Part 10/14:
E-commerce & Recommendations: Visual similarity search enables customers to find similar products by uploading an image or describing preferences naturally, enhancing user experience beyond keyword matching.
Image & Video Search: Converting images and video frames into embeddings allows for content-based retrieval, such as finding similar fashion items or scenes.
Fraud Detection: Embeddings representing transaction patterns can be clustered to identify anomalies indicative of fraudulent activity.
Autonomous Vehicles: Embeddings analyze sequences of images and sensor data, enabling scenario understanding and decision-making.
Enterprise Architecture for Embedding-Based Search
Implementing these systems involves layering and orchestrating various components: