How I'd Learn ML in 2025 (if I could start over)

📈 Work with me directly to prepare for all ML interviews: https://go.mlepath.com/4hGup22
📅 ML System Design interview soon? Let’s do a mock! https://mockdesignround.com/
📧 Get a weekly dose of MLE advice: https://mlepath.substack.com/

➤ ML Fundamentals course:    • Stanford CS229: Machine Learning Full Cour...  
➤ Deep learning specialization: https://www.coursera.org/specializati...
➤ Free GPU: https://colab.research.google.com/
➤ Latest ML papers: https://arxiv.org/list/cs.AI/recent

00:00 Intro
00:23 Who am I?
00:36 Unknown unknowns
03:40 Concrete questions
04:34 Learning in ML
05:20 Math