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I created this guide to be like Blind75, but for machine learning. ML interview prep is difficult because of its vastness. This list is what I've compiled based on 10+ years of industry experience building production ML applications for companies like Shopify with over 100 million users.
Whenever I prepare for ML interviews, I follow the same routine and preparation system. That is exactly what I wanted to capture in mlpro.io. I wanted the site to be useful for both paid and unpaid users. For unpaid users, I link free resources you can follow to learn on your own. For paid users, I provide my personal notes and learning so you do not have to spend hours of searching.
The ML75 list is for your long-term preparation. I believe this is the core knowledge you need, at minimum, to perform well in ML interviews. Similar to working out, don't expect quick results. It takes time and dedication. The Interview Checklist is what I follow when I have an interview scheduled or am about to start scheduling interview calls.
Why mlpro.io
It is a guide to save you time. Instead of spending hours looking at so many different resources, I will compile knowledge or provide direction to what seems most essential to increase the chance for success in the interviews. I consider it to be blind75 of ML interviews.
- ML75 Tracker
Track your progress through our curated list of 75 essential machine learning concepts and questions that frequently appear in interviews.
- Day-Before Checklist
Comprehensive checklist to ensure you're fully prepared the day before your interview, covering technical and non-technical aspects.
- Interview Tips
Expert-curated tips and strategies for both technical and behavioral interviews in machine learning roles.
- Knowledge Distillation
Save time with our condensed, focused learning materials extracted from vast online resources and industry expertise.
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