Transformers4Rec
BERT-pytorch
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| Transformers4Rec | BERT-pytorch | |
|---|---|---|
| 4 | 1 | |
| 1,030 | 5,995 | |
| 4.1% | - | |
| 5.3 | 0.0 | |
| 3 days ago | 8 months ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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Transformers4Rec
- New item prediction modules in open source libraries
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Okay Do you think a recommendation engine for a final year project is too simple?
It's fine for a thesis project IMO! Recommendation is very much an active field with cool recent developments. If your supervisors are still sceptical you could try implementing one of the recent papers that apply transformers (like https://github.com/NVIDIA-Merlin/Transformers4Rec) or zone in on cold start problems in your domain.
- Show HN: Transformers4Rec -a new library for Transformers on Recommender Systems
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.
What are some alternatives?
TabFormer - Code & Data for "Tabular Transformers for Modeling Multivariate Time Series" (ICASSP, 2021)
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.
NeuRec - Next RecSys Library
bertviz - BertViz: Visualize Attention in NLP Models (BERT, GPT2, BART, etc.)
transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
kogpt - KakaoBrain KoGPT (Korean Generative Pre-trained Transformer)
transformer-pytorch - Transformer: PyTorch Implementation of "Attention Is All You Need"
Multimodal-Toolkit - Multimodal model for text and tabular data with HuggingFace transformers as building block for text data
scibert - A BERT model for scientific text.
Neural-Scam-Artist - Web Scraping, Document Deduplication & GPT-2 Fine-tuning with a newly created scam dataset.
cuad - CUAD (NeurIPS 2021)