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Machine-Learning-Interview-Prep

BOOKS

https://huyenchip.com/ml-interviews-book/

ML Algorithms

ML from Scratch

https://github.com/AstronomerAmber/ML_prep/tree/master/Practical_Coding_Challenges

https://workera.ai/resources/machine-learning-algorithms-interview/

https://medium.com/@grohith327

ML System Design

Best way to practice is reading/watching case studies and examples on Blogs and YT.

ML Systems Design Interview Guide · Patrick Halina

Really Good Compilation

chiphuyen/machine-learning-systems-design: A booklet on machine learning systems design with exercises

Good Read

DropBox OCR Pipeline

Machine Learning System Design (YouTube Recommendation System)

Compass

Airbnb

Recommender Systems

Very high chances that a design question is related to Recommender System.

In-Depth Guide: How Recommender Systems Work | Built In

How to Design and Build a Recommendation System Pipeline in Python (Jill Cates)

Interview Questions

https://github.com/Sroy20/machine-learning-interview-questions

https://github.com/ShuaiW/data-science-question-answer

https://github.com/andrewekhalel/MLQuestions

https://github.com/iamtodor/data-science-interview-questions-and-answers

https://github.com/kojino/120-Data-Science-Interview-Questions

https://www.itshared.org/2015/10/data-science-interview-questions.html

Maths and Statistics

Maths for ML

Interview Experiences

How I cracked my MLE interview at Facebook | by Rahul Agarwal | Towards Data Science

Preparing for Machine Learning Engineer role Vs Software Engineer role in India

Google Interview Tips + FAQs Answered + Resources

Technical Interview Questions in Computer Vision

Applied Scientist | Amazon | Hyderabad

HyperVerge AI — Manideep Kolla

What I learned from interviewing at multiple AI companies and start-ups

https://medium.com/@mathieuravaut/cracking-the-machine-learning-interview-baf377b46eca

Object Detection

FRCNN

Good Read

FRCNN and Object Detection

https://www.geeksforgeeks.org/faster-r-cnn-ml/

Pytorch Implementation step by step

https://medium.com/@fractaldle/guide-to-build-faster-rcnn-in-pytorch-95b10c273439