universal-sentence-encoder

There are 5 repositories under universal-sentence-encoder topic.

Hellisotherpeople / CX_DB8
a contextual, biasable, word-or-sentence-or-paragraph extractive summarizer powered by the latest in text embeddings (Bert, Universal Sentence Encoder, Flair)
universal-sentence-encoder summarizer summarization extractive-summarization token-level-summarization semantic-summarization contextual-summarization debate-evidence flair python embeddings cuda semantic-search
Language:Python 221
massanishi / document_similarity_algorithms_experiments
Document similarity algorithms experiment - Jaccard, TF-IDF, Doc2vec, USE, and BERT.
tf-idf jaccard algorithm universal-sentence-encoder bert document-similarity new-york-times deep-learning
Language:Python 81
limcheekin / open-text-embeddings
Open Source Text Embedding Models with OpenAI Compatible API
aws-lambda embeddings fastapi huggingface langchain langchain-python openai opensource python sentence-transformers serverless-framework text-embeddings universal-sentence-encoder
Language:Python 70
Revmaker / innatis
A Rasa NLU component library
bert bert-model document-embeddings entity-extraction natural-language-processing natural-language-understanding nlp nlp-machine-learning nlu rasa rasa-nlu universal-sentence-encoder
Language:Python 58
zayedrais / DocumentSearchEngine
Document Search Engine project with TF-IDF abd Google universal sentence encoder model
machine-learning tensorflow-models tensorflow-tutorials tensorflow universal-sentence-encoder tfidf-vectorizer tfidf tfidf-text-analysis deep-learning text-analysis text-semantic-similarity text-search document-similarity document-search semantic-search-engine semantic-search data-science python-text-analysis python juypter
Language:Jupyter Notebook 53
dayyass / muse-as-service
REST API for sentence tokenization and embedding using Multilingual Universal Sentence Encoder.
python nlp embeddings universal-sentence-encoder api rest-api text sentence-embeddings machine-learning deep-learning bert tensorflow service web-server flask gunicorn docker hacktoberfest
Language:Python 52
jatinmandav / Neural-Networks
All about Neural Networks!
deep-learning cnn keras tensorflow sentiment-analysis digit-recognition word2vec fasttext universal-sentence-encoder rnn lstm
Language:Jupyter Notebook 37
korymath / jann
Hi. I am jann. I am text input - text output chatbot model that is JUST approximate nearest neighbour.
python flask nearest-neighbor-search approximate-nearest-neighbor-search chatbot tensorflow universal-sentence-encoder chatterbot machine-learning conversation language bot
Language:Python 35
idanmoradarthas / text-summarization
Summarizer in python with Spacy and Universal Sentence Encoder build on Flask framework
nlp-machine-learning summarization universal-sentence-encoder flask-application tensorflow deep-learning spacy networkx
Language:Python 20
hate-alert / HateALERT-EVALITA
Code for replicating results of team 'hateminers' at EVALITA-2018 for AMI task
classification hate-speech misogyny nlp universal-sentence-encoder glove-embeddings tfidf hatespeech
Language:Jupyter Notebook 13
ashalogic / Persian-Word-Embedding
Persian word embedding ( نشاننده واژه ها فارسی | تعبیه سازی کلمات فارسی )
nlp wordembedding word2vec elmo fasttext persian natural-language-processing farsi wordtovec universal-sentence-encoder
Language:Python 10
Jay22519 / Automatic-Answer-checker-
Creating an automatic answer checker web application for students and teachers, for grading of the answers submitted by students against an ideal solution uploaded by the teacher.
flask image-processing nlp universal-sentence-encoder word-mover-distance
Language:Jupyter Notebook 10
daveshap / keras_asr
ASR experiment using Google's Universal Sentence Encoder
asr speech-recognition keras speech-to-text universal-sentence-encoder seq2seq sequence-to-sequence
Language:Jupyter Notebook 9
AOK-PLUS / Sentimentanalysis
Language independent sentiment analysis
sentiment-analysis universal-sentence-encoder nlp nlp-machine-learning tensorflow2 deep-learning embeddings sentence2vec multilingual
Language:Python 7
aashishyadavally / rubrix
Combined semantic similarity search based visual search engine.
nlp computer-vision object-detection image-retrieval search-engine semantic-search-engine image-search-engine yolov3 universal-sentence-encoder embeddings
Language:CSS 6
AliOsm / propaganda-detection-nlp4if
Fine-grained Propaganda Detection at NLP4IF 2019
deep-learning neural-networks bert universal-sentence-encoder sentiment-analysis propaganda-detection
Language:Python 6
lazarst96 / semantic-search
Full example of semantic search system
semantic-search-engine python universal-sentence-encoder reactjs fastapi milvus mongodb
Language:Python 6
spallas / quora-qp
Quora Questions Pair detection with Semantic Similarity
tensorflow data-mining lsh nlp transformer universal-sentence-encoder pytorch-transformers pytorch
Language:Python 5
Adminixtrator / Next-Word-Prediction-using-Universal-Sentence-Encoder
Next Word Prediction using Google's Universal Sentence Encoder from Tensorflow hub. lol
tensorflow universal-sentence-encoder next-word-prediction tensorflow-hub tensorflow2
Language:Jupyter Notebook 4
nicholas-dinicola / Forecasting-stock-prices-based-on-semantic-analysis-of-business-news-and-social-media-posts
