Automated Translation, NLP
Ernie: New type of masking to understand language meaning
Baidu recently beat Google and Microsoft in ongoing competition, General Language Understanding Evaluation, or GLUE. And in the process, it beat the comprehension score
Overfitting: a new perspective
We have a used car price prediction model, where for the past 3 months we seem to have hit an RMSE limit. Different algorithms, intensive hyperparameter tuning, intuitive feature
Compute F1 score to assess data labeling quality
One simple way to monitor the “noise” in your ML system as it ingests new data periodically is applying the F1 score to data labeling.
Automated Content, NLP
Steering NLP-generated output
Astounding though have been the achievements by GPT-2 and BERT, these text prediction systems still produce output that is only apparently meaningful.