Shifting Left for Early Detection of Machine-Learning Bugs

Author:

Liblit Ben,Luo Linghui,Molina Alejandro,Mukherjee Rajdeep,Patterson Zachary,Piskachev Goran,Schäf Martin,Tripp Omer,Visser Willem

Publisher

Springer International Publishing

Reference38 articles.

1. Abadi, M., et al.: TensorFlow: large-scale machine learning on heterogeneous systems (2015). https://www.tensorflow.org/

2. Apache: Apache MXNet (2022). https://mxnet.apache.org/versions/1.9.1/

3. Bessey, A., et al.: A few billion lines of code later: using static analysis to find bugs in the real world. Commun. ACM 53(2), 66–75 (2010). https://doi.org/10.1145/1646353.1646374. ISSN 0001-0782

4. Boyd, S., Boyd, S.P., Vandenberghe, L.: Convex Optimization. Cambridge University Press, Cambridge (2004)

5. Chollet, F., et al.: Keras (2015). https://keras.io

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