Image Similarity Search
Build a reverse image search system using Milvus paired with YOLOv3 for object detection and ResNet-50 for feature extraction.Live Demo
Question Answering System
Build an intelligent chatbot using Milvus and the BERT model for natural language processing (NLP).Live Demo
Build an AI-powered movie recommendation system using Milvus paired with PaddlePaddle’s deep learning framework.
Video Similarity Search
Build a video similarity search engine using Milvus and a VGG neural network.
Audio Similarity Search
Build an audio search engine using Milvus paired with PANNs for audio pattern recognition.
Molecular Similarity Search
Build a molecule similarity search system using Milvus paired with RDkit for cheminformatics.Live Demo
Distributed deployment with Mishards
Build a Milvus cluster using Mishards, a sharding middleware.
Distributing Mishards with Kubernetes
Install shared storage and build a Milvus cluster with Mishards, a sharding middleware, using both Helm and Kubectl.
Milvus cloud NFS using JuiceFS
Enable Milvus nodes to share data using JuiceFS, a standard POSIX file system interface.
Highly available Milvus using keepalived
Deploy a highly available Milvus distribution using Keepalived.
Load balanced Milvus using nginx
Deploy a load balanced Milvus distribution using NGINX, which can distribute requests to multiple server nodes.
Milvus in Google Colaboratory
Set up Milvus in Google Colab, a free Jupyter notebook environment that runs entirely in the cloud and is especially well suited to machine learning and data analysis.
Milvus and ONNX
Build a reverse image search system with Milvus using various AI models in collaboration with the Open Neural Network Exchange (ONNX).