Q1. Which statement best describes image processing?

A. Operations that transform or analyse images to extract useful information B. a method for generating hydraulic pressure C. a mechanical joint type D. a robot's payload rating

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Image processing includes filtering, thresholding, segmentation and feature extraction, supporting later interpretation.

Q2. Which option correctly identifies the function or significance of AI planning in robotics?

A. a robot's maximum payload B. Using computational methods to select actions or plans toward a goal C. a fixed mounting bolt D. a sensor connector

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: AI planning can select action sequences under constraints; practical systems need feasible motion, safety checks and reliable state information.

Q3. A robotics student is asked to distinguish machine learning from unrelated system features. Which answer is correct?

A. a mechanical transmission only B. a coordinate frame convention C. Methods that infer patterns from data to make predictions or decisions D. a type of gripper finger

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Machine learning can support classification, detection and control, but must be validated for data quality, robustness and safety.

Q4. Which statement would be the soundest basis for explaining segmentation to a new robotics engineer?

A. a technique for increasing robot reach B. a method for calculating joint torque C. a robot safety mode D. Separating an image into regions or objects of interest

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Segmentation identifies relevant pixels or regions before tasks such as measurement, recognition or pose estimation.

Q5. In a technical review of a robot, which statement about inference should be accepted?

A. Applying a trained model to new input to produce a prediction or decision B. the process of fitting model parameters from training examples C. a type of revolute joint D. a calibration target

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Inference uses learned parameters on new observations; its latency and reliability matter in real-time robotic applications.

Q6. Which statement best describes vision-guided manipulation?

A. moving the robot without sensing B. Using visual observations to guide a robot's grasping or movement C. choosing a tool by colour only D. a process that excludes calibration

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Vision-guided manipulation links image perception to robot coordinates and motion, often requiring calibration and uncertainty handling.

Q7. Which option correctly identifies the function or significance of machine learning in robotics?

A. a mechanical transmission only B. a coordinate frame convention C. Methods that infer patterns from data to make predictions or decisions D. a type of gripper finger

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Machine learning can support classification, detection and control, but must be validated for data quality, robustness and safety.

Q8. A robotics student is asked to distinguish camera calibration from unrelated system features. Which answer is correct?

A. setting robot payload to zero B. measuring only motor current C. a method of gripping glass D. Estimating camera parameters and/or its pose relative to a coordinate frame

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Calibration relates image measurements to geometric coordinates and is essential for vision-guided robot positioning.

Q9. Which statement would be the soundest basis for explaining training data to a new robotics engineer?

A. Examples used to fit a machine-learning model B. the robot's physical work envelope C. the controller's emergency stop D. a motor shaft

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Training data shapes the model's learned behaviour; biased or unrepresentative data can cause poor generalization.

Q10. In a technical review of a robot, which statement about vision-guided manipulation should be accepted?

A. moving the robot without sensing B. Using visual observations to guide a robot's grasping or movement C. choosing a tool by colour only D. a process that excludes calibration

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Vision-guided manipulation links image perception to robot coordinates and motion, often requiring calibration and uncertainty handling.

Q11. Which statement best describes object recognition?

A. controlling only motor temperature B. a fixed robot joint limit C. Identifying an object class or instance from sensor data D. a tool mounting standard

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Recognition uses image features or learned models to infer what object is present; performance depends on data and conditions.

Q12. Which option correctly identifies the function or significance of image processing in robotics?

A. a method for generating hydraulic pressure B. a mechanical joint type C. a robot's payload rating D. Operations that transform or analyse images to extract useful information

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Image processing includes filtering, thresholding, segmentation and feature extraction, supporting later interpretation.

Q13. A robotics student is asked to distinguish training data from unrelated system features. Which answer is correct?

A. Examples used to fit a machine-learning model B. the robot's physical work envelope C. the controller's emergency stop D. a motor shaft

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Training data shapes the model's learned behaviour; biased or unrepresentative data can cause poor generalization.

