Real time fraud detection with AlloyDB AI

Google Cloud Tech · Intermediate ·🛠️ AI Tools & Apps ·2h ago
Get started with AlloyDB → https://goo.gle/4d3cuSe Build the demo → https://goo.gle/4cPvQvf Vector search is capable of far more than just standard "search" queries. In this demo, Paul Ramsey, AlloyDB Product Manager at Google, demonstrates how AlloyDB AI powers a high velocity fraud detection engine for a fictional global investment firm. Key highlights include: * Massive scale: Generating millions of embeddings in minutes using ai.initialize_embeddings(). ScaNN * Indexing: Why Google’s ScaNN is the superior choice for financial streams, using 4x less memory than HNSW and scaling to 10B+ vectors * The hybrid approach: Using the ai.if() function to break the tie between false positives and false negatives by bringing Gemini’s natural-language reasoning directly into the database. Stop choosing between customer convenience and security. With AlloyDB, you get a high speed inference engine that protects your business in real time. Watch more Understanding AlloyDB → https://goo.gle/UnderstandingAlloyDB 🔔 Subscribe to Google Cloud Tech → https://goo.gle/GoogleCloudTech Speaker: Paul Ramsey Products Mentioned: AlloyDB for PostgreSQL
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