BERT-pytorch
Indic-BERT-v1
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| BERT-pytorch | Indic-BERT-v1 | |
|---|---|---|
| 1 | 1 | |
| 5,995 | 271 | |
| - | 0.7% | |
| 0.0 | 1.4 | |
| 8 months ago | 12 months ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
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BERT-pytorch
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Lack of activation in transformer feedforward layer?
I'm curious as to why the second matrix multiplication is not followed by an activation unlike the first one. Is there any particular reason why a non-linearity would be trivial or even avoided in the second operation? For reference, variations of this can be witnessed in a number of different implementations, including BERT-pytorch and attention-is-all-you-need-pytorch.
Indic-BERT-v1
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Frequency of letters in Kannada Varnamale.
Would you or anyone be interested in doing a sample NLP project using https://github.com/AI4Bharat/indic-bert ?? I see that there is a trained model with 712 million tokens in Kannada ... I have very basic knowledge of doing some NLP in English and have always been interested to see how this works in Indian languages .... I see that some sample has already shown on this page ... We can try all NLP techniques one by one (Information Extraction, Text Classification, Text summarization and Text Generation) ...
What are some alternatives?
haystack - :mag: LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.
bertviz - BertViz: Visualize Attention in NLP Models (BERT, GPT2, BART, etc.)
transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
transformer-pytorch - Transformer: PyTorch Implementation of "Attention Is All You Need"
Transformers4Rec - Transformers4Rec is a flexible and efficient library for sequential and session-based recommendation and works with PyTorch.
scibert - A BERT model for scientific text.
cuad - CUAD (NeurIPS 2021)
attention-is-all-you-need-pytorch - A PyTorch implementation of the Transformer model in "Attention is All You Need".
keras-xlnet - Implementation of XLNet that can load pretrained checkpoints
coref - BERT for Coreference Resolution
Locomotive - Toolkit for training/converting LibreTranslate compatible language models 🚂