Q14. Which statement would be the soundest basis for explaining deep learning to a new robotics engineer?

A. a method for reducing every problem to a fixed rule B. Machine learning using multi-layer neural networks to learn representations C. a physical robot link D. a hydraulic seal

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Deep neural networks can learn complex image features but often require substantial data and computational resources.

Q15. In a technical review of a robot, which statement about segmentation should be accepted?

A. a technique for increasing robot reach B. a method for calculating joint torque C. Separating an image into regions or objects of interest D. a robot safety mode

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Segmentation identifies relevant pixels or regions before tasks such as measurement, recognition or pose estimation.

Q16. Which statement best describes image processing? (select the best answer)

A. a method for generating hydraulic pressure B. a mechanical joint type C. a robot's payload rating D. Operations that transform or analyse images to extract useful information

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Image processing includes filtering, thresholding, segmentation and feature extraction, supporting later interpretation.

Q17. Which option correctly identifies the function or significance of AI planning in robotics? (select the best answer)

A. Using computational methods to select actions or plans toward a goal B. a robot's maximum payload C. a fixed mounting bolt D. a sensor connector

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: AI planning can select action sequences under constraints; practical systems need feasible motion, safety checks and reliable state information.

Q18. A robotics student is asked to distinguish machine learning from unrelated system features. Which answer is correct? (select the best answer)

A. a mechanical transmission only B. Methods that infer patterns from data to make predictions or decisions C. a coordinate frame convention D. a type of gripper finger

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Machine learning can support classification, detection and control, but must be validated for data quality, robustness and safety.

Q19. Which statement would be the soundest basis for explaining segmentation to a new robotics engineer? (select the best answer)

A. a technique for increasing robot reach B. a method for calculating joint torque C. Separating an image into regions or objects of interest D. a robot safety mode

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Segmentation identifies relevant pixels or regions before tasks such as measurement, recognition or pose estimation.

Q20. In a technical review of a robot, which statement about inference should be accepted? (select the best answer)

A. the process of fitting model parameters from training examples B. a type of revolute joint C. a calibration target D. Applying a trained model to new input to produce a prediction or decision

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Inference uses learned parameters on new observations; its latency and reliability matter in real-time robotic applications.

Q21. Which statement best describes vision-guided manipulation? (select the best answer)

A. Using visual observations to guide a robot's grasping or movement B. moving the robot without sensing C. choosing a tool by colour only D. a process that excludes calibration

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Vision-guided manipulation links image perception to robot coordinates and motion, often requiring calibration and uncertainty handling.

Q22. Which option correctly identifies the function or significance of machine learning in robotics? (select the best answer)

A. a mechanical transmission only B. Methods that infer patterns from data to make predictions or decisions C. a coordinate frame convention D. a type of gripper finger

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Machine learning can support classification, detection and control, but must be validated for data quality, robustness and safety.

Q23. A robotics student is asked to distinguish camera calibration from unrelated system features. Which answer is correct? (select the best answer)

A. setting robot payload to zero B. measuring only motor current C. Estimating camera parameters and/or its pose relative to a coordinate frame D. a method of gripping glass

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Calibration relates image measurements to geometric coordinates and is essential for vision-guided robot positioning.

Q24. Which statement would be the soundest basis for explaining training data to a new robotics engineer? (select the best answer)

A. the robot's physical work envelope B. the controller's emergency stop C. a motor shaft D. Examples used to fit a machine-learning model

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Training data shapes the model's learned behaviour; biased or unrepresentative data can cause poor generalization.

Q25. In a technical review of a robot, which statement about vision-guided manipulation should be accepted? (select the best answer)

A. Using visual observations to guide a robot's grasping or movement B. moving the robot without sensing C. choosing a tool by colour only D. a process that excludes calibration

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Vision-guided manipulation links image perception to robot coordinates and motion, often requiring calibration and uncertainty handling.

