Series Path · 3 parts
Milvus for Machine Learning
Using Milvus as a vector database for computer vision, model training, and active learning — including influence-based sample selection.
~94 min total·3 articles
Start from Part 1Curriculum — 3 parts
- 01
Milvus for Computer Vision: An In-Depth Guide
I’ve spent a fair bit of time working on computer vision systems — the kind that start small, manageable, and almost deceptively simple, and then quietly…
47 min read - 02
Training a Model with Milvus and PyTorch: A Comprehensive Guide
This guide covers how to build a full machine learning pipeline that combines PyTorch for model training with Milvus as a vector database — a common…
21 min read - 03
Targeted Fine-Tuning from Model Mispredictions with Milvus
This guide walks through the full pipeline for identifying images your model predicts incorrectly, storing and querying them using Milvus as the vector…
26 min read