CHAPTER 9

Capstone

It’s time to revisit what I’ve written previously, but in a more succinct and more technical way, which will also let me take you on a deeper dive.

For me, the problem was litigation. The solution consisted of deep learning models for text can be used as part of a software system to identify litigation risks in enterprise e-mail messages. In short, the solution was an early warning system to enable prevention. The system provides alerts of risky e-mails in near real-time to corporate (in-house) counsel. With alerts, in-house counsel could investigate further and confer with decision makers on ways to address the legal risks before they are realized as lawsuits.

The example here is employment discrimination, a classification ...

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