Q26. Which statement best describes object recognition? (select the best answer)

A. controlling only motor temperature B. Identifying an object class or instance from sensor data C. a fixed robot joint limit D. a tool mounting standard

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Recognition uses image features or learned models to infer what object is present; performance depends on data and conditions.

Q27. Which option correctly identifies the function or significance of image processing in robotics? (select the best answer)

A. a method for generating hydraulic pressure B. a mechanical joint type C. Operations that transform or analyse images to extract useful information D. a robot's payload rating

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Image processing includes filtering, thresholding, segmentation and feature extraction, supporting later interpretation.

Q28. A robotics student is asked to distinguish training data from unrelated system features. Which answer is correct? (select the best answer)

A. the robot's physical work envelope B. the controller's emergency stop C. a motor shaft D. Examples used to fit a machine-learning model

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Training data shapes the model's learned behaviour; biased or unrepresentative data can cause poor generalization.

Q29. Which statement would be the soundest basis for explaining deep learning to a new robotics engineer? (select the best answer)

A. Machine learning using multi-layer neural networks to learn representations B. a method for reducing every problem to a fixed rule C. a physical robot link D. a hydraulic seal

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Deep neural networks can learn complex image features but often require substantial data and computational resources.

Q30. In a technical review of a robot, which statement about segmentation should be accepted? (select the best answer)

A. a technique for increasing robot reach B. Separating an image into regions or objects of interest C. a method for calculating joint torque D. a robot safety mode

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Segmentation identifies relevant pixels or regions before tasks such as measurement, recognition or pose estimation.

Q31. Which statement best describes image processing? (select the best answer)

A. a method for generating hydraulic pressure B. a mechanical joint type C. Operations that transform or analyse images to extract useful information D. a robot's payload rating

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Image processing includes filtering, thresholding, segmentation and feature extraction, supporting later interpretation.

Q32. Which option correctly identifies the function or significance of AI planning in robotics? (select the best answer)

A. a robot's maximum payload B. a fixed mounting bolt C. a sensor connector D. Using computational methods to select actions or plans toward a goal

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: AI planning can select action sequences under constraints; practical systems need feasible motion, safety checks and reliable state information.

Q33. A robotics student is asked to distinguish machine learning from unrelated system features. Which answer is correct? (select the best answer)

A. Methods that infer patterns from data to make predictions or decisions B. a mechanical transmission only C. a coordinate frame convention D. a type of gripper finger

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Machine learning can support classification, detection and control, but must be validated for data quality, robustness and safety.

Q34. Which statement would be the soundest basis for explaining segmentation to a new robotics engineer? (select the best answer)

A. a technique for increasing robot reach B. Separating an image into regions or objects of interest C. a method for calculating joint torque D. a robot safety mode

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Segmentation identifies relevant pixels or regions before tasks such as measurement, recognition or pose estimation.

Q35. In a technical review of a robot, which statement about inference should be accepted? (select the best answer)

A. the process of fitting model parameters from training examples B. a type of revolute joint C. Applying a trained model to new input to produce a prediction or decision D. a calibration target

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Inference uses learned parameters on new observations; its latency and reliability matter in real-time robotic applications.

Q36. Which statement best describes vision-guided manipulation? (select the best answer)

A. moving the robot without sensing B. choosing a tool by colour only C. a process that excludes calibration D. Using visual observations to guide a robot's grasping or movement

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Vision-guided manipulation links image perception to robot coordinates and motion, often requiring calibration and uncertainty handling.

Q37. Which option correctly identifies the function or significance of machine learning in robotics? (select the best answer)

A. Methods that infer patterns from data to make predictions or decisions B. a mechanical transmission only C. a coordinate frame convention D. a type of gripper finger

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Machine learning can support classification, detection and control, but must be validated for data quality, robustness and safety.

