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Advance Anime Recommendation System #981

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Niraj1608 opened this issue Nov 7, 2024 · 4 comments · Fixed by #984
Closed

Advance Anime Recommendation System #981

Niraj1608 opened this issue Nov 7, 2024 · 4 comments · Fixed by #984
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gssoc-ext level 3 Level 3 for GSSOC Status: Assigned Assigned issue.

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@Niraj1608
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Deep Learning Simplified Repository (Proposing new issue)

🔴 Project Title :Advance Anime Recommendation System

🔴 Aim :This project implements an Anime Recommendation System using both content-based and collaborative filtering techniques. It provides recommendations based on user preferences and anime content, leveraging deep learning for enhanced collaborative filtering.

🔴 Dataset : The dataset is available on Kaggle:

🔴 Approach : using Nlp and DL techniques

Features

  • Data Preprocessing: Cleans and preprocesses anime.csv and rating.csv datasets.
  • Exploratory Data Analysis (EDA): Provides an overview of anime types, genres, ratings, and other insights.
  • Content-Based Filtering: Generates recommendations based on anime genres, type, and average ratings.
  • Collaborative Filtering: A deep learning-based recommendation model that learns user preferences.
  • Genre-Based Recommendations: Ensures diverse recommendations by including various genres in top recommendations.
  • New User and New Anime Recommendations: Customized recommendations for new users and newly added anime.

📍 Follow the Guidelines to Contribute in the Project :

  • You need to create a separate folder named as the Project Title.
  • Inside that folder, there will be four main components.
    • Images - To store the required images.
    • Dataset - To store the dataset or, information/source about the dataset.
    • Model - To store the machine learning model you've created using the dataset.
    • requirements.txt - This file will contain the required packages/libraries to run the project in other machines.
  • Inside the Model folder, the README.md file must be filled up properly, with proper visualizations and conclusions.

🔴🟡 Points to Note :

  • The issues will be assigned on a first come first serve basis, 1 Issue == 1 PR.
  • "Issue Title" and "PR Title should be the same. Include issue number along with it.
  • Follow Contributing Guidelines & Code of Conduct before start Contributing.

To be Mentioned while taking the issue :

  • Full name : Parmar Niraj

  • GitHub Profile Link : @Niraj1608

  • Email ID : [email protected]

  • Participant ID (if applicable):GSSOC

  • What is your participant role? (Mention the Open Source program)GSSOC


Happy Contributing 🚀

All the best. Enjoy your open source journey ahead. 😎

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github-actions bot commented Nov 7, 2024

Thank you for creating this issue! We'll look into it as soon as possible. Your contributions are highly appreciated! 😊

@Niraj1608
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@abhisheks008 assign me this issue ready to raise a pr

@abhisheks008
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Assigning this issue to you, @Niraj1608. Make sure you complete the previous PR first before pushing this PR.

@abhisheks008 abhisheks008 added Status: Assigned Assigned issue. gssoc-ext level 2 Level 2 for GSSOC labels Nov 10, 2024
@abhisheks008 abhisheks008 added level 3 Level 3 for GSSOC and removed level 2 Level 2 for GSSOC labels Nov 10, 2024
abhisheks008 added a commit that referenced this issue Nov 10, 2024
Advance Anime Recommendation System #981
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Hello @Niraj1608! Your issue #981 has been closed. Thank you for your contribution!

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