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audio_search

This project use PANNs for audio tagging and sound event detection, and finally get audio embeddings. Then Milvus is used to search the similarity audio items.

bootcamp

The bootcamp for Milvus, including benchmarking, solutions, and application scenarios.

chemical_similarity_search

Converting chemical formulae to fingerprints and then compared for similarity in Milvus.

covid_19_data_research

This system contains the API server, neural models, and UI client, a neural search engine for the COVID-19 Open Research Dataset (CORD-19) , and is referred to covidex.

graph_based_recommend

This project uses graph convolutional neural networks to generate embeddings, and then uses Milvus retrieval to implement a