Q38. A robotics student is asked to distinguish camera calibration from unrelated system features. Which answer is correct? (select the best answer)

A. setting robot payload to zero B. Estimating camera parameters and/or its pose relative to a coordinate frame C. measuring only motor current D. a method of gripping glass

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Calibration relates image measurements to geometric coordinates and is essential for vision-guided robot positioning.

Q39. Which statement would be the soundest basis for explaining training data to a new robotics engineer? (select the best answer)

A. the robot's physical work envelope B. the controller's emergency stop C. Examples used to fit a machine-learning model D. a motor shaft

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Training data shapes the model's learned behaviour; biased or unrepresentative data can cause poor generalization.

Q40. In a technical review of a robot, which statement about vision-guided manipulation should be accepted? (select the best answer)

A. moving the robot without sensing B. choosing a tool by colour only C. a process that excludes calibration D. Using visual observations to guide a robot's grasping or movement

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Vision-guided manipulation links image perception to robot coordinates and motion, often requiring calibration and uncertainty handling.

Q41. Which statement best describes object recognition? (select the best answer)

A. Identifying an object class or instance from sensor data B. controlling only motor temperature C. a fixed robot joint limit D. a tool mounting standard

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Recognition uses image features or learned models to infer what object is present; performance depends on data and conditions.

Q42. Which option correctly identifies the function or significance of image processing in robotics? (select the best answer)

A. a method for generating hydraulic pressure B. Operations that transform or analyse images to extract useful information C. a mechanical joint type D. a robot's payload rating

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Image processing includes filtering, thresholding, segmentation and feature extraction, supporting later interpretation.

Q43. A robotics student is asked to distinguish training data from unrelated system features. Which answer is correct? (select the best answer)

A. the robot's physical work envelope B. the controller's emergency stop C. Examples used to fit a machine-learning model D. a motor shaft

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Training data shapes the model's learned behaviour; biased or unrepresentative data can cause poor generalization.

Q44. Which statement would be the soundest basis for explaining deep learning to a new robotics engineer? (select the best answer)

A. a method for reducing every problem to a fixed rule B. a physical robot link C. a hydraulic seal D. Machine learning using multi-layer neural networks to learn representations

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Deep neural networks can learn complex image features but often require substantial data and computational resources.

Q45. In a technical review of a robot, which statement about segmentation should be accepted? (select the best answer)

A. Separating an image into regions or objects of interest B. a technique for increasing robot reach C. a method for calculating joint torque D. a robot safety mode

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Segmentation identifies relevant pixels or regions before tasks such as measurement, recognition or pose estimation.

Q46. Which statement best describes image processing? (select the best answer)

A. a method for generating hydraulic pressure B. Operations that transform or analyse images to extract useful information C. a mechanical joint type D. a robot's payload rating

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Image processing includes filtering, thresholding, segmentation and feature extraction, supporting later interpretation.

Q47. Which option correctly identifies the function or significance of AI planning in robotics? (select the best answer)

A. a robot's maximum payload B. a fixed mounting bolt C. Using computational methods to select actions or plans toward a goal D. a sensor connector

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: AI planning can select action sequences under constraints; practical systems need feasible motion, safety checks and reliable state information.

Q48. A robotics student is asked to distinguish machine learning from unrelated system features. Which answer is correct? (select the best answer)

A. a mechanical transmission only B. a coordinate frame convention C. a type of gripper finger D. Methods that infer patterns from data to make predictions or decisions

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Machine learning can support classification, detection and control, but must be validated for data quality, robustness and safety.

Q49. Which statement would be the soundest basis for explaining segmentation to a new robotics engineer? (select the best answer)

A. Separating an image into regions or objects of interest B. a technique for increasing robot reach C. a method for calculating joint torque D. a robot safety mode

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Segmentation identifies relevant pixels or regions before tasks such as measurement, recognition or pose estimation.

