Machine Learning Engineer Career Path
Created by WikiFree.com — https://wikifree.com

This is a fictional practice case. These are learner materials, not a completed professional service, certification, deployed app, PBIX or proprietary project file.

PREREQUISITES
Python, SQL, basic statistics and a completed small modeling project.

CASE
A support classifier needs a repeatable training and evaluation workflow before anyone considers deployment. Design the data split, versioning, evaluation gate and monitoring plan using a local synthetic case.

PORTFOLIO
Reproducible ML experiment specification and release-readiness dossier

Use the four stage worksheets, case-inputs.csv, review rubric and reference reasoning. Complete the learning resources in course-sequence.csv at a pace appropriate to your starting level. The project planning allowance is not a promise about completing all course material.
