https://github.com/csfelix/recommendation-system-mba-usp-esalq
✨ Recommendation Systems Using Diverse Techniques ✨
https://github.com/csfelix/recommendation-system-mba-usp-esalq
collaborative-filtering content-based-filtering data-science demographic-filtering hybrid-filtering lightfm python recommendation-systems
Last synced: 2 months ago
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✨ Recommendation Systems Using Diverse Techniques ✨
- Host: GitHub
- URL: https://github.com/csfelix/recommendation-system-mba-usp-esalq
- Owner: CSFelix
- License: gpl-3.0
- Created: 2024-04-12T23:29:32.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2025-01-10T15:13:46.000Z (5 months ago)
- Last Synced: 2025-03-28T05:43:07.461Z (2 months ago)
- Topics: collaborative-filtering, content-based-filtering, data-science, demographic-filtering, hybrid-filtering, lightfm, python, recommendation-systems
- Language: Jupyter Notebook
- Homepage:
- Size: 8.36 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
💻 Recommendation System 💻
> **Observation** - `to visualize all the attached images into the noteboks, consider downloading the repo and running it on jupyter lab`.
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# Datasets
[Kaggle | 🗂️ MyAnimesList Datasets - 2023](https://www.kaggle.com/datasets/dsfelix/animes-dataset-2023)
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# Documentation
[Recommendation System Documentation - MBA USP\ESALQ | 📃 Recommendation Systems](https://github.com/CSFelix/recommendation-system-documentation)
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# Notebooks
[0 | 📃 General Documentation](https://github.com/CSFelix/recommendation-system-mba-usp-esalq/blob/main/src/0%20-%20general%20documentation.ipynb)
[1 | 🧼 Data Wrangling and Fature Engineering](https://github.com/CSFelix/recommendation-system-mba-usp-esalq/blob/main/src/1%20-%20data%20wrangling%20and%20feature%20engineering.ipynb)
[2 | ✨ Demographic Filtering](https://github.com/CSFelix/recommendation-system-mba-usp-esalq/blob/main/src/2%20-%20demographic%20filtering.ipynb)
[3 | 📦 Content-Based Filtering for Plot Description](https://github.com/CSFelix/recommendation-system-mba-usp-esalq/blob/main/src/3%20-%20content-based%20filtering%20-%20plot%20description.ipynb)
[4 | 📦 Content-Based Filtering for Metadatas](https://github.com/CSFelix/recommendation-system-mba-usp-esalq/blob/main/src/4%20-%20content-based%20filtering%20-%20metadatas.ipynb)
[5 | 🧑🤝🧑 Collaborative Filtering User-Based](https://github.com/CSFelix/recommendation-system-mba-usp-esalq/blob/main/src/5%20-%20collaborative%20filtering%20-%20user%20based.ipynb)
[6 | 🧑🤝🧑 Collaborative Filtering Item-Based](https://github.com/CSFelix/recommendation-system-mba-usp-esalq/blob/main/src/6%20-%20collaborative%20filtering%20-%20item%20based.ipynb)
[7 | 🍡 Hybrid Filtering](https://github.com/CSFelix/recommendation-system-mba-usp-esalq/blob/main/src/7%20-%20hybrid%20filtering.ipynb)
[8 | 👨🔬 Benchmark Analysis](https://github.com/CSFelix/recommendation-system-mba-usp-esalq/blob/main/src/8%20-%20benchmark%20analysis.ipynb)
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# Scrapper
[Bonus | ⛏️ API Scrapper](https://github.com/CSFelix/recommendation-system/blob/main/bonus%20-%20scrapper.ipynb)