It is well-known that stock price movements are highly sensitive to different types of news, including global events such as outbreaks of epidemics or military conflicts, as well as what people post about specific companies on their social networks. Previous research has studied methods to predict stock price movements based on sentiment analysis of business news and social media posts of a particular company alongside its historical stock price data. In contrast, this project will also implement a new state of the art algorithm recently developed by the Google Research team called Universal Sentence Encoder, which is able to encode input text, implementing sentence level embeddings, into high dimensional vectors that will be used as predictors of future stock price movements. According to that, both the Sentient Analysis and the Universal Sentence Encoder will be performed and the outputs will be used as an exogenous variable in machine learning models which will be then compared with each other to find the best model with the aim of achieving a higher model accuracy, better performance and a more robust model than only using either the historical stock price data ad endogenous variable or implementing other natural language processing methodologies based on word embeddings.
machine-learning sentiment-analysis natural-language-processing semantic-analysis time-series forecasting universal-sentence-encoder deep-learning
Language:Jupyter Notebook 4
Seedling-Project / SeedlingBackend
Wagtail Django Website with PostreSQL Database Focused on Providing a Central Hub of Educational Resources to the MJC Student Body
django educational-project html-css-javascript machine-learning postresql python sql universal-sentence-encoder web-design website
Language:Python 4
su050300 / sentence-similarity
Determining similarity between two sentences in terms of semantic using pre trained Universal Sentence Encoder from TensorFlow.js
tensorflowjs-models universal-sentence-encoder cosine-similarity
Language:HTML 3
tm4roon / use-cases-of-universal-sentence-encoder
Use-cases of Google's Universal Sentence Encoder (e.g. sentence similarity, unsupervised extractive summarization).
extractive-summarization nlp-machine-learning sentence-similarity universal-sentence-encoder
Language:Jupyter Notebook 3
yashkim77 / Document-Similarity
Semantic Textual Similarity between two document
cosine-similarity jupyter-notebook nlp plotly python tensorflow tensorflow-hub transformer-encoder universal-sentence-encoder
Language:Jupyter Notebook 3
86lekwenshiung / Natural-Language-Processing-with-Reddit-Post
Using Random Forest , Bi Direction LSTM and Tensorflow Transfer Learning to do a text classification project. Compare model differences between tokenization and word embedding.
natural-language-processing universal-sentence-encoder lstm-neural-networks embedding-layer-keras
Language:Jupyter Notebook 2
AkhilSoni0102 / Semantic-Similarity-between-2-sentences
This repository contains a simple code to compare two sentences based on their semantic similarity scores using a Universal sentence encoder.
semantic-similarity tensorflow-models tensorflow python3 jupyter-notebook cosine-similarity cosine-similarity-scores universal-sentence-encoder universal-sentences-encoder universal-sentence-encoders
Language:Jupyter Notebook 2
akshatsinghal92 / Product-recommendation-analysis
Predicting product recommendation score using the data available on the website of the client
web-extraction selenium-python nlp python seaborn-plots word-embeddings regression-models machine-learning textblob-sentiment-analysis universal-sentence-encoder partial-dependence-plot
Language:Jupyter Notebook 2
alphagov / govuk-content-similarity
Find similar GOV.UK content to a piece of text or content item
universal-sentence-encoder self-organizing-map doc2vec approximate-nearest-neighbor-search
Language:Python 2
daniel-rychlewski / hateblock
Evaluates a client-side model built on top of the Universal Sentence Encoder to detect hateful content selected for the analysis
chrome-web-store javascript hatespeech hate-speech hateful universal-sentence-encoder universal-sentence deep-learning tensorflowjs tensorflowjs-models highlighting block
Language:JavaScript 2
MatthewJansen / Medical-Abstract-Segmentation
A Natural Language Processing (NLP) model with TensorFlow to segment text lines of abstracts from medical research papers in order to improve readability.
kaggle nlp text-classification universal-sentence-encoder text tensorflow deep-learning natural-language-processing
Language:Jupyter Notebook 2
Npps1997 / Shack-Labs-Assignments-on-Data-Science.
Shack Labs Assignments: 1. House Price Prediction 2. Product Matching
eda machine-learning-algorithms regression-models tensorflow universal-sentence-encoder title-similarity
Language:Jupyter Notebook 2
DeepPhrase
opennlp / DeepPhrase
Using Neural Representations for Generating Intent-based Query Phrases
deep-learning fasttext gensim glove natural-language-processing python3 universal-sentence-encoder word2vec
Language:Python 2
akulez / Text-Similarity_Phrase-Matching
Implementing Text Similarity for US Patents using modern day Word2Vec and USE(Universal Sentence Encoding) and some classical algos. like Jaro Winkler and Jaccard
nlp-machine-learning string-matching text-similarity universal-sentence-encoder word2vec
Language:Jupyter Notebook 1
hchiam / comment-analysis
comment analysis experiment
chartjs classification hunspell knn natural natural-language-processing nlp nspell sentiment-analysis similarity spell-check tensorflow tfjs umap universal-sentence-encoder
Language:TypeScript 1
NachoSEO / clusterizer
This code provides an implementation of clustering text data using the Universal Sentence Encoder (USE) and the Density-Based Spatial Clustering of Applications with Noise (DBSCAN) algorithm. You can provide a list of queries (sentences or words) and it will cluster them for your SEO needs (or other use cases).
clustering dbscan density-clustering seo tensorflow universal-sentence-encoder
Language:JavaScript 1
rid17pawar / Semantic-Search-Model-Experiments
Experiments in the field of Semantic Search using BM-25 Algorithm, Mean of Word Vectors, along with state of the art Transformer based models namely USE and SBERT.
bm25 fasttext fasttext-embeddings glove glove-embeddings information-retrieval sbert semantic-search universal-sentence-encoder word2vec word2vec-embeddinngs
Language:Jupyter Notebook 1