Q50. In a technical review of a robot, which statement about inference should be accepted? (select the best answer)

A. the process of fitting model parameters from training examples B. Applying a trained model to new input to produce a prediction or decision C. a type of revolute joint D. a calibration target

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Inference uses learned parameters on new observations; its latency and reliability matter in real-time robotic applications.

Q51. A technician must explain vision-guided manipulation while commissioning a robot. Which interpretation is most technically sound?

A. moving the robot without sensing B. choosing a tool by colour only C. Using visual observations to guide a robot's grasping or movement D. a process that excludes calibration

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Vision-guided manipulation links image perception to robot coordinates and motion, often requiring calibration and uncertainty handling. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q52. Which option correctly identifies the function or significance of machine learning in robotics? (select the best answer)

A. a mechanical transmission only B. a coordinate frame convention C. a type of gripper finger D. Methods that infer patterns from data to make predictions or decisions

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Machine learning can support classification, detection and control, but must be validated for data quality, robustness and safety. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q53. A robotics student is asked to distinguish camera calibration from unrelated system features. Which answer is correct? (select the best answer)

A. Estimating camera parameters and/or its pose relative to a coordinate frame B. setting robot payload to zero C. measuring only motor current D. a method of gripping glass

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Calibration relates image measurements to geometric coordinates and is essential for vision-guided robot positioning. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q54. Which statement would be the soundest basis for explaining training data to a new robotics engineer? (select the best answer)

A. the robot's physical work envelope B. Examples used to fit a machine-learning model C. the controller's emergency stop D. a motor shaft

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Training data shapes the model's learned behaviour; biased or unrepresentative data can cause poor generalization. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q55. In a technical review of a robot, which statement about vision-guided manipulation should be accepted? (select the best answer)

A. moving the robot without sensing B. choosing a tool by colour only C. Using visual observations to guide a robot's grasping or movement D. a process that excludes calibration

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Vision-guided manipulation links image perception to robot coordinates and motion, often requiring calibration and uncertainty handling. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q56. A technician must explain object recognition while commissioning a robot. Which interpretation is most technically sound?

A. controlling only motor temperature B. a fixed robot joint limit C. a tool mounting standard D. Identifying an object class or instance from sensor data

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Recognition uses image features or learned models to infer what object is present; performance depends on data and conditions. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q57. Which option correctly identifies the function or significance of image processing in robotics? (select the best answer)

A. Operations that transform or analyse images to extract useful information B. a method for generating hydraulic pressure C. a mechanical joint type D. a robot's payload rating

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Image processing includes filtering, thresholding, segmentation and feature extraction, supporting later interpretation. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q58. A robotics student is asked to distinguish training data from unrelated system features. Which answer is correct? (select the best answer)

A. the robot's physical work envelope B. Examples used to fit a machine-learning model C. the controller's emergency stop D. a motor shaft

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Training data shapes the model's learned behaviour; biased or unrepresentative data can cause poor generalization. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q59. Which statement would be the soundest basis for explaining deep learning to a new robotics engineer? (select the best answer)

A. a method for reducing every problem to a fixed rule B. a physical robot link C. Machine learning using multi-layer neural networks to learn representations D. a hydraulic seal

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Deep neural networks can learn complex image features but often require substantial data and computational resources. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q60. In a technical review of a robot, which statement about segmentation should be accepted? (select the best answer)

A. a technique for increasing robot reach B. a method for calculating joint torque C. a robot safety mode D. Separating an image into regions or objects of interest

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Segmentation identifies relevant pixels or regions before tasks such as measurement, recognition or pose estimation. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q61. A technician must explain image processing while commissioning a robot. Which interpretation is most technically sound?

