A company wants to use AI to protect its application from threats. The AI solution needs to check if an IP address is from a suspicious source.
Which solution meets these requirements?

1. A. Build a speech recognition system.
2. B. Create a natural language processing (NLP) named entity recognition system.
3. C. Develop an anomaly detection system.
4. D. Create a fraud forecasting system.

Correct Answer: C
An anomaly detection system is suitable for identifying unusual patterns or behaviors, such as suspicious IP addresses, which might indicate a potential threat.
✑ Anomaly Detection:
✑ Why Option C is Correct:
✑ Why Other Options are Incorrect:
Thus, C is the correct answer for detecting suspicious IP addresses.

A company has installed a security camera. The company uses an ML model to evaluate the security camera footage for potential thefts. The company has discovered that the model disproportionately flags people who are members of a specific ethnic group.
Which type of bias is affecting the model output?

1. A. Measurement bias
2. B. Sampling bias
3. C. Observer bias
4. D. Confirmation bias

Correct Answer: B
Sampling bias is the correct type of bias affecting the model output when it disproportionately flags people from a specific ethnic group.
✑ Sampling Bias:
✑ Why Option B is Correct:
✑ Why Other Options are Incorrect: