The art and practice of data science pipelines

Author:

Biswas Sumon1,Wardat Mohammad1,Rajan Hridesh1

Affiliation:

1. Iowa State University

Funder

US NSF

Publisher

ACM

Reference96 articles.

1. Martín Abadi , Paul Barham , Jianmin Chen , Zhifeng Chen , Andy Davis , Jeffrey Dean , Matthieu Devin , Sanjay Ghemawat , Geoffrey Irving , Michael Isard , 2016 . Tensorflow: A system for large-scale machine learning . In 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI 16) . 265--283. Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, et al. 2016. Tensorflow: A system for large-scale machine learning. In 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI 16). 265--283.

2. Waleed Abdulla. 2017. Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow. https://github.com/matterport/Mask_RCNN. Waleed Abdulla. 2017. Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow. https://github.com/matterport/Mask_RCNN.

3. Jesse Hu Alexis Chan Octavio Arriaga. 2017. Autopilot-TensorFlow. https://github.com/SullyChen/Autopilot-TensorFlow. Jesse Hu Alexis Chan Octavio Arriaga. 2017. Autopilot-TensorFlow. https://github.com/SullyChen/Autopilot-TensorFlow.

4. Software Engineering for Machine Learning: A Case Study

5. Anonymous. 2021. Data Science Pipline Artifact. https://github.com/anonymous-authorss/DS-Pipeline. Anonymous. 2021. Data Science Pipline Artifact. https://github.com/anonymous-authorss/DS-Pipeline.

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