Transformers4Rec
recs-at-resonable-scale
| Transformers4Rec | recs-at-resonable-scale | |
|---|---|---|
| 4 | 2 | |
| 1,030 | 218 | |
| 1.5% | - | |
| 5.3 | 2.3 | |
| 6 days ago | about 1 year ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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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.
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
recs-at-resonable-scale
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When writing ML software - how do you use TDD?
Good paper, and in response to that one a team from Coveo, wrote this paper on behavioral tests for recommender systems... and also this repo.
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Creating Personalize Recommendation System Design
Check out RecSys (and while you're at it, if experiment tracking is your thing, try integrating with Comet)
What are some alternatives?
TabFormer - Code & Data for "Tabular Transformers for Modeling Multivariate Time Series" (ICASSP, 2021)
mlops-python-package - Kickstart your MLOps initiative with a flexible, robust, and productive Python package.
NeuRec - Next RecSys Library
transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
BERT-pytorch - Google AI 2018 BERT pytorch implementation
kogpt - KakaoBrain KoGPT (Korean Generative Pre-trained Transformer)
Multimodal-Toolkit - Multimodal model for text and tabular data with HuggingFace transformers as building block for text data
Neural-Scam-Artist - Web Scraping, Document Deduplication & GPT-2 Fine-tuning with a newly created scam dataset.
transformer-mlm - Implementation of Transformer Encoders / Masked Language Modeling Objective
Locomotive - Toolkit for training/converting LibreTranslate compatible language models 🚂