Rafi Khouzam
  • Home
  • Blog
  • Experience
  • Portfolio
  • Work With Me
← Back to Portfolio

Streamlit Image Search (CLIP + FAISS)

Visual + text search across 18K+ product images with filters and S3-backed assets.
Data EngMLInternal Tools

Problem

Teams couldn't browse by appearance; text lookups missed similar/alternate styles.

Solution

Built a Streamlit app using CLIP embeddings + FAISS for cosine similarity, with metadata filters and instant grid UI.

Impact

  • 18K products fully searchable by image + text
  • Cut manual lookup time by ~80%
  • Foundation for customer-facing discovery

Tech Stack

PythonStreamlitOpenAI CLIPFAISSPandasAWS S3EC2
View on GitHub
© 2025 Rafi Khouzam
GithubLinkedInEmail