PII detection and redaction in Prompt Engineering / GenAI - Cheat Sheet & Quick Revision

Recall & Review

beginner

What does PII stand for in data privacy?

PII stands for Personally Identifiable Information. It includes any data that can identify a specific person, like names, addresses, or phone numbers.

beginner

Why is PII detection important in machine learning?

PII detection helps protect people's privacy by finding sensitive information in data so it can be removed or hidden before using the data for training or analysis.

beginner

What is redaction in the context of PII?

Redaction means removing or hiding sensitive information like PII from text or data to prevent unauthorized access or sharing.

intermediate

Name two common methods used for PII detection.

Two common methods are:<br>1. Rule-based detection using patterns like regular expressions.<br>2. Machine learning models trained to recognize PII in text.

intermediate

How can machine learning models help improve PII redaction?

Machine learning models can learn from examples to detect PII more accurately, even when the data is messy or uses different formats, making redaction more reliable.

What type of information is considered PII?

A A recipe for cake

B The weather forecast

C A company's stock price

D A person's email address

A person's email address is personal information that can identify them, so it is PII.

Which method can be used to detect PII in text?

A Calculating averages

B Sorting numbers

C Using regular expressions

D Drawing charts

Regular expressions can find patterns like phone numbers or emails to detect PII.

What does redaction do to PII in documents?

A Highlights it in bright colors

B Removes or hides it

C Copies it to another file

D Prints it in bold

Redaction removes or hides PII to protect privacy.

Why use machine learning for PII detection?

A To improve detection accuracy on varied data

B To slow down processing

C To detect PII only in numbers

D To replace all data with zeros

Machine learning helps detect PII accurately even when data formats vary.

Which of these is NOT an example of PII?

A Company's annual revenue

B Social Security Number

C Home address

D Phone number

Company's revenue is not personal information about an individual.

Explain what PII detection and redaction mean and why they are important.

Think about how personal data is found and hidden to keep people safe.

Describe two ways machine learning can help with PII detection and redaction.

Consider how computers learn patterns to find sensitive info.