Collection of case studies in data science, machine learning, and applied AI.
It aims to help someone deliberately apply techniques, metrics, processes and everything in between to real-world problems with an emphasis on the strategic and tactical implications of the choices made at each step.
After completion, someone will have gained a reflex for strategic, tactical, and deliberate thinking about real-world problems.
001 Detect credit card fraud
002 Predict customer churn
To be continued... This work is ongoing, check back soon for more.
If you found this work interesting, you might like the following. You can find them at github.com/jamiemorales.
Machine Learning Starter
Deep Learning Starter
Natural Language Processing Starter
Morales, J. (2020) Project case studies. Available at: https://github.com/jamiemorales/project-case-studies.