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Powerful AI-driven tool that uncovers trending Reddit topics across subreddits, delivering instant insights with advanced language generation.

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JericN/trendit-ai

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🚀 Trendit AI

Trendit AI is an innovative app designed to help users quickly explore and understand trending topics across multiple subreddits. By leveraging cutting-edge topic modeling and large language models (LLMs), Trendit AI delivers concise summaries and insights into the most discussed themes on Reddit. 🔍✨

🌟 Features

  • 🔎 Search and analyze specific subreddits
  • 📊 Perform topic modeling using advanced algorithms (ATM, LSA, BERTopic, DBSCAN, KMeans)
  • 📝 Generate descriptive titles and summaries for detected topics using LLMs
  • ⚡ Get quick, digestible updates on Reddit discussions without manual browsing

📂 Repository Contents

  • ⚙️ Model Training Pipeline: Tools and scripts for training and fine-tuning topic modeling models
  • 💻 Frontend Client: User interface built with SvelteKit and Firebase for smooth, responsive interaction
  • 🛠 Backend Service: API and infrastructure to deploy and serve models efficiently
  • 🕸 Scraper Tools: Utilities to collect and process Reddit data for analysis

🛠 Tech Stack

  • Tools: SvelteKit, PyTorch, Firebase
  • Topic Modeling: ATM, LSA, BERTopic, DBSCAN, KMeans
  • AI Integration: OpenAI for generating topic summaries

✨ Trendit AI empowers users to effortlessly stay updated on Reddit conversations by transforming complex discussions into clear, summarized insights. Stay informed, stay ahead! 🚀

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Powerful AI-driven tool that uncovers trending Reddit topics across subreddits, delivering instant insights with advanced language generation.

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