junior software developer/data engineer/Scientist

Certificates Without Interviews: Roles for Self-Taught Jobseekers A Folder of Certificates Is Not a Hiring Signal by Itself You finished Coursera, Udemy, and vendor badges. Your LinkedIn looks busy. Recruiters still skip you because they cannot see depth, code you can discuss, or anyone willing to vouch that you will survive week one. Self-study proves curiosity. It does not prove you can pass a paid ML interview. Depth Beats a Badge Collection Connect Python, statistics, ML, deep learning, NLP…