We help you wrap your head around relative positional embeddings as they were first introduced in the “Self-Attention with Relative Position Representations” paper.
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Related videos:
📺 Positional embeddings explained: https://youtu.be/1biZfFLPRSY
📺 Concatenated, learned positional encodings: https://youtu.be/M2ToEXF6Olw
📺 Transformer explained: https://youtu.be/FWFA4DGuzSc
Papers:
📄 Shaw, Peter, Jakob Uszkoreit, and Ashish Vaswani. "Self-Attention with Relative Position Representations." In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers), pp. 464-468. 2018. https://arxiv.org/pdf/1803.02155.pdf
📄 Vaswani, Ashish, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Łukasz Kaiser, and Illia Polosukhin. "Attention is all you need." In Advances in neural information processing systems, pp. 5998-6008. 2017. https://proceedings.neurips.cc/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf
💻 Implementation for Relative Position Embeddings: https://github.com/AliHaiderAhmad001/Self-Attention-with-Relative-Position-Representations
Outline:
00:00 Relative positional representations
02:15 How do they work?
07:59 Benefits of relative vs. absolute positional encodings
Music 🎵 : Holi Day Riddim - Konrad OldMoney
✍️ Arabic Subtitles by Ali Haidar Ahmad https://www.linkedin.com/in/ali-ahmad-0706a51bb/ .
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