Showing 2041–2060 of 4795

Q2041.Which AI risk involves crafting inputs to deliberately fool a model?

Easy
A Overfitting
B Pooling
C Tokenization
D Adversarial attack
Computer Terminology PPSC

Correct Answer: D

Adversarial attacks use specially crafted inputs to deceive AI models.

Q2042.Which technique compresses a large model into a smaller one while retaining performance?

Easy
A Knowledge distillation
B Tokenization
C Imputation
D Padding
General MCQs PPSC

Correct Answer: A

Knowledge distillation transfers knowledge from a large 'teacher' to a small 'student' model.

Q2043.An AI 'context window' refers to:

Easy
A The amount of text the model can consider at once
B Number of layers
C Screen size
D Disk space
Computer Terminology PPSC

Correct Answer: A

The context window is the maximum amount of tokens an LLM processes in one prompt.

Q2044.Which is a prime concern of the EU AI Act?

Easy
A Risk-based regulation of AI systems
B Cheaper storage
C Faster GPUs
D Larger datasets
Computer Terminology PPSC

Correct Answer: A

The EU AI Act regulates AI using a risk-based classification framework.

Q2045.Which AI method is best to predict the next likely location of repeat offenders?

Easy
A Audio encryption
B Image rotation
C File zipping
D Predictive analytics / hotspot modeling
Computer Terminology PPSC

Correct Answer: D

Predictive analytics models patterns to forecast likely crime hotspots.

Q2046.Which embedding model captures word meaning using surrounding context (contextual embeddings)?

Easy
A ZIP compression
B BERT embeddings
C ASCII codes
D One-hot encoding
General MCQs PPSC

Correct Answer: B

BERT produces contextual embeddings that vary with surrounding words.

Q2047.In a CNN, the 'kernel/filter' is responsible for:

Easy
A Encrypting images
B Counting epochs
C Storing labels
D Detecting local features like edges
Computer Terminology PPSC

Correct Answer: D

Convolutional kernels slide over images to detect local features such as edges.

Q2048.Which approach trains a model across decentralized devices without sharing raw data?

Easy
A Centralized dumping
B Federated learning
C Manual labeling
D Hard coding
General MCQs PPSC

Correct Answer: B

Federated learning trains models on-device, sharing updates not raw private data.

Q2049.Which AI concept is central to detecting previously unseen malware (zero-day threats)?

Easy
A Signature matching only
B Manual review only
C Disk formatting
D Anomaly/behavior-based detection
Computer Security PPSC

Correct Answer: D

Behavior-based anomaly detection can catch novel threats lacking known signatures.

Q2050.The 'temperature' parameter in an LLM controls:

Easy
A Model size
B Training speed
C Randomness/creativity of outputs
D Hardware heat
Computer Basics PPSC

Correct Answer: C

Higher temperature increases output randomness; lower makes outputs more deterministic.

Q2051.Which is a limitation of rule-based expert systems compared to ML?

Easy
A They self-train
B They struggle to handle uncertainty and scale
C They need no rules
D They learn automatically
General MCQs PPSC

Correct Answer: B

Rule-based systems require manual rules and handle uncertainty/scale poorly.

Q2052.Which AI technique would help transcribe and translate intercepted foreign-language calls?

Easy
A Path planning
B Speech recognition + machine translation
C Image segmentation
D File compression
Computer Terminology PPSC

Correct Answer: B

ASR transcribes speech and machine translation converts it across languages.

Q2053.What does 'precision' measure in classification?

Easy
A Total accuracy
B Training time
C Number of layers
D Of predicted positives, how many were correct
General MCQs PPSC

Correct Answer: D

Precision = TP / (TP + FP): correctness among predicted positives.

Q2054.What does 'recall' measure?

Easy
A Speed of model
B Memory usage
C Number of features
D Of actual positives, how many were detected
Computer Basics PPSC

Correct Answer: D

Recall = TP / (TP + FN): proportion of actual positives correctly identified.

Q2055.Which AI governance principle requires that individuals can contest automated decisions?

Easy
A Bigger models
B Lower cost
C Right to explanation/redress
D Faster inference
Computer Terminology PPSC

Correct Answer: C

Governance frameworks grant rights to explanation and to contest automated decisions.

Q2056.Which method handles class imbalance by generating synthetic minority samples?

Easy
A Padding
B SMOTE
C Pooling
D Dropout
Computer Networks PPSC

Correct Answer: B

SMOTE (Synthetic Minority Over-sampling Technique) creates synthetic minority-class samples.

Q2057.An investigator uses AI to cluster similar cybercrime cases by modus operandi.

Easy
A Supervised regression
B Reinforcement learning
C Encryption
D Unsupervised clustering
Computer Terminology PPSC

Correct Answer: D

Grouping cases by similarity without labels is unsupervised clustering.

Q2058.Which is TRUE about 'gradient descent'?

Easy
A It iteratively minimizes the loss function
B It deletes neurons
C It maximizes loss
D It encrypts weights
General MCQs PPSC

Correct Answer: A

Gradient descent iteratively updates parameters to minimize the loss function.

Q2059.What distinguishes 'stochastic gradient descent' (SGD) from batch gradient descent?

Easy
A SGD uses no data
B SGD uses one/few samples per update
C SGD never converges
D SGD ignores gradients
Computer Basics PPSC

Correct Answer: B

SGD updates weights using one or a few samples per step, speeding training.

Q2060.Which AI risk describes a model leaking private training data through its outputs?

Easy
A Pooling
B Data/privacy leakage
C Tokenization
D Overfitting only
Computer Terminology PPSC

Correct Answer: B

Models can memorize and leak sensitive training data through their outputs.