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Vector Databases in Action: Scalable Retrieval for AI, RAG, and Agent Memory Systems (The Automation Stack)
Disponibilidad
Sin stock
Sin stock
Peso con empaque
0.20 kg
0.20 kg
Devolución
No
No
Condición
Nuevo
Nuevo
Producto de
Amazon
Amazon
Sobre este producto
- Fundamentals of Vector Representations – Understand embeddings, similarity metrics, and dimensionality reduction.
- Indexing and Nearest-Neighbor Search – Master HNSW, IVF, and other ANN structures for blazing-fast lookups.
- Architectures of Vector Databases – Explore storage engines, sharding, and deployment strategies (cloud vs. open-source).
- Getting Started with Leading Vector DBs – Step-by-step walkthroughs for Pinecone, Weaviate, Milvus, Qdrant, and Chroma.
- Integrating with LLMs and RAG Workflows – Build retrieval pipelines that feed context into large language models for accuracy and coherence.
- Vector Databases as Agent Memory – Design short- and long-term memory stores so your bots recall user preferences across sessions.
- Multi-Modal and Advanced Use Cases – Implement image/audio search, real-time recommendations, and anomaly detection with vectors.
- Performance Tuning and Monitoring – Benchmark, fine-tune parameters, and set up alerts to maintain SLAs.
- Security, Privacy, and Access Control – Apply encryption, anonymization, and audit logging to protect sensitive data.
- Production Patterns and Deployment – Automate schema changes, use blue-green releases, and craft disaster recovery plans.
- Case Studies – See semantic search at scale, agent-driven support, e-commerce recommendations, and live anomaly monitoring in action.
- Future Directions – Discover federated indexes, on-device search, and self-tuning architectures powered by reinforcement learning.
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