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bi-model-intent-and-slot

Intent Detection and Slot Filling

bone-x-ray-abnormality-detection-on-mura-dataset-with-cnn-pre-trained-models

cars-of-different-origin-predicted-classification

In exercise (B), based on numerical data about the characteristics of cars from Japan, America and Europe, a classification of new cars can be made that predicts their origin using Discriminant Analysis.

dstc8-schema-guided-dialogue

The Schema-Guided Dialogue Dataset

european-universities-grouping

European students were asked to grade the universities they attend. Using Principal Component Analysis, conclusions are drawn about the approach of studying each university specializes in.

fashion-item-recognition-on-fashion-mnist-with-cnn-and-mlp

greek-districts-grouping

Based on data about the number of workers in different fields of work for every greek district, conclusions are drawn about the main occupational area of each district using Factor Analysis.

hyperspectral-image-processing-and-classification

identification-of-handwritten-digits-with-svd

jointbert

Pytorch implementation of JointBERT: "BERT for Joint Intent Classification and Slot Filling"

n_gram-language-model-with-beam-search-from-scratch

pagerank-algorithm

sentiment-classification-on-movie-reviews-with-ml-classifiers

sentiment-classification-on-movie-reviews-with-mlp

sentiment-classification-on-movie-reviews-with-rnn

slot_filling_and_intent_detection_of_slu

slot filling, intent detection, joint training, ATIS & SNIPS datasets, the Facebook’s multilingual dataset, MIT corpus, E-commerce Shopping Assistant (ECSA) dataset, CoNLL2003 NER, ELMo, BERT, XLNet