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This is an advanced AI-powered blog platform built with Django that integrates Elasticsearch, semantic vector search, and AI-based content recommendations using HuggingFace's sentence-transformers and FAISS. It allows users to explore blog posts with smart search capabilities and discover contextually similar articles using modern AI techniques.

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🧠 AI Blog Recommendation System using Django + Elasticsearch + HuggingFace

A full-featured blog application built with Django, enhanced by AI-powered content recommendation using sentence-transformers + FAISS, and Elasticsearch-based smart search with fuzzy, autocomplete, synonym, and multi-language capabilities.


🚀 Features

  • 🔍 AI Post Recommendations using Sentence Transformers + FAISS
  • 🔎 Full-Text Search with Elasticsearch 8.x
  • ⚡ Ultra-fast FAISS vector similarity search
  • 🧠 SentenceTransformer: all-MiniLM-L6-v2
  • 🧵 Clean Django Template frontend
  • 📦 Easily pluggable into any blog or content system
  • 📝 Create and manage blog posts with CKEditor 5.
  • 📚 Categorized blog content.
  • 🔍 Elasticsearch 8.13 integrated for:
    • Autocomplete suggestions
    • Fuzzy matching
    • Synonym handling
    • Multilingual indexing (e.g., Hindi, English)
    • Real-time search
  • 🤖 AI-powered blog recommendations using:
    • HuggingFace Sentence Transformers
    • FAISS for fast vector similarity
  • 📈 Blog analytics tracking (optional)
  • 🌐 SEO-ready Django templates (no React/DRF frontend)

🛠 Tech Stack

  • Python 3.10+
  • Django 4.2
  • Elasticsearch 8.x
  • FAISS (Facebook AI Similarity Search)
  • SentenceTransformers
  • SQLite or PostgreSQL
  • Bootstrap 5 (optional for UI)

🧠 AI Recommendation System

  • Utilizes sentence-transformers for semantic embeddings.
  • FAISS index built at runtime for similarity search.
  • Suggests 5 most similar posts on the blog detail page based on title + intro content.

🔍 Elasticsearch Features

  • Instant fuzzy search with highlight support.
  • Synonym token filtering for related terms.
  • Multi-language blog search support (English + Hindi).
  • Live indexing of posts via Django signals (post_save).
  • Search analytics (coming soon).

About

This is an advanced AI-powered blog platform built with Django that integrates Elasticsearch, semantic vector search, and AI-based content recommendations using HuggingFace's sentence-transformers and FAISS. It allows users to explore blog posts with smart search capabilities and discover contextually similar articles using modern AI techniques.

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