spark-nlp
nlu
| spark-nlp | nlu | |
|---|---|---|
| 87 | 25 | |
| 3,721 | 823 | |
| 1.0% | 1.7% | |
| 9.3 | 8.6 | |
| 7 days ago | 12 days ago | |
| Scala | Python | |
| Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
spark-nlp
- Spark NLP 5.1.0: Introducing state-of-the-art OpenAI Whisper speech-to-text, OpenAI Embeddings and Completion transformers, MPNet text embeddings, ONNX support for E5 text embeddings, new multi-lingual BART Zero-Shot text classification, and much more!
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PySpark for NLP Workshop - Materials and Jupyter Notebooks
I recently had the opportunity to run a workshop at ODSC East, focusing on using PySpark for Natural Language Processing (NLP). Had a great time explaining PySpark's fundamentals and exploring the Spark NLP library.
- Spark-NLP 4.4.0: New BART for Text Translation & Summarization, new ConvNeXT Transformer for Image Classification, new Zero-Shot Text Classification by BERT, more than 4000+ state-of-the-art models, and many more! · JohnSnowLabs/spark-nlp
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Transformers.js
I'd like to use this transformer model in rust (because it's on the backend, because I can use data munging and it will be faster, and for other reasons). It looks like a good model! But, it doesn't compile on Apple Silicon for wierd linking issues that aren't apparent - https://github.com/guillaume-be/rust-bert/issues/338. I've spent a large part of today and yesterday attempting to find out why. The only other library that I've found for doing this kind of thing programmatically (particularly sentiment analysis) is this (https://github.com/JohnSnowLabs/spark-nlp). Some of the models look a little older, which is OK, but it does mean that I'd have to do this in another language.
Does anyone know of any sentiment analysis software that can be tuned (other than VADER - I'm looking for more along the lines of a transformer model) - like BERT, but is pretrained and can be used in Rust or Python? Otherwise I'll probably using spark-nlp and having to spin another process.
Thanks.
- Release John Snow Labs Spark-NLP 4.3.0: New HuBERT for speech recognition, new Swin Transformer for Image Classification, new Zero-shot annotator for Entity Recognition, CamemBERT for question answering, new Databricks and EMR with support for Spark 3.3, 1000+ state-of-the-art models and many more!
nlu
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1 line to visualizations for dependency trees, entity relationships, resolution, assertion, NER and new models for Afrikaans, Welsh, Maltese, Tamil, and Vietnamese - John Snow Labs NLU 3.0.1 for Python
See the visualization tutorial notebook and visualization docs for more info.
All of the 140+ NLU tutorial Notebooks have been updated and reworked to reflect the latest changes in NLU 3.0.0+
- 200+SOTA Medical NLP Models NER, Resolution, Relations – John Snow Labs NLU3.0.0
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200+ State of the Art Medical Models for NER, Entity Resolution, Relation Extraction, Assertion, Spark 3 and Python 3.8 support - John Snow Labs NLU 3.0.0
Graph NLU tutorial
Entity Resolution overview notebook
Relation extraction notebook
Medical Named Entity Extraction (NER) notebook
NLU on Github
What are some alternatives?
onnxruntime - ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
spark-nlp-display - A library for the simple visualization of different types of Spark NLP annotations.
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
streamlit-webrtc-example - Real time video and audio processing examples with Streamlit and streamlit-webrtc
pytorch-sentiment-analysis - Tutorials on getting started with PyTorch and TorchText for sentiment analysis.
frame-semantic-transformer - Frame Semantic Parser based on T5 and FrameNet
clj-djl - clojure wrap for deep java library(DJL.ai)
BERTweet - BERTweet: A pre-trained language model for English Tweets (EMNLP-2020)
Tribuo - Tribuo - A Java machine learning library
PromCSE - Code for "Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning (EMNLP 2022)"
libpython-clj - Python bindings for Clojure
text-to-text-transfer-transformer - Code for the paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"