Machine learning types
Differentiate people and animals in a photo based on a repository of tagged photos
What is supervised machine learning?
What is regression?
This variable indicates how many words to the left and to the right of the center word will be considered.
What is the window size?
Cluster students by learning style without previously knowing all the learning styles
What is unsupervised machine learning?
Decide on whether a sequence is positive, negative or neutral
What is classification?
Any function of this kind seeks to minimize the difference between prediction and gold label.
What is a loss function?
Predict a hidden word in a sentence without ever having seen exactly this sentence
What is self-supervised machine learning?
Identify handwritten numbers in the range of 0 to 9 and output the corresponding number
What is classification?
What is backpropagation?
Recommend music based on previous choices of the user and known preferences
What is supervised machine learning?
Measure progression of diabetes based on features, e.g. body mass index, blood pressure, etc.
What is regression?
This is the most common type of optimization algorithm, also used in skip-gram.
What is (stochastic) gradient descent?