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thinkingoutloud55's Projects

ailearning icon ailearning

AiLearning: 机器学习 - MachineLearning - ML、深度学习 - DeepLearning - DL、自然语言处理 NLP

contextualized-topic-models icon contextualized-topic-models

A python package to run contextualized topic modeling. CTMs combine BERT with topic models to get coherent topics. Also supports multilingual tasks. Cross-lingual Zero-shot model published at EACL 2021.

lda_topic_modeling icon lda_topic_modeling

Using LDA topic modeling and text features to predict "helpful votes" in Glassdoor reviews.

pygrams icon pygrams

Extracts key terminology (n-grams) from any large collection of documents (>1000) and forecasts emergence

quantfin icon quantfin

A project for research on asset pricing

sentimentanalysis icon sentimentanalysis

(BOW, TF-IDF, Word2Vec, BERT) Word Embeddings + (SVM, Naive Bayes, Decision Tree, Random Forest) Base Classifiers + Pre-trained BERT on Tensorflow Hub + 1-D CNN and Bi-Directional LSTM on IMDB Movie Reviews Dataset

text-mining-employer-brand-and-employee-satisfaction icon text-mining-employer-brand-and-employee-satisfaction

The project aims to extract employer characteristics which are helping and hurting employee sentiment towards the employer and aims at providing a single source of truth related to employee satisfaction based on thousands of reviews on Glassdoor

weshclass icon weshclass

[AAAI 2019] Weakly-Supervised Hierarchical Text Classification

word2vec-sentiments icon word2vec-sentiments

Tutorial for Sentiment Analysis using Doc2Vec in gensim (or "getting 87% accuracy in sentiment analysis in under 100 lines of code")

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