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GenAI-powered conversational fashion outfit generator. Social trends meet 44k+ products. Elevate style with personalized outfit inspirations.

Home Page: https://drive.google.com/file/d/13VhoLP9eHygZOX2cWgHkdtMBQDBtblAP/

falcon-7b flask llm pymongo reactjs recommender-system redux vector-database

flipchat-fabric's Introduction

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Team - HAX

Conversational Fashion Outfit Generator using GenAI - Flipkart Grid 5.0

  • Revolutionizing Fashion Discovery: Gen AI-powered outfit generator reshapes fashion search, offering personalized recommendations from past purchases, preferences, and social trends.
  • Personalized Trendy Outfits: Utilizes past purchases, style preferences, and current trends to craft well-coordinated outfits, elevating user shopping on Flipkart.
  • Social Trend Integration: Incorporates social media insights, aligning fashion choices with influencer trends for on-point outfit suggestions.
  • Interactive Shopping Experience: Users interactively fine-tune outfits, ensuring a confident shopping journey tailored to individual needs and occasions.

Project Structure

Challenges we ran into

  • Adapting the outfit recommendations to accommodate diverse cultural and regional preferences like occasion, age, body_type, fit, size and regional nuances - Solved by incorporating Rent-the-runway dataset.
  • Developing a conversational model that understands user data and accordingly generates outfit suggestions - Used free and open-source Falcon 7B LLM, unlike conventional APIs that often come with costs.
  • GPU limitations - Tackled by setting up an ngrok server on Kaggle's cloud notebook, leveraging GPU-P100 for seamless and resource-efficient model training.

Demo

flipG_HAX.mp4

Solution Presentation

PPT: https://drive.google.com/file/d/1UzCW62VA7vt3GQTZjpfOOQrfnuvYys3c/view?usp=sharing

Contributors

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