Machine Learning Guide

ML engineering demand remains high with a 3.2 to 1 job-to-candidate ratio, but entry-level hiring is collapsing as AI automates routine programming and data tasks. Career longevity requires shifting from model training to production operations, deep domain expertise, and mastering AI-augmented workflows before standard implementation becomes a commodity. Links Notes and resources at ocdevel.com/mlg/mla-30 Try a walking desk - stay healthy & sharp while you learn & code Generate a podcast - use my voice to listen to any AI generated content you want Market Data and Displacement ML engineering demand rose 89% in early 2025. Median salary is $187,500, with senior roles reaching $550,000. There are 3.2 open jobs for every qualified candidate. AI-exposed roles for workers aged 22 to 25 declined 13 to 16%, while workers over 30 saw 6 to 12% growth. Professional service job openings dropped 20% year-over-year by January 2025. Microsoft cut 15,000 roles, targeting software engineers, and 30% of its code