Machine Learning Engineer Interview Preparation Curriculum Course/Book Area Paid Link Completion Time Preparation Timeline LC Algorithms Free leetcode.com All Blind75 Algorithms Free https://leetcode.com/discuss/general-discussion/460599/blind-75-leetcode-questions 3 months 3 months Grokking the coding patterns Algorithms Paid (educative) https://www.educative.io/courses/grokking-the-coding-interview 3 months leetcode patterns Algorithms Free https://seanprashad.com/leetcode-patterns/ All A&DS Algorithms Free https://www.coursera.org/specializations/data-structures-algorithms 6 months CS230 Deep Learning Free https://cs230.stanford.edu/ 1 year CS229 Machine Learning Free https://cs229.stanford.edu/ 1 year Ace the Data Science Interview Machine Learning Paid https://www.amazon.ca/Ace-Data-Science-Interview-Questions/dp/0578973839/ref=sr_1_1?crid=3W18JI4TWGUN4&keywords=ace+the+data+science+interview&qid=1645308926&sprefix=ace+the+data+%2Caps%2C90&sr=8-1 6 months Probability and Statistics Machine Learning Free https://ocw.mit.edu/courses/mathematics/18-05-introduction-to-probability-and-statistics-spring-2014/class-slides/ ML Cheat Sheets ML Breadth Free https://medium.com/swlh/cheat-sheets-for-machine-learning-interview-topics-51c2bc2bab4f Grokking the machine learning interview ML Design Paid (educative) https://www.educative.io/courses/grokking-the-machine-learning-interview 1 month FB Field Guide ML Design Free https://research.facebook.com/blog/2018/05/the-facebook-field-guide-to-machine-learning-video-series/ Machine Learning Systems Design ML Design Free https://stanford-cs329s.github.io/syllabus.html DDIA Systems Design Paid https://www.amazon.ca/Designing-Data-Intensive-Applications-Reliable-Maintainable/dp/1449373321/ref=sr_1_1?keywords=ddia+book&qid=1645309023&sprefix=ddia+%2Caps%2C94&sr=8-1 6 months Donne Martin Design Github Systems Design Free https://github.com/donnemartin/system-design-primer All Cracking the Data Science Interview Paid https://www.amazon.ca/Cracking-Data-Science-Interview-Questions/dp/171068013X/ref=sr_1_1?crid=BQKKUURPNA7R&keywords=cracking+the+data+science+interview&qid=1645308997&sprefix=cracking+the+data+%2Caps%2C101&sr=8-1