AI Class 6

What is Artificial Intelligence?

• The process of creating robots with human emotions

• The study of natural intelligence in animals

• The simulation of human intelligence processes by machines, especially computer systems.

• The development of superhuman abilities in machines

What are the basic concepts of Machine Learning?

• Supervised learning, unsupervised learning, deep learning, and computer vision

• Supervised learning, unsupervised learning, reinforcement learning, and neural networks

• Data preprocessing, feature engineering, model evaluation, and hyperparameter tuning

• Linear algebra, calculus, statistics, and programming

Explain the structure of a Neural Network.

• The structure of a Neural Network consists of an input layer and two output layers

• The structure of a Neural Network consists of an input layer, one or more hidden layers, and an output layer.

• The structure of a Neural Network consists of only an input layer

• The structure of a Neural Network consists of an input layer and a hidden layer

How is Natural Language Processing used in AI?

• It enables machines to understand, interpret, and generate human language.

• It is only used for translating languages

• It is used to create human-like robots

• It helps machines to understand animal language

What is Computer Vision and its applications in AI?

• Computer Vision is a field of study that enables computers to interpret and understand the auditory world. Its applications in AI include speech recognition and natural language processing.

• Computer Vision is a field of study that focuses on improving computer performance. Its applications in AI include software development and database management.

• Computer Vision is a field of study that enables computers to interpret and understand the physical world. Its applications in AI include weather prediction and climate modeling.

• Computer Vision is a field of study that enables computers to interpret and understand the visual world. Its applications in AI include image recognition, object detection, facial recognition, and autonomous vehicles.

What are the different types of Artificial Intelligence?

• Artificial Intelligence, Natural Intelligence, Emotional Intelligence

• Weak AI, Strong AI, Average AI

• Narrow AI, General AI, Superintelligent AI

• Simple AI, Complex AI, Advanced AI

What are the main components of a Machine Learning model?

• Color, Size, Weight, Material

• Input, Output, Process, Feedback

• Features, Labels, Algorithm, Model Evaluation

• Training, Testing, Validation, Overfitting

Describe the working of a Convolutional Neural Network (CNN).

• A CNN is a type of algorithm used for text recognition

• A Convolutional Neural Network (CNN) is a type of deep learning algorithm which can take in an input image, assign importance (learnable weights and biases) to various aspects/objects in the image, and be able to differentiate one from the other.

• A CNN is a type of algorithm used for sorting data in a spreadsheet

• A CNN is a type of algorithm used for audio processing

What are the challenges in Natural Language Processing?

• Ambiguity, context understanding, and lack of common sense knowledge.

• Lack of punctuation, grammar, and spelling

• Difficulty in understanding accents and dialects

• Inability to process emotions and tone of voice

Explain the process of image recognition in Computer Vision.

• Image recognition in Computer Vision involves the use of magic to identify and classify objects in an image.

• Image recognition in Computer Vision involves the use of counting the number of pixels in an image.

• Image recognition in Computer Vision involves the use of algorithms to identify and classify objects or features in an image.

• Image recognition in Computer Vision involves the use of guessing what is in an image.