Systems and methods for machine-learning based multi-lingual pronunciation generation

A method for machine-learning based multi-lingual pronunciation generation, comprising:

• training a language origin prediction machine learning model;
• training a plurality of pronunciation generator machine learning models, wherein each of the trained pronunciation generator machine learning model is specific to a language origin;
• receiving, by a pronunciation computer program, a word for pronunciation guidance;
• predicting, by the pronunciation computer program and using the trained language origin prediction machine learning model, a language origin of the word;
• selecting, by the pronunciation computer program, one of the plurality of trained pronunciation generator machine learning models for the predicted language origin;
• predicting, by the pronunciation computer program and using the selected trained pronunciation generator machine learning model, a syllable-by-syllable pronunciation for the word;
• and
• returning, by the pronunciation computer program, the syllable-by-syllable pronunciation.