TabularSemanticParsing
ecco
| TabularSemanticParsing | ecco | |
|---|---|---|
| 1 | 6 | |
| 214 | 1,905 | |
| 0.5% | - | |
| 0.0 | 3.6 | |
| 11 months ago | 3 months ago | |
| Jupyter Notebook | Jupyter Notebook | |
| BSD 3-clause "New" or "Revised" License | BSD 3-clause "New" or "Revised" License |
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TabularSemanticParsing
ecco
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[D] Visualizing attention
I ran into this a few days ago, might be useful https://github.com/jalammar/ecco
- Show HN: Language model analysis and visualization toolkit
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[P] Ecco - Language model analysis and visualization toolkit
GitHub: https://github.com/jalammar/ecco Paper: https://aclanthology.org/2021.acl-demo.30/
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Finding the Words to Say: Hidden State Visualizations for Language Models
Hello HN, author here. Language models are absolutely fascinating tools. I believe it would pay for software engineers to have a sense of their capabilities and how they function. The article showcases a few views to expose the inner workings of the model, but also simple UI for interacting with a language model to get a sense for how they work and generate words.
If you prefer video, I have also recently released a video [1] with PyData to provide an intro to language models and their applications and how we're trying to make Transformer-based ones more transparent with Ecco[2].
[1] https://www.youtube.com/watch?v=rHrItfNeuh0
[2] https://www.eccox.io/ and https://github.com/jalammar/ecco
Thanks mods for merging submissions. Happy to get feedback , thoughts, or questions.
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Show HN: Ecco – See what your NLP language model is “thinking”
https://github.com/jalammar/ecco/blob/1e957a4c1c9bd49c203993...
What are some alternatives?
fake-news - Building a fake news detector from initial ideation to model deployment
bertviz - BertViz: Visualize Attention in NLP Models (BERT, GPT2, BART, etc.)
ml-course - Open Machine Learning course
pytorch-sentiment-analysis - Tutorials on getting started with PyTorch and TorchText for sentiment analysis.
nlp-class - A Natural Language Processing course taught by Professor Ghassemi
Made-With-ML - Learn how to design, develop, deploy and iterate on production-grade ML applications.
muppetshow
adaptnlp - An easy to use Natural Language Processing library and framework for predicting, training, fine-tuning, and serving up state-of-the-art NLP models.
VisionTransformer-Pytorch