E-commerce Product Image Analytics

from mixpeek import Mixpeek

client = Mixpeek(api_key="YOUR_API_KEY")

namespace = client.namespaces.create(name="product-analytics")
collection = client.collections.create(
    namespace_id=namespace.id,
    name="catalog",
    extractors=[
        "image-classification",
        "object-detection",
        "color-extraction",
        "quality-assessment"
    ]
)

client.buckets.upload(
    collection_id=collection.id,
    url="s3://your-bucket/product-images/"
)

# Find low-quality images
low_quality = client.documents.search(
    namespace_id=namespace.id,
    filters={"quality_score": {"$lt": 0.6}}
)