VECTOR TUNING
Vector Tuning 5 Chapters • Self-paced

Vector DB Optimization & Indexing

Tune HNSW proximity indices, compare IVF graph lookup speeds, and cache embeddings on consumer devices.

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Course Syllabus

1

1. Proximity HNSW Index Configuration Blueprints

Focus: Comparing hnsw vs ivf index performance in enterprise scale databases

Study Lesson
2

2. SQLite Vector Cache Tables for Small Projects

Focus: Best open-source vector database setup for small hobby projects

Study Lesson
3

3. Graph vs Coordinate Latency Comparisons

Focus: Comparing performance benchmarks of graph databases vs vector networks for rag

Study Lesson
4

4. Edge Device Sub-Millisecond Vector Scan Speeds

Focus: Best open-source vector databases for sub-millisecond edge lookups

Study Lesson
5

5. Embeddings Latency Performance on NVMe Storages

Focus: Comparing embedding latency profiles across local nvme storage clusters

Study Lesson