universal-sentence-encoder

Hellisotherpeople / CX_DB8

massanishi / document_similarity_algorithms_experiments

limcheekin / open-text-embeddings

Revmaker / innatis

zayedrais / DocumentSearchEngine

dayyass / muse-as-service

jatinmandav / Neural-Networks

korymath / jann

idanmoradarthas / text-summarization

hate-alert / HateALERT-EVALITA

ashalogic / Persian-Word-Embedding

Jay22519 / Automatic-Answer-checker-

daveshap / keras_asr

AOK-PLUS / Sentimentanalysis

aashishyadavally / rubrix

AliOsm / propaganda-detection-nlp4if

lazarst96 / semantic-search

spallas / quora-qp

Adminixtrator / Next-Word-Prediction-using-Universal-Sentence-Encoder

nicholas-dinicola / Forecasting-stock-prices-based-on-semantic-analysis-of-business-news-and-social-media-posts

Seedling-Project / SeedlingBackend

su050300 / sentence-similarity

tm4roon / use-cases-of-universal-sentence-encoder

yashkim77 / Document-Similarity

86lekwenshiung / Natural-Language-Processing-with-Reddit-Post

AkhilSoni0102 / Semantic-Similarity-between-2-sentences

akshatsinghal92 / Product-recommendation-analysis

alphagov / govuk-content-similarity

daniel-rychlewski / hateblock

MatthewJansen / Medical-Abstract-Segmentation

Npps1997 / Shack-Labs-Assignments-on-Data-Science.

opennlp / DeepPhrase

akulez / Text-Similarity_Phrase-Matching

hchiam / comment-analysis

NachoSEO / clusterizer

rid17pawar / Semantic-Search-Model-Experiments