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=fc96996baebf1fa4396d7aed591acce2

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TIMESTAMPS
0:00 Intro
0:35 Step 1
3:11 Step 2
7:22 Step 3
8:55 Step 4
10:56 Step 5
14:14 Step 6
16:43 Step 7

DISCLAIMERS & DISCLOSURES
This content is for educational and entertainment purposes and does not constitute professional advice. Opinions are my own. Some links are affiliate links.

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