Bridging the Chasm Between Research & Software Development • Linda Stougaard Nielsen • GOTO 2022
This presentation was recorded at GOTO Copenhagen 2022. #GOTOcon #GOTOcph
https://gotocph.com
Linda Stougaard Nielsen - Data Scientist, Software Developer & Agile Practitioner
ORIGINAL TALK TITLE
Bridging the Chasm Between Research and Software Development – A Story From a Fertility App
RESOURCES
https://github.com/stougaard
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ABSTRACT
In this talk I will explain how and why there is a discrepancy between the code being developed by scientists and by software developers. I will take you on a journey of how we bridged some of these differences in a project that I have been working on. In particular I will introduce the python framework mlflow and explain how this is a useful and easy to use tool for managing the lifecycle of machine learning code. [...]
TIMECODES
00:00 Intro
00:40 Agenda
01:53 Context
07:27 The problem
07:35 The problem: Example 1
09:28 The problem: Example 2
12:02 Solutions
35:31 Remaining challenges
38:04 Outro
Download slides and read the full abstract here:
https://gotocph.com/2022/sessions/2216
RECOMMENDED BOOKS
Stefan Helzle • Low-Code Application Development with Appian • https://amzn.to/3rAC0Xq
Forsgren, Humble & Kim • Accelerate • https://amzn.to/367RI5o
David Farley • Modern Software Engineering • https://amzn.to/3GI468M
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#MedicalWearable #NeuralNetworks #Microservices #Python #MLflow #AI# ML #DataScience #LowCode #NoCode #AutoML #TensorFlow #CitizenDataScientist #SoftwareEngineering #Programming #NLP #NaturalLanguageProcessing #LindaStougaardNielsen #Femtec #KubeFlow #scikitlearn
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