Test & Code - Python Testing & Development

126: Data Science and Software Engineering Practices ( and Fizz Buzz ) - Joel Grus

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Synopsis

Researches and others using data science and software need to follow solid software engineering practices. This is a message that Joel Grus has been promoting for some time.Joel joins the show this week to talk about data science, software engineering, and even Fizz Buzz.Topics include:Software Engineering practices and data scienceDifficulties with Jupyter notebooksCode reviews on experiment codeUnit tests on experiment codeFinding bugs before doing experimentsTests for data pipelinesTests for deep learning models Showing researchers the value of tests by showing the bugs found that wouldn't have been found without them."Data Science from Scratch" book Showing testing during teaching Data Science"Ten Essays on Fizz Buzz" book Meditations on Python, mathematics, science, engineerign and designTesting Fizz BuzzDifferent algorithms and solutions to an age old interview question.If not Fizz Buzz, what makes a decent coding interview question.pytesthypothesisMath requirements for data scienceSpecial Guest: Joel G