====== Intro ====== * Goal: Learn embedding for heterogeneous data (text and image) * Meeting time: Monday 10:00 ====== Member ====== ^Name^Mail^Skype^ |黃中余|r06944047@ntu.edu.tw|gerald1994919@gmail.com| |廖耿德|d05922001@ntu.edu.tw|kenches@outlook.com| |李承軒|b03902009@ntu.edu.tw|simonlee60110@yahoo.com.tw| |蔣藝荃|r07944046@ntu.edu.tw|jyqjessie@gmail.com| ====== Members from CHANGING.AI ====== ^Name^Mail^ |林賢進|hsienchin.lin@changing.ai| |林仕斌|sbin.lin@changing.ai| ====== Resources ====== ^Year^Title^Note^Link^Assign^ | 2018 | A Multi-Task Learning Approach for Improving Product Title Compression with User Search Log Data | Alibaba | [[ https://www.aaai.org/ocs/index.php/AAAI/AAAI18/paper/download/16766/15719 | link]] | | | 2017 | Product Matching in eCommerce using deep learning | WalmartLab dealing with the same problem | [[https://medium.com/walmartlabs/product-matching-in-ecommerce-4f19b6aebaca | link]] | | | 2017 | Image Text Embedding and Tasks | A tutorial slide | [[http://slazebni.cs.illinois.edu/spring17/lec22_embedding.pdf | slide]] | | | 2017 | Dual-Path Convolutional Image-Text Embeddings with Instance Loss | | [[https://arxiv.org/pdf/1711.05535.pdf | link]] | | | 2016 | Learning Deep Structure-Preserving Image-Text Embeddings | | [[https://arxiv.org/pdf/1511.06078.pdf | link]] | | | 2014 | Unifying Visual-Semantic Embeddings with Multimodal Neural Language Models | | [[https://arxiv.org/pdf/1411.2539.pdf | link]] | | ====== Datasets ====== [[http://jmcauley.ucsd.edu/data/amazon/links.html | Amazon Product Data]] ====== Progress ====== [[https://docs.google.com/document/d/1c1fQqhOwGvlwEtUTpjLMt9QmPhVvozQouHTCttUYiYQ/edit | research plan]] \\ [[https://docs.google.com/presentation/d/1BbNSftM6aaK09NCiHyeAfby9R4T-svSZVlU3RaUC9bA/edit?usp=sharing | progress report 20190318]]\\ [[https://docs.google.com/presentation/d/1h4r3xAfuEBG35fSPzwjoGfnnr7BrN3fSkjoVOCgTIss/edit?usp=sharing | progress report 20190325]]\\ [[https://docs.google.com/presentation/d/139rM7dMv7ghdJl0s9H_mq2PcRtBK5sku9KOLxee_8H4/edit#slide=id.g555c5ff819_1_71 | progress report 20190401]]\\ [[https://docs.google.com/presentation/d/1ADBnaV0bQbWyILzTHXBQxgcQc9HfhD-BMcDPJgLPY7M/edit?usp=sharing | progress report 20190408]]\\ [[https://drive.google.com/a/csie.ntu.edu.tw/file/d/18CqrQMk5c5zNTb895jwjThjE-5TspkDb/view?usp=sharing | progress report 20190415]]\\ [[https://docs.google.com/presentation/d/1LzB2n2OEi2R26Rznn9OT76FiIreCot_k_7dDj-GKIX4/edit?usp=sharing | progress report 20190422]]\\ [[https://docs.google.com/presentation/d/1TLqGJst-06jEh1FpPav0_s_sD7i52HJ9MpPijq9bt2c/edit?usp=sharing | progress report 20190429]]\\ [[https://docs.google.com/presentation/d/1CZsp4DtqODZ7JaUSMsI6SDlA1Tj-4rsRZ_Qq86_e_i0/edit?usp=sharing | progress report 20190506]]\\ [[https://docs.google.com/presentation/d/1UQyfRxJaud8zOqMBrDNTo-VN9_VOUm7W_2dnVvatvbs/edit?usp=sharing | progress report 20190513]]\\ [[https://docs.google.com/presentation/d/1jje0X4U1KZ0nJHIYmQ5DnTOdCAZZnyrqE1SIw4RmbnI/edit?usp=sharing | progress report 20190520]]\\ [[https://docs.google.com/presentation/d/1wmhtDTOFVm1OlLweCGPAXRiZgA-ewbXOgMakfZRAHIc/edit?usp=sharing | progress report 20190527]]\\ [[https://docs.google.com/presentation/d/1rC2IV-LDasIwQquNJEHdq9IUnZ3bngQEMLXA2cIHn00/edit?usp=sharing | progress report 20190617]]\\ [[https://docs.google.com/presentation/d/1oKg2KtsRkUlPak66NXeWW1mXVTGGYKB_vBj4etnUkhI/edit?usp=sharing | progress report 20190708]]