of Contents: “...: The Argument for a Sentiment-Based Approach -- WHAT IS FUNDAMENTAL? -- TOP-DOWN APPROACH -- REMINISCENCES OF A...”

7 Table of Contents: “... Factor 9 -- Data Warehouse Processes 12 -- BI Biases and Internal Squabbles 15 -- Establishing a More...”

8 “... largest U.S.-based nonfinancial companies reported some form of non-GAAP earnings. Press releases...”

9 Table of Contents: “...How to optimize AI-based learning systems -- Understand user intent -- Build diversity -- Summary...”

10 Table of Contents: “... Exception Reporting; 3.9 Forecast Value-Added Analysis (FVA); 3.10 Wrap-Up; 3.11 Summary of Key Terms; 3.12...”

11 Table of Contents: “... -- R-based neural networks -- References -- Data prep and preprocessing -- Data splitting -- Model...”

12 Table of Contents: “... Transactions -- Act (FACT) (2003) -- The Fair Credit Reporting Act -- (FCRA) (1970), as Amended in 2011...”

13 Table of Contents: “... analytical ethics -- Chapter 45. Don't generalize until your model does -- Chapter 46. Toward value-based...”

14 Table of Contents: “... -- The cost of bias -- Does blink = bias? -- Dismantling barriers from the inside -- Know the signs from...”

15 Table of Contents: “... EDGE; OBTAINING A VALID SAMPLE SIZE; PROBABLE EDGE VS. POSSIBLE EDGE; CHALLENGES WITH CONFIRMATION BIAS...”

16 “...What you will learn Apply techniques to mitigate bias and handle outliers in your data Prepare time...”

17 Table of Contents: “... and Punch Cards -- Magnetic Tapes -- Disk Storage -- Data Base Management System (DBMS) -- Coupled...”

18 Table of Contents: “...Safety Cases and Safety Reports -- Implementing HOF in the UK and EU -- HOF Regulation in the EU...”

19 Table of Contents: “... the pollution reporting problem -- Summary -- Chapter 10: Data Science for IoT Analytics -- Machine learning (ML...”

20 Table of Contents: “... on within sub populations -- The mean being biased by outlier values -- Computing the mean of our population...”