Why ML system is different from other systems?Research has shown that more than 87% of ML projects never make their way into production. Even if they do, the models health monitoring…Nov 15, 20221Nov 15, 20221
Practical Issues in Data Science Part 2: Distribution Shift (Part 2)In Distribution Shift (Part 1), I have briefly introduced 3 types of distribution shifts and focused on the methods to tackle covariate…Apr 25, 2021Apr 25, 2021
Practical Issues in Data Science Part 2: Distribution Shift (Part 1)As we all know, the performances of machine learning models are heavily relying on the latent relationship between the independent…Apr 9, 2021Apr 9, 2021
Practical Issue In Data Science Part 1: Imbalance IssueThis article is mainly summarizing some of the points that is currently important for me from paper “Learning from Imbalanced Data”. For…Mar 9, 2021Mar 9, 2021
