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machine-learningsemantic-analysis

Which is the most efficient framework for Semantic Analysis in Machine Learning?


My product is made in Python and I need Semantic Analysis for classification of sentences into questions, complaints, etc. Which is the best framework for the same?


Solution

  • I think the best approach would be, try several methods, cross-validated each method using a separate validation data set (or using K-Fold cross-validation) and pick the best one.

    So as a starting point you can try:

    1. Simple Logistic Regression using scikit-learn
    2. Random Forest or Gradient Boosting Tree
    3. Recurrent Neural Networks using Keras library.