Fading Coder

One Final Commit for the Last Sprint

Building a Basic Collaborative Filtering Recommender with Python

import numpy as np def compute_pair_similarity(vec_a, vec_b): shared_mask = (vec_a > 0) & (vec_b > 0) if shared_mask.sum() == 0: return 0.0 a = vec_a * shared_mask b = vec_b * shared_mask return np.dot(a, b) / (np.linalg.norm(a) * np.linalg.norm(b)) def generate_suggestions(target_user, sc...

Implementation and Optimization of a Plagiarism Detection System Using TF-IDF and Cosine Similarity

The system is designed as a modular Python application for detecting document similarity. Its core functionality relies on processing text files, performing text analysis, and calculating a similarity score. Core Architecture The software is structured into three primary modules, each with distinct...