(machine learning OR deep learning OR computer learning or reinforcement learning OR neural network) AND (repo? Or repositor OR project or application or software) AND (data? OR dataset OR datafile OR file OR CSV) AND (algorithm OR code OR model OR script OR python OR tensorflow ) AND (evolve OR evoluti OR maintenance OR maintain OR chang OR commit? OR version control) AND (quality OR accuracy OR precision OR performance OR evaluat OR test OR train*)
@fokaefs please can you complete the list of the databases with the one i may have missed?
Analyse the results and provide the papers having the closes match with the study, folowing the format below
Citation(bibtex)
auteurs
résumé
@article{zaharia2018accelerating,
title={Accelerating the Machine Learning Lifecycle with MLflow.},
author={Zaharia, Matei and Chen},
journal={IEEE Data Eng. Bull.},
volume={41},
number={4},
pages={39--45},
year={2018}
}
Zaharia et al.
Machine learning development creates multiple new challenges that are not present in a traditionalsoftware development lifecycle. These include keeping track of the myriad inputs to an ML application(e.g., data versions, code and tuning parameters), reproducing results, and production deployment. Inthis paper, we summarize these challenges from our experience with Databricks customers, and describeMLflow, an open source platform we recently launched to streamline the machine learning lifecycle.MLflow covers three key challenges: experimentation, reproducibility, and model deployment, usinggeneric APIs that work with any ML library, algorithm and programming language. The project has arapidly growing open source community, with over 50 contributors since its launch in June 2018.
fokaefs
commented
4 years ago
Execute research strategy on search engines
(machine learning OR deep learning OR computer learning or reinforcement learning OR neural network) AND (repo? Or repositor OR project or application or software) AND (data? OR dataset OR datafile OR file OR CSV) AND (algorithm OR code OR model OR script OR python OR tensorflow ) AND (evolve OR evoluti OR maintenance OR maintain OR chang OR commit? OR version control) AND (quality OR accuracy OR precision OR performance OR evaluat OR test OR train*)
Execute on these databases:
[x] Elsevier Engineering village
[ ] Science direct
[x] IEEE Xplore
@fokaefs please can you complete the list of the databases with the one i may have missed?
Analyse the results and provide the papers having the closes match with the study, folowing the format below
Citation(bibtex)
auteurs
résumé
@article{zaharia2018accelerating,
title={Accelerating the Machine Learning Lifecycle with MLflow.},
author={Zaharia, Matei and Chen},
journal={IEEE Data Eng. Bull.},
volume={41},
number={4},
pages={39--45},
year={2018}
}
Zaharia et al.
Machine learning development creates multiple new challenges that are not present in a traditionalsoftware development lifecycle. These include keeping track of the myriad inputs to an ML application(e.g., data versions, code and tuning parameters), reproducing results, and production deployment. Inthis paper, we summarize these challenges from our experience with Databricks customers, and describeMLflow, an open source platform we recently launched to streamline the machine learning lifecycle.MLflow covers three key challenges: experimentation, reproducibility, and model deployment, usinggeneric APIs that work with any ML library, algorithm and programming language. The project has arapidly growing open source community, with over 50 contributors since its launch in June 2018.