A. Operations that transform or analyse images to extract useful information B. a method for generating hydraulic pressure C. a mechanical joint type D. a robot's payload rating

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Image processing includes filtering, thresholding, segmentation and feature extraction, supporting later interpretation. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q62. Which option correctly identifies the function or significance of AI planning in robotics? (select the best answer)

A. a robot's maximum payload B. Using computational methods to select actions or plans toward a goal C. a fixed mounting bolt D. a sensor connector

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: AI planning can select action sequences under constraints; practical systems need feasible motion, safety checks and reliable state information. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q63. A robotics student is asked to distinguish machine learning from unrelated system features. Which answer is correct? (select the best answer)

A. a mechanical transmission only B. a coordinate frame convention C. Methods that infer patterns from data to make predictions or decisions D. a type of gripper finger

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Machine learning can support classification, detection and control, but must be validated for data quality, robustness and safety. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q64. Which statement would be the soundest basis for explaining segmentation to a new robotics engineer? (select the best answer)

A. a technique for increasing robot reach B. a method for calculating joint torque C. a robot safety mode D. Separating an image into regions or objects of interest

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Segmentation identifies relevant pixels or regions before tasks such as measurement, recognition or pose estimation. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q65. In a technical review of a robot, which statement about inference should be accepted? (select the best answer)

A. Applying a trained model to new input to produce a prediction or decision B. the process of fitting model parameters from training examples C. a type of revolute joint D. a calibration target

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Inference uses learned parameters on new observations; its latency and reliability matter in real-time robotic applications. In practice, this concept should be checked against the robot's operating envelope, task requirements and manufacturer specifications rather than treated as an isolated label.

Q66. A vision detector reports TP = 80, FP = 10, and FN = 20. What is its precision, TP/(TP + FP), as a percentage?

A. 80.0% B. 88.9% C. 72.7% D. 11.1%

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 80/(80 + 10) = 0.889, or 88.9%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q67. A vision detector reports TP = 75, FP = 25, and FN = 25. What is its precision, TP/(TP + FP), as a percentage?

A. 75.0% B. 60.0% C. 75.0% D. 25.0%

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 75/(75 + 25) = 0.750, or 75.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q68. A vision detector reports TP = 40, FP = 10, and FN = 10. What is its precision, TP/(TP + FP), as a percentage?

A. 80.0% B. 66.7% C. 20.0% D. 80.0%

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 40/(40 + 10) = 0.800, or 80.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q69. A vision detector reports TP = 40, FP = 10, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 80.0% C. 66.7% D. 20.0%

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 40/(40 + 10) = 0.800, or 80.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q70. A vision detector reports TP = 80, FP = 10, and FN = 20. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 88.9% C. 72.7% D. 11.1%

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 80/(80 + 10) = 0.889, or 88.9%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q71. A vision detector reports TP = 40, FP = 10, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 66.7% C. 80.0% D. 20.0%

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 40/(40 + 10) = 0.800, or 80.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q72. A vision detector reports TP = 75, FP = 25, and FN = 25. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 75.0% B. 60.0% C. 25.0% D. 75.0%

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 75/(75 + 25) = 0.750, or 75.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q73. A vision detector reports TP = 60, FP = 20, and FN = 10. What is its precision, TP/(TP + FP), as a percentage?

A. 75.0% B. 85.7% C. 66.7% D. 25.0%

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 60/(60 + 20) = 0.750, or 75.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q74. A vision detector reports TP = 90, FP = 5, and FN = 15. What is its precision, TP/(TP + FP), as a percentage?

A. 85.7% B. 94.7% C. 81.8% D. 5.3%

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 90/(90 + 5) = 0.947, or 94.7%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q75. A vision detector reports TP = 40, FP = 10, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 66.7% C. 80.0% D. 20.0%

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 40/(40 + 10) = 0.800, or 80.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q76. During a design review, an engineer must reason about image processing rather than rely on a memorized label. Which statement is defensible?

