Deep Learning Quiz

Which python library created by Facebook AI research?

• Scikit-learn

• PyTorch

• Keras

• TensorFlow

Identify the method which prevents a model from overfitting?

• Dropout

• Normalization

• Batch Normalization

• Regularization

If a feature represents a characteristic measured in numbers, it is called a _____ feature.

• Continuous

• Ordinal

• Categorical

• Binary

A _____ or a parse tree is a tree representation of different syntactic categories of a sentence. It helps us to understand the syntactical structure of a sentence.

• Binary Tree

• Syntax Tree

• Decision Tree

• Regression Tree

Which Activation Function predicts the probabilities of n classes in the output layer?

• Sigmoid

• ReLU

• Softmax

• Tanh

_____ regression is a type of supervised machine learning algorithm that computes the linear relationship between a dependent variable and one or more independent features.

• Logistic

• Ridge

• Lasso

• Linear

_____ data includes a label or target variable that the model is trying to predict, whereas unlabeled data does not include a label or target variable.

• Reinforcement

• Semi-supervised

• Unsupervised

• Supervised

_____ Learning is the science of decision making. It is about learning the optimal behavior in an environment to obtain maximum reward.

• Deep

• Machine

• Reinforcement

• Transfer

_____ cleaning is a crucial step in the machine learning (ML) pipeline, as it involves identifying and removing any missing, duplicate, or irrelevant _____.

• Model

• Algorithm

• Data

• Feature

_____ is a field of Artificial Intelligence (AI) that deals with the interaction between computers and human languages.

• Speech Recognition

• Computer Vision

• Robotics

• Natural Language Processing