How I'd Become a Machine Learning Engineer in 2026 (full roadmap)

Zero To Mastery - https://links.zerotomastery.io/egor-MLDS-Jan25 - https://links.zerotomastery.io/egor-courses-Jan25 - https://links.zerotomastery.io/egor-CPQuiz-Jan25 💌 FREE Machine Learning Resume Template — https://resume.egorhowell.com RESOURCES MENTIONED Practical Statistics for Data Scientists - https://amzn.to/48081yA Mathematics for Machine Learning - https://amzn.to/4648ixS Mathematics for Machine Learning and Data Science Specialisation - https://www.coursera.org/specializations/mathematics-for-machine-learning-and-data-science/ W3Schools Python Course - https://www.w3schools.com/python/ Python for Everybody Specialisation - https://imp.i384100.net/e4ZdXX Machine Learning with Python and Scikit-Learn — Full Course - https://www.youtube.com/watch?v=hDKCxebp88A The Complete SQL Bootcamp: Go from Zero to Hero - https://www.udemy.com/course/the-complete-sql-bootcamp/ W3Schools SQL Tutorial - https://www.w3schools.com/sql/default.asp Tutorialspoint SQL Tutorial -https://www.tutorialspoint.com/python/index.htm Machine Learning Specialisation by Andrew Ng - https://www.coursera.org/learn/machine-learning The Hundred-Page ML Book - https://amzn.to/3V4tfUu Hands-On ML with Scikit-Learn, Keras, and TensorFlow - https://amzn.to/41CCXRI Deep Learning Specialization by Andrew Ng - https://www.coursera.org/specializations/deep-learning Neural Networks: Zero to Hero - https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ Deep Learning (Adaptive Computation and Machine Learning series) - https://amzn.to/4m4FFXg Neetcode.io - https://neetcode.io/courses Leetcode - https://leetcode.com/ Hackerrank - https://www.hackerrank.com/ Software Engineering for Data Scientists - https://amzn.to/3HYJNKA Practical MLOps - https://amzn.to/4m22YRs Designing Machine Learning Systems - https://amzn.to/47w9s7Q Video transcript: https://medium.com/data-science-collective/how-to-become-a-machine-learning-engineer-step-by-step-c7f29c8fdcdf?sk=fc96996baebf1fa4396d7aed591