Appendix E. Building a Technical Portfolio for MLOps

Something I recommend to everybody is to become a “Triple Threat.” In basketball, a triple threat position means someone who can score, rebound, or pass. The defender has to guard against all three options. You can also be a triple threat from a career perspective, meaning you can get past the hiring gatekeepers because you have three threats: a technical portfolio, a relevant certification, and either work experience or a relevant degree.

I advise on Cloud Certifications in Appendix B, but here we’re going to dive into your technology portfolio. Building a portfolio project builds up your resume, which will have a link to high-quality source code and a demo video, versus another resume that does not. Who would you call in for an interview? I would call in the candidate who already showed me what they could do before we met.

In building a project, pick something you think will “move the needle” in the next two years. Consider the following ideas:

  • GitHub project with source code and a explaining the project. The should be of professional quality and use a business writing style.

  • 100% repeatable notebooks or source code.

  • Original work (not a copy of a Kaggle project).

  • Authentic passion.

  • Five-minute final demo video showing how it works.

  • The demo needs to be very technical and show precisely how to accomplish a task, i.e., you need to teach someone step by step. (Think about a cooking ...

Get Practical MLOps now with the O’Reilly learning platform.

O’Reilly members experience live online training, plus books, videos, and digital content from nearly 200 publishers.