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Neural Networks
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Deploying and Scaling ML
Practical considerations of scaling and implementing ML in the real world
ReadDeep Learning Concepts every practicioner should know
A deep dive into the important 'deep' learning concepts
ReadMachine Learning Fundamentals
Fundamentals of all types of machine learning, deep learning or otherwise
ReadThe Math Behind ML (the important stuff)
Important mathematical prerequisites for getting into Machine Learning, Deep Learning, or any of the other space
ReadML Research Interview Handbook
A 4-post series that covers the subject material in a good machine learning engineer interview.
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