System Design Interview

The system design interview can be of two kinds:

Object Oriented / Data Model :

 

System Design :

 

References:

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Things you do as a well rounded ML Engineer / Data Scientist

I came across this list somewhere on the web.

I felt the list nicely captures the different kinds of skills a well rounded ML Engineer/Data Scientist develops over his/her career:

Python dictionary == operator

Its interesting to note that python dictionaries support the == operator

References:

TensorFlow – save, restore, freeze models

It can be quite tricky getting around to deploying TF models –

In fact there are multiple ways to save/load TF models, with each serving a slightly different purpose / use-case.

  • simple_save
  • saver
  • estimator
  • keras
  • tflite

 

References:

Code: