How much do you know about deep learning?

You hear a lot about deep learning these days. But how does it actually work?

Take the quiz—just 10 questions—to see how much you know about deep learning!

QUESTION 1

What kind of table compares classifications predicted by a model with the actual class labels?

Chaos table
Confusion matrix
Prediction plot
Residual plot

QUESTION 2

What does hyperparameter tuning do?

Optimizes parameters to improve the performance of a learning algorithm

Specifies the hyperplane that represents linear classifiers

Expands the parameter set of a model to improve performance

Takes parameter tuning so far that performance degrades

QUESTION 3

What is overfitting?

When a predictive model is accurate but takes too long to run

When a model learns specifics of the training data that do not generalize well to a new data set

When you apply a powerful deep learning algorithm to a simple machine learning problem

When you perform hyperparameter tuning and performance degrades

QUESTION 4

Which of the following is a type of object detection task in which each pixel of an image can be categorized into specific classes?

Regression learning

Sequence classification

Pixel segmentation

Semantic segmentation

QUESTION 5

What does a regression model do?

Predicts numeric responses such as changes in temperature, date, or time

Assigns data to a predefined category

Finds patterns by clustering responses in groups based on similarity

Compares predicted data classifications to the actual class labels in the data

QUESTION 6

What category of machine learning finds patterns in the data when the data is not labeled?

Data prophecy

Supervised learning

Unsupervised learning

Supervisory logic

QUESTION 7

Which of the following networks is commonly associated with synthetic image generation?

Long short-term memory networks

YOLO-v3 networks

Generative adversarial networks

Super resolution networks

QUESTION 8

Which of the following describes the process of taking a pretrained neural network and retraining it to classify a new set of images?

Machine learning

Transfer learning

Regression learning

Forecasting

Graph of time-series data plotting 3 lines of data

QUESTION 9

Which of the following is a deep learning architecture commonly used to classify time series data?

Long short-term memory network

Attention network

暹罗不twork

Mini-batch algorithms

QUESTION 10

什么是验证数据集用于?

To test whether a model is superfitting the data

To measure the complexity of a model

To evaluate the model fit after training is complete

To test how well a model generalizes during training