Embedding Models

Rare Earth Juejin Tech Community

Feb 25, 2024 · Artificial Intelligence

Pinecone Vector Database and Embedding Model Summary from DeepLearning.AI’s AI Course

This article reviews the author’s hands‑on experience with Pinecone’s serverless vector database, various embedding and generation models such as all‑MiniLM‑L6‑v2, text‑embedding‑ada‑002, clip‑ViT‑B‑32, and GPT‑3.5‑turbo‑instruct, and demonstrates how they are applied to semantic search, RAG, recommendation, hybrid, and facial similarity tasks using Python code examples.

AIEmbedding ModelsPinecone

0 likes · 9 min read

Pinecone Vector Database and Embedding Model Summary from DeepLearning.AI’s AI Course

Kuaishou Tech

Aug 26, 2023 · Artificial Intelligence

PetPS: A Persistent‑Memory Parameter Server for Large‑Scale Embedding Models

PetPS introduces a persistent‑memory‑based parameter server that redesigns indexing with the PetHash hash table and offloads parameter aggregation to NIC Gathering, achieving up to 1.7× higher throughput and significantly lower latency for industrial‑scale embedding models in recommendation, search, and advertising workloads.

Embedding ModelsPersistent MemoryRecommendation systems

0 likes · 14 min read

PetPS: A Persistent‑Memory Parameter Server for Large‑Scale Embedding Models