A. a method for generating hydraulic pressure B. a mechanical joint type C. a robot's payload rating D. Operations that transform or analyse images to extract useful information

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Image processing includes filtering, thresholding, segmentation and feature extraction, supporting later interpretation. A rigorous engineering decision also considers modelling assumptions, coordinate conventions, uncertainty and safety constraints; a definition alone is not sufficient to validate an implementation.

Q77. Which option correctly identifies the function or significance of AI planning in robotics? (select the best answer)

A. Using computational methods to select actions or plans toward a goal B. a robot's maximum payload C. a fixed mounting bolt D. a sensor connector

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: AI planning can select action sequences under constraints; practical systems need feasible motion, safety checks and reliable state information. A rigorous engineering decision also considers modelling assumptions, coordinate conventions, uncertainty and safety constraints; a definition alone is not sufficient to validate an implementation.

Q78. A robotics student is asked to distinguish machine learning from unrelated system features. Which answer is correct? (select the best answer)

A. a mechanical transmission only B. Methods that infer patterns from data to make predictions or decisions C. a coordinate frame convention D. a type of gripper finger

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Machine learning can support classification, detection and control, but must be validated for data quality, robustness and safety. A rigorous engineering decision also considers modelling assumptions, coordinate conventions, uncertainty and safety constraints; a definition alone is not sufficient to validate an implementation.

Q79. Which statement would be the soundest basis for explaining segmentation to a new robotics engineer? (select the best answer)

A. a technique for increasing robot reach B. a method for calculating joint torque C. Separating an image into regions or objects of interest D. a robot safety mode

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Segmentation identifies relevant pixels or regions before tasks such as measurement, recognition or pose estimation. A rigorous engineering decision also considers modelling assumptions, coordinate conventions, uncertainty and safety constraints; a definition alone is not sufficient to validate an implementation.

Q80. In a technical review of a robot, which statement about inference should be accepted? (select the best answer)

A. the process of fitting model parameters from training examples B. a type of revolute joint C. a calibration target D. Applying a trained model to new input to produce a prediction or decision

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Inference uses learned parameters on new observations; its latency and reliability matter in real-time robotic applications. A rigorous engineering decision also considers modelling assumptions, coordinate conventions, uncertainty and safety constraints; a definition alone is not sufficient to validate an implementation.

Q81. During a design review, an engineer must reason about vision-guided manipulation rather than rely on a memorized label. Which statement is defensible?

A. Using visual observations to guide a robot's grasping or movement B. moving the robot without sensing C. choosing a tool by colour only D. a process that excludes calibration

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Vision-guided manipulation links image perception to robot coordinates and motion, often requiring calibration and uncertainty handling. A rigorous engineering decision also considers modelling assumptions, coordinate conventions, uncertainty and safety constraints; a definition alone is not sufficient to validate an implementation.

Q82. Which option correctly identifies the function or significance of machine learning in robotics? (select the best answer)

A. a mechanical transmission only B. Methods that infer patterns from data to make predictions or decisions C. a coordinate frame convention D. a type of gripper finger

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Machine learning can support classification, detection and control, but must be validated for data quality, robustness and safety. A rigorous engineering decision also considers modelling assumptions, coordinate conventions, uncertainty and safety constraints; a definition alone is not sufficient to validate an implementation.

Q83. A robotics student is asked to distinguish camera calibration from unrelated system features. Which answer is correct? (select the best answer)

A. setting robot payload to zero B. measuring only motor current C. Estimating camera parameters and/or its pose relative to a coordinate frame D. a method of gripping glass

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Calibration relates image measurements to geometric coordinates and is essential for vision-guided robot positioning. A rigorous engineering decision also considers modelling assumptions, coordinate conventions, uncertainty and safety constraints; a definition alone is not sufficient to validate an implementation.

Q84. Which statement would be the soundest basis for explaining training data to a new robotics engineer? (select the best answer)

A. the robot's physical work envelope B. the controller's emergency stop C. a motor shaft D. Examples used to fit a machine-learning model

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Training data shapes the model's learned behaviour; biased or unrepresentative data can cause poor generalization. A rigorous engineering decision also considers modelling assumptions, coordinate conventions, uncertainty and safety constraints; a definition alone is not sufficient to validate an implementation.

Q85. In a technical review of a robot, which statement about vision-guided manipulation should be accepted? (select the best answer)

A. Using visual observations to guide a robot's grasping or movement B. moving the robot without sensing C. choosing a tool by colour only D. a process that excludes calibration

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Vision-guided manipulation links image perception to robot coordinates and motion, often requiring calibration and uncertainty handling. A rigorous engineering decision also considers modelling assumptions, coordinate conventions, uncertainty and safety constraints; a definition alone is not sufficient to validate an implementation.

Q86. A vision detector reports TP = 90, FP = 5, and FN = 15. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 85.7% B. 94.7% C. 81.8% D. 5.3%

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 90/(90 + 5) = 0.947, or 94.7%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q87. A vision detector reports TP = 90, FP = 5, and FN = 15. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 85.7% B. 81.8% C. 94.7% D. 5.3%

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 90/(90 + 5) = 0.947, or 94.7%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q88. A vision detector reports TP = 40, FP = 10, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 66.7% C. 20.0% D. 80.0%

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 40/(40 + 10) = 0.800, or 80.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q89. A vision detector reports TP = 40, FP = 10, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 80.0% C. 66.7% D. 20.0%

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 40/(40 + 10) = 0.800, or 80.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q90. A vision detector reports TP = 40, FP = 10, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 80.0% C. 66.7% D. 20.0%

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 40/(40 + 10) = 0.800, or 80.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q91. A vision detector reports TP = 75, FP = 25, and FN = 25. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 75.0% B. 60.0% C. 75.0% D. 25.0%

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 75/(75 + 25) = 0.750, or 75.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q92. A vision detector reports TP = 80, FP = 10, and FN = 20. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 72.7% C. 11.1% D. 88.9%

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 80/(80 + 10) = 0.889, or 88.9%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q93. A vision detector reports TP = 60, FP = 20, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 75.0% B. 85.7% C. 66.7% D. 25.0%

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 60/(60 + 20) = 0.750, or 75.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q94. A vision detector reports TP = 40, FP = 10, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 80.0% C. 66.7% D. 20.0%

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 40/(40 + 10) = 0.800, or 80.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q95. A vision detector reports TP = 60, FP = 20, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 85.7% B. 66.7% C. 75.0% D. 25.0%

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 60/(60 + 20) = 0.750, or 75.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q96. A vision detector reports TP = 40, FP = 10, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 66.7% C. 20.0% D. 80.0%

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 40/(40 + 10) = 0.800, or 80.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q97. A vision detector reports TP = 75, FP = 25, and FN = 25. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 75.0% B. 75.0% C. 60.0% D. 25.0%

Check Answer

Correct Answer: A   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 75/(75 + 25) = 0.750, or 75.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q98. A vision detector reports TP = 40, FP = 10, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 80.0% C. 66.7% D. 20.0%

Check Answer

Correct Answer: B   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 40/(40 + 10) = 0.800, or 80.0%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q99. A vision detector reports TP = 90, FP = 5, and FN = 15. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 85.7% B. 81.8% C. 94.7% D. 5.3%

Check Answer

Correct Answer: C   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 90/(90 + 5) = 0.947, or 94.7%. Recall instead uses TP/(TP + FN), so it answers a different question.

Q100. A vision detector reports TP = 40, FP = 10, and FN = 10. What is its precision, TP/(TP + FP), as a percentage? (select the best answer)

A. 80.0% B. 66.7% C. 20.0% D. 80.0%

Check Answer

Correct Answer: D   |   Marks: 1

Explanation: Precision = TP/(TP + FP) = 40/(40 + 10) = 0.800, or 80.0%. Recall instead uses TP/(TP + FN), so it answers a different question.