ANA310

Textbook

Managing Data Science
Dubovikov. (2019). Managing data science : effective strategies to manage data science projects and build a sustainable team (1st edition). Packt Publishing. https://go.oreilly.com/nationaluniversity/https://learning.oreilly.com/library/view/managing-data-science/9781838826321/?ar=

• Note: Section 3 looks at considerations and complexities that should be considered when operationalizing a data science project.

Your course textbook reading can be accessed via the Open Education Resources (OER) link above.

Video

Data Science Project from Scratch
Jee, K. (2020, April 17). Data science project from scratch - part 7 (documenting your work) [Video]. Youtube. https://www.youtube.com/watch?v=agHKuUoMwvY

• Note: The video provides a practical approach and shares why documentation is essential to the data scientist community.

The optional resources provide additional insight and practices to establish and facilitate data science project management and technical documentation.

4 Project Management Skills and Frameworks for Data Scientists
Bernardo, I. (2022, March 3). 4 project management skills and frameworks for data scientists. Medium. Retrieved March 10, 2023, from https://towardsdatascience.com/4-project-management-skills-and-frameworks-for-data-scientists-77141196239b

The Need for Data Science Project Management
Data Science Process Alliance. (2020, September 28). The need for data science project management. Retrieved March 10, 2023, from https://datascienceprocess.com/data-science-project-management/

Indexing It All : The Subject in the Age of Documentation, information, and Data
Day. (2014). Indexing it all : the subject in the age of documentation, information, and data. The MIT Press. https://ebookcentral.proquest.com/lib/nu/detail.action?docID=3339867

How to Practice Documentation as an Aspiring Data Scientist
DeJesus, J. (2022, August 1). How to practice documentation as an aspiring data scientist. Medium. Retrieved March 10, 2023, from https://towardsdatascience.com/how-to-practice-documentation-as-an-aspiring-data-scientist-1de9c4f2f843

How to Document a Data Science Project
Joseph, E. (2015). How to document a data science project: Data science and machine learning. Kaggle. Retrieved March 10, 2023, from https://www.kaggle.com/general/12689

The 5 Rules for Good Data Science Project Documentation
Metwalli, S. (2022, December 8). The 5 rules for good data science project documentation. KDnuggets. Retrieved March 10, 2023, from https://www.kdnuggets.com/2022/12/5-rules-good-data-science-project-documentation.html

Adapting Project Management Methodologies to Data Science
Singh, P. (2021, November 23). Adapting project management methodologies to data science. Medium. Retrieved March 10, 2023, from https://towardsdatascience.com/adapting-project-management-methodologies-to-data-science-a710ac9872ea

Documentation Matters
Wang, Wang, D., Drozdal, J., Muller, M., Park, S., Weisz, J. D., Liu, X., Wu, L., & Dugan, C. (2022). Documentation matters: Human-centered AI system to assist data science code documentation in computational notebooks. ACM Transactions on Computer-Human Interaction, 29(2), 1-33. https://doi.org/10.1145/3489465