{%hackmd theme-dark %} Improving the model =================== Contents -------- [ToC] ****************************************************************** Check bias ---------- ### Check training data - High bias (underfit): Check training data - Make bigger network - Train longer - use better optimization algo. - Choose better NN - Low bias (Overfit): Check Annotations ----------------- - Check annotated data before training - bbox, seg, kpt - Check augmentaions before training - bbox, seg, kpt - Check augmentaion while training - bbox, seg, kpt :::info Hi There ::: ------------- :+1: ************* {%hackmd theme-dark %}