Fall

Keyword extraction is the process of automatically identifying the important words or phrases in a given text. In this project, you will design and implement a keyword extraction system using deep learning models. You will start by replicating the system described in the paper “Deep Keyphrase Generation” using a recurrent neural network model. Then you will continue with alternative deep learning models. Finally, the pros and cons of these architectures will be compared.

Mobile application stores allow users to provide their feedback on the applications as star ratings and natural language text. The user feedback include useful information on the application as bug reports, feature requests, rationale for praise, or comments on the business logic of the application. The vast number of reviews makes it difficult to process the reviews manually. Machine learning approaches can support product owners to categorize the reviews and extract useful information.

OpenDRIVE is an open format specification to describe a road network's logic. Its objective is to standardize the logical road description to facilitate the data exchange between different driving simulators. In this project, you will generate a map of Bogazici University and surrounding areas in the OpenDrive format.