Model Evaluation, Monitoring, and Error Analysis in Machine Learning. Is it all the same?
A gentle introduction to what model evaluation means in the ML development lifecycle, the requirements to implement it, and how to avoid common pitfalls. —  One of the hottest topics in machine learning (besides the fact ChatGPT can explain jokes) is probably model monitoring and evaluation (read how much funding startups are getting to solve it). However, what exactly is Model Evaluation? How is it related to monitoring, error analysis, concept drift, and all those…
Model Evaluation, Monitoring, and Error Analysis in Machine Learning. Is it all the same? A gentle introduction to what model evaluation means in the ML development lifecycle, the requirements to implement it, and how to avoid common pitfalls. —  One of the hottest topics in machine learning (besides the fact ChatGPT can explain jokes) is probably model monitoring and evaluation (read how much funding startups are getting to solve it). However, what exactly is Model Evaluation? How is it related to monitoring, error analysis, concept drift, and all those… machine-learning
Model Evaluation Monitoring Error Analysis Machine Learning gentle introduction model evaluation mean ML development lifecycle requirement implement avoid common pitfall — One hottest topic machine learning besides fact ChatGPT explain joke probably model monitoring evaluation read much funding startup getting solve However exactly Model Evaluation related monitoring error analysis concept drift those… machinelearning