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Content-based Filtering Recommendation System for Vkusotiiki-bg as Artificial Intelligence course project

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Content-based Filtering Recommendation System for Vkusotiiki-bg

Description

Me and my teammates implemented some machine learning algorithms that are used as Content-based Filtering Recommendation System for our previous project called Vkusotiiki-bg

Machine learning algorithms

The project implements the following machine learning algorithms in Python 3.5:

  • kNN (k Nearest Neighbours) with:

    • KD-Tree
    • Cosine similarity
    • Euclidean distance
  • Naive Bayes

  • k-Means

  • TF-IDF + Vector Space Model (Cosine similarity)

Installation details:

  • Install packages from requirements.txt in virtualenv

  • For Ubuntu: install also:

sudo apt-get install python3-tk

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Content-based Filtering Recommendation System for Vkusotiiki-bg as Artificial Intelligence course project

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