Gold Standard Data Science

Is really the appropriate form for reproducible data science. This is the gold standard for crystal structure analysis. Gold standard is a particular case of external criterion.

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Gold standard data science.

The first stage in a data science project is often to collect training data. Both meanings are different because for example in medicine dealing with conditions that would require an autopsy to have a perfect diagnosis the gold standard test would be the best one that keeps the patient alive instead of the autopsy. A statistical or machine learning algorithm wants to predict a criterion which state isn t dependent on the algorithm otherwise criterion is contaminated. If good quality single crystals of approximately 200 micrometers in size are grown then an atomic map can be constructed of the crystal lattice.

The same software the same software environment the same hardware the same lighting in the room let s say. Well gold standard is usually a dataset or a set of results which serves as the. This talk describes our. A gold standard is a monetary system in which the standard economic unit of account is based on a fixed quantity of gold.

Other times a gold standard is the most accurate test possible without restrictions. The gold standard of data science project management was originally published in towards data science on medium where people are continuing the conversation by highlighting and responding to this story. In medicine and statistics a gold standard test is usually the diagnostic test or benchmark that is the best available under reasonable conditions. The gold standard was widely used in the 19th and early part of the 20th century.

Jenny bryan a statistician and data scientist from ubc who has strong views on the proper layout of r scripts workflows and file organization naming said it. A number of other great resources i d read in the past 1 2 3 4 inspired me to create a github repo for a gold standard workflow for setting up a new data science project directory. The diffraction pattern gives a unique fingerprint of the crystal structure. However getting a good data set is surprisingly tricky and takes longer than one expects.

To leave a comment for the author please follow the link and comment on their blog. Okay so i would claim that the gold standard for reproducibility is that others can use your exact environment as it was at the time of the experiment.

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