Modeling & Machine Learning
16 of 63 Completed
Introduction to Machine Learning
Modeling Case Study
Data Pre-Processing
Feature Selection
Model Selection
Machine Learning Algorithms
Recommendation and Search Engines
Model Evaluation
Applied Modeling
Machine Learning System Design
Generalized Linear Models and Regression
Overview
Machine learning system design focuses more heavily on the engineering aspects of model deployment. While slightly out of scope, we still wanted to cover some of the basics.
Most likely, the system design piece will come up in machine learning engineering interviews. Interviewers want to know that you can build systems and architectures that can serve models in production and scale