notebook – Andrew Fairless, Ph.D.

What I Read: Don’t put notebooks into production

By Andrew Fairless on June 27, 2024April 23, 2024

https://martinfowler.com/articles/productize-data-sci-notebooks.html Don’t put data science notebooks into productionDavid Johnston18 November 2020 “…the discussion of how to productionize data science notebooks is missing the point. The goal should be to empowerContinue readingWhat I Read: Don’t put notebooks into production

What I Read: I Like Notebooks

By Andrew Fairless on August 17, 2021July 22, 2021

https://youtu.be/9Q6sLbz37gk I Like NotebooksOct 28, 2020Jeremy Howard “I like using Jupyter Notebooks… Particularly when combined with nbdev… In this video, I explain why, and explain why I have a differentContinue readingWhat I Read: I Like Notebooks

What I Read: Data Scientists Need to Know How to Code

By Andrew Fairless on July 5, 2021June 22, 2021

https://www.kdnuggets.com/2021/06/data-scientists-need-know-code.html Data Scientists, You Need to Know How to CodeBy Tyler Folkman, Head of AI at Branded Entertainment Network “You write tons of code in Jupyter notebooks, hundreds of lines,Continue readingWhat I Read: Data Scientists Need to Know How to Code

What I Read: Software Engineering Best Practices for Data Scientists

By Andrew Fairless on April 13, 2021April 2, 2021

https://towardsdatascience.com/software-engineering-best-practices-for-data-scientists-4c199ede6e03?gi=f6afc2a55c8a Software Engineering Best Practices for Data ScientistsA crash course on how to bridge the gap between data science and software engineeringMadison HunterMar 12 “…data scientists should be able toContinue readingWhat I Read: Software Engineering Best Practices for Data Scientists

What I Read: My Love / Hate Relationship With Jupyter

By Andrew Fairless on April 12, 2021April 2, 2021

https://kaskada.com/insights/my-love-hate-relationship-with-jupyter My Love / Hate Relationship With Jupyterby Max BoydBlog | A week ago | 6 — 8 mins “As a Data Scientist, I haven’t found something that fits myContinue readingWhat I Read: My Love / Hate Relationship With Jupyter

What I Read: 15 common coding mistakes data scientist make

By Andrew Fairless on March 28, 2021March 7, 2021

https://towardsdatascience.com/15-common-coding-mistakes-data-scientist-make-in-python-and-how-to-fix-them-7760467498af 15 common coding mistakes data scientist make in Python (and how to fix them)Gerold CsendesDec 1, 2020 “I gradually realized in my data science career that by applying softwareContinue readingWhat I Read: 15 common coding mistakes data scientist make

What I Read: technical debt, ML pipelines

By Andrew Fairless on March 17, 2021March 7, 2021

https://towardsdatascience.com/avoiding-technical-debt-with-ml-pipelines-3e5b6e0c1c93?gi=8f8c9d302be Avoiding technical debt with ML pipelinesStrike a balance between rapid results and high-quality coding.Hamza Tahir “ML practitioners in many organizations are heavily incentivized to make quick-wins to produce earlyContinue readingWhat I Read: technical debt, ML pipelines

What I Read: Software Tips for Data Science

By Andrew Fairless on February 2, 2021January 8, 2021

https://medium.com/swlh/software-engineering-tips-and-best-practices-for-data-science-5d85dbcf87fd Software Engineering Tips and Best Practices for Data ScienceWith great code comes great machine learningAhmed BesbesAug 28 “However, jupyter notebooks hide some serious pitfalls that may turn your codingContinue readingWhat I Read: Software Tips for Data Science

What I Read: why Switch from Jupyter Notebook to Scripts

By Andrew Fairless on January 20, 2021December 28, 2020

https://towardsdatascience.com/5-reasons-why-you-should-switch-from-jupyter-notebook-to-scripts-cb3535ba9c95 5 Reasons why you should Switch from Jupyter Notebook to ScriptsUsing Scripts Helps me Realize the Drawbacks of Jupyter NotebookKhuyen TranAug 24 “If you have just switched from JupyterContinue readingWhat I Read: why Switch from Jupyter Notebook to Scripts

What I Read: Count, data notebook

By Andrew Fairless on January 8, 2021December 23, 2020

https://www.kdnuggets.com/2020/06/count-dashboards-are-dead.html Count, the data notebook everyone can useDashboards have been the primary weapon of choice for distributing data over the last few decades, but they have brought with them aContinue readingWhat I Read: Count, data notebook

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