This document discusses deep learning approaches to representation learning of word meanings. It introduces distributional semantic representations, which represent a word based on the frequencies of other words that co-occur with it in a corpus. It also introduces distributed semantic representations, which represent word meanings as low-dimensional dense vectors learned through neural network mo