15 citations · 23 across the 2 of their papers we have counts for
3 papers
Manas: Mining Software Repositories to Assist AutoML
Giang Nguyen, Md Johir Islam, Rangeet Pan +1
Today deep learning is widely used for building software. A software engineering problem with deep learning is that finding an appropriate convolutional neural network (CNN) model…
Repairing Deep Neural Networks: Fix Patterns and Challenges
Md Johirul Islam, Rangeet Pan, Giang Nguyen +1
Significant interest in applying Deep Neural Network (DNN) has fueled the need to support engineering of software that uses DNNs. Repairing software that uses DNNs is one such unmi…
A Comprehensive Study on Deep Learning Bug Characteristics
Md Johirul Islam, Giang Nguyen, Rangeet Pan +1
Deep learning has gained substantial popularity in recent years. Developers mainly rely on libraries and tools to add deep learning capabilities to their software. What kinds of bu…