Deep Learning
Uploaded images and text to the internet are examples of ____ data for deep learning models
What is Big Data/training data?
A broad group of methods for learning categories or actions without labeled data.
What is Unsupervised Learning
One complete pass through all the images in the training set, during which the ConvNet’s weights are updated once on each image.
What is an epoch of training?
Mitchell states that it's inaccurate to claim ConvNets "learn on their own" for this reason
What is a requirement of significant human effort?
When a ML model learns the training data too well, resulting in poor performance on new data
What is Overfitting
The cardinal rule of machine learning that says you must not use the test set while tuning or training your model, so that test performance truly measures generalization.
What is “Don’t train on the test data”?
an umbrella term that refers to all the aspects of a network that need to be set up by humans to allow learning to begin in ConvNet's
What are hyperparameters?
_______ are used to manually markup and label new datasets for DL.
What are offshore outsourcing centers
When a network bases its classifications on irrelevant statistical cues in the training set (like blurry backgrounds in animal photos) instead of the real concept humans care about.
What is learning spurious correlations in the data?