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great-ai/docs/surveys/Best practices assessment.csv

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1How many years of software engineering experience do you have?How many years of data science experience do you have?Write reusable scripts for data cleaning and mergingMake datasets available on shared infrastructureUse versioning for data, model, configurations and training scriptsContinuously monitor the behaviour of deployed modelsLog production predictions with the model’s version and input dataStore models in a single format for ease of useEquip with web interface, package image, provide REST APIProvide simple API for serving batch and real-time requestsIntegration with existing data infrastructureQuerying, visualising and understanding metrics and event loggingAllow experimentation with the inference codeKeep the model’s API and documentation togetherParallelise feature extractionCache predictionsAsync support for top-down chaining models
231Strongly agreeAgreeStrongly agreeNeither agree nor disagreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeStrongly agreeNeither agree nor disagreeStrongly agree
362Neither agree nor disagreeAgreeNeither agree nor disagreeAgreeAgreeNeither agree nor disagreeDisagreeStrongly disagreeDisagreeStrongly disagreeDisagreeStrongly disagreeDisagreeStrongly agreeStrongly disagree
415Strongly disagreeDisagreeDisagreeStrongly disagreeDisagreeStrongly disagreeStrongly disagreeNeither agree nor disagreeStrongly disagreeDisagreeNeither agree nor disagreeAgreeStrongly disagreeStrongly disagreeDisagree
533AgreeAgreeDisagreeNeither agree nor disagreeAgreeNot applicableNot applicableNeither agree nor disagreeAgreeDisagreeAgreeStrongly agreeNot applicableNeither agree nor disagreeAgree
617Neither agree nor disagreeDisagreeNeither agree nor disagreeDisagreeStrongly disagreeNot applicableNot applicableDisagreeStrongly disagreeDisagreeDisagreeNeither agree nor disagreeStrongly disagreeStrongly agreeNot applicable
760Strongly agreeStrongly agreeAgreeNeither agree nor disagreeAgreeStrongly agreeAgreeStrongly agreeAgreeStrongly agreeDisagreeStrongly agreeAgreeStrongly agreeNot applicable
822DisagreeNeither agree nor disagreeAgreeStrongly agreeNeither agree nor disagreeDisagreeStrongly agreeDisagreeDisagreeAgreeNeither agree nor disagreeNeither agree nor disagreeNot applicableDisagreeStrongly agree
912DisagreeNeither agree nor disagreeDisagreeAgreeDisagreeStrongly disagreeStrongly agreeStrongly agreeStrongly disagreeDisagreeAgreeStrongly disagreeNot applicableStrongly disagreeStrongly disagree
1001Strongly disagreeDisagreeStrongly disagreeDisagreeStrongly disagreeDisagreeAgreeStrongly disagreeDisagreeStrongly disagreeDisagreeStrongly disagreeDisagreeDisagreeStrongly disagree
1171Strongly agreeStrongly agreeAgreeStrongly agreeAgreeAgreeStrongly agreeStrongly disagreeStrongly agreeNot applicableAgreeAgreeStrongly agreeStrongly agreeAgree