machine-learning-and-data-mining-ii
Recommender system with content-based filtering and Neural Collaborative Filtering
https://github.com/ph1eu/machine-learning-and-data-mining-ii
Science Score: 44.0%
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Recommender system with content-based filtering and Neural Collaborative Filtering
Basic Info
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- Stars: 1
- Watchers: 2
- Forks: 1
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- Releases: 0
Created over 3 years ago
· Last pushed over 1 year ago
Metadata Files
Readme
Citation
README.md
*Product Recommendation with Amazon dataset*
These notebooks is Final project for machine-learning-and-data-mining-II class.
Report
https://drive.google.com/file/d/13tlGRI2NQWylwNWc6JwERGoW7do1bel1/view?usp=drive_link
Abstracts
The following model are used in this project
Content-based filtering
Neural Collaborative Filtering with NeuMF
The Data Set
Folder Structure
Results
- Presented in the notebooks
Owner
- Name: Phạm Minh Hiếu
- Login: Ph1eu
- Kind: user
- Location: Vietnam
- Website: https://www.linkedin.com/in/ph1eu/
- Repositories: 2
- Profile: https://github.com/Ph1eu
Citation (CITATION.cff)
# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!
cff-version: 1.2.0
title: Machine Learning and Data Mining II
message: Final Project - USTH
type: dataset
authors:
- given-names: Minh Hiếu
family-names: Phạm
email: hieupm.bi11-090@st.usth.edu.vn
affiliation: University of Science and Technology of Hanoi
- family-names: Nguyễn
email: minhnd.bi11-179@st.usth.edu.vn
affiliation: University of Science and Technology of Hanoi
given-names: Đăng Minh
- given-names: Nhật Minh
email: minhhn.bi11-173@st.usth.edu.vn
family-names: Hoàng
affiliation: University of Science and Technology of Hanoi
- family-names: Văn
email: anvq.bi11-004@st.usth.edu.vn
affiliation: University of Science and Technology of Hanoi
given-names: Quốc An
- family-names: Lê Đình
given-names: Thông
email: thongld.bi11-257@st.usth.edu.vn
affiliation: University of Science and Technology of Hanoi
- given-names: Quang Huy
family-names: Hoàng
email: huyhq.bi11-111@st.usth.edu.vn
affiliation: University of Science and Technology of Hanoi
- family-names: Lê
given-names: Quốc Hưng
email: hunglq.bi11-104@st.usth.edu.vn
affiliation: University of Science and Technology of Hanoi
- family-names: Phạm Lê
given-names: Đức Minh
email: minhpld.bi11-189@st.usth.edu.vn
affiliation: University of Science and Technology of Hanoi
identifiers:
- type: url
value: >-
https://github.com/Ph1eu/Machine-Learning-And-Data-Mining-II
description: Final Project of ML2 - USTH
repository-code: >-
https://github.com/Ph1eu/Machine-Learning-And-Data-Mining-II
abstract: >-
This work proposes a recommender system for Amazon
products that combines two popular methods: content-based
filtering with TF-IDF Model and neural matrix
factorization (NeuMF).
keywords:
- machine-learning
- neural-network
- NeuMF
- TF-IDF
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