Tera: Optimizing stochastic regression tests in machine learning projects

S Dutta, J Selvam, A Jain, S Misailovic - Proceedings of the 30th ACM …, 2021 - dl.acm.org
The stochastic nature of many Machine Learning (ML) algorithms makes testing of ML tools
and libraries challenging. ML algorithms allow a developer to control their accuracy and run …

[PDF][PDF] TERA: Optimizing Stochastic Regression Tests in Machine Learning Projects

S Dutta, J Selvam, A Jain, S Misailovic - 2021 - misailo.cs.illinois.edu
The growing popularity of Machine Learning (ML) has led to rapid development of general-
purpose libraries and specialized tools that build on top of these libraries. These tools …

TERA: Optimizing stochastic regression tests in machine learning projects

S Dutta, J Selvam, A Jain… - 30th ACM SIGSOFT …, 2021 - experts.illinois.edu
The stochastic nature of many Machine Learning (ML) algorithms makes testing of ML tools
and libraries challenging. ML algorithms allow a developer to control their accuracy and run …

[PDF][PDF] TERA: optimizing stochastic regression tests in machine learning projects

S Dutta, J Selvam, A Jain, S Misailovic - Proceedings of the 30th ACM …, 2021 - par.nsf.gov
The growing popularity of Machine Learning (ML) has led to rapid development of general-
purpose libraries and specialized tools that build on top of these libraries. These tools …

[PDF][PDF] TERA: Optimizing Stochastic Regression Tests in Machine Learning Projects

S Dutta, J Selvam, A Jain, S Misailovic - 2021 - saikatdutta.web.illinois.edu
The stochastic nature of many Machine Learning (ML) algorithms makes testing of ML tools
and libraries challenging. ML algorithms allow a developer to control their accuracy and run …

[PDF][PDF] TERA: Optimizing Stochastic Regression Tests in Machine Learning Projects

S Dutta, J Selvam, A Jain, S Misailovic - 2021 - academia.edu
The stochastic nature of many Machine Learning (ML) algorithms makes testing of ML tools
and libraries challenging. ML algorithms allow a developer to control their accuracy and run …

[PDF][PDF] TERA: Optimizing Stochastic Regression Tests in Machine Learning Projects

S Dutta, J Selvam, A Jain, S Misailovic - 2021 - misailo.web.engr.illinois.edu
The growing popularity of Machine Learning (ML) has led to rapid development of general-
purpose libraries and specialized tools that build on top of these libraries. These tools …

[PDF][PDF] TERA: Optimizing Stochastic Regression Tests in Machine Learning Projects

S Dutta, J Selvam, A Jain, S Misailovic - 2021 - cs.cornell.edu
The stochastic nature of many Machine Learning (ML) algorithms makes testing of ML tools
and libraries challenging. ML algorithms allow a developer to control their accuracy and run …

[PDF][PDF] TERA: Optimizing Stochastic Regression Tests in Machine Learning Projects

S Dutta, J Selvam, A Jain, S Misailovic - 2021 - academia.edu
The stochastic nature of many Machine Learning (ML) algorithms makes testing of ML tools
and libraries challenging. ML algorithms allow a developer to control their accuracy and run …

[PDF][PDF] TERA: Optimizing Stochastic Regression Tests in Machine Learning Projects

S Dutta, J Selvam, A Jain, S Misailovic - 2021 - misailo.cs.illinois.edu
The growing popularity of Machine Learning (ML) has led to rapid development of general-
purpose libraries and specialized tools that build on top of these libraries. These tools …