Machine-Learning-Interview-Prep

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Machine-Learning-Interview-Prep

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# Machine-Learning-Interview-Prep

## BOOKS

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

## ML Algorithms

[ML from Scratch](https://www.youtube.com/watch?v=ngLyX54e1LU&list=PLqnslRFeH2Upcrywf-u2etjdxxkL8nl7E)

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](http://patrickhalina.com/posts/ml-systems-design-interview-guide/)

[Really Good Compilation](https://github.com/alirezadir/machine-learning-interview-enlightener)

[chiphuyen/machine-learning-systems-design: A booklet on machine learning systems design with exercises](https://github.com/chiphuyen/machine-learning-systems-design)

### Good Read

[DropBox OCR Pipeline](https://dropbox.tech/machine-learning/creating-a-modern-ocr-pipeline-using-computer-vision-and-deep-learning)

[Machine Learning System Design (YouTube Recommendation System)](https://www.youtube.com/watch?v=0nu83yWqnNQ)

[Compass](https://medium.com/compass-true-north/machine-learning-in-action-for-compasss-likely-to-sell-recommendations-699a6dcd5076)

[Airbnb](https://medium.com/airbnb-engineering/using-machine-learning-to-predict-value-of-homes-on-airbnb-9272d3d4739d)

### Recommender Systems

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

[In-Depth Guide: How Recommender Systems Work | Built In](https://builtin.com/data-science/recommender-systems)

[How to Design and Build a Recommendation System Pipeline in Python (Jill Cates)](https://www.youtube.com/watch?v=v_mONWiFv0k)

## 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](https://www.quora.com/How-do-I-learn-mathematics-for-machine-learning)

## Interview Experiences

[How I cracked my MLE interview at Facebook | by Rahul Agarwal | Towards Data Science](https://towardsdatascience.com/how-i-cracked-my-mle-interview-at-facebook-fe55726f0096)

[Preparing for Machine Learning Engineer role Vs Software Engineer role in India](https://leetcode.com/discuss/career/807563/Preparing-for-Machine-Learning-Engineer-role-Vs-Software-Engineer-role-in-India)

[Google Interview Tips + FAQs Answered + Resources](https://leetcode.com/discuss/career/449744/Google-Interview-Tips-%2B-FAQs-Answered-%2B-Resources)

[Technical Interview Questions in Computer Vision](http://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/)

[Applied Scientist | Amazon | Hyderabad](https://leetcode.com/discuss/compensation/850244/Applied-Scientist-or-Amazon-or-Hyderabad)

[HyperVerge AI — Manideep Kolla](https://medium.com/the-internship-experience-iit-guwahati/hyperverge-ai-manideep-kolla-7669802831e9)

[What I learned from interviewing at multiple AI companies and start-ups](https://blog.usejournal.com/what-i-learned-from-interviewing-at-multiple-ai-companies-and-start-ups-a9620415e4cc)

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

## Object Detection

### FRCNN

[Good Read](https://whatdhack.medium.com/)

[FRCNN and Object Detection](https://tryolabs.com/blog/2018/01/18/faster-r-cnn-down-the-rabbit-hole-of-modern-object-detection/)

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

[Pytorch Implementation step by step](https://www.youtube.com/watch?v=4yOcsWg-7g8&ab_channel=Tien-LungSun)

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

Machine-Learning-Interview-Prep

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