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溫士朋
博碩士論文相似度網絡
博碩士論文相似度網絡
博碩士論文相似度網絡
By
溫士朋
Project Engineer
・
Taipei City, Taiwan
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https://ndltd-tw-recommendation-system.fly.dev/
https://ndltd-tw-recommendation-system.fly.dev 「博碩士論文相似度網絡」是一個基於內容的推薦系統(Content-Based Recommendation System)。 本推薦系統使用每個博碩士論文的「摘要」進行相似度比對,並且選出與其相關度最高的5篇文章。 # 處理步驟 1. 爬蟲(利用serverless function) 2. 資料儲存(MongoDB) 3. 中文預處理(CKIP斷詞系統) 4. 建立Embedding Model(Word2Vec) 5. 計算摘要Word Vector 6. 計算Cosine Similarity 7. 建立API 8. 建立網站(Vue.js Quasar)
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溫士朋
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Published: Mar 3rd 2023
55
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Tools
D3.js
Amazon Web Services
Python
Vue.js
NDLTD
Cosine Similarity
Word2Vec
d3.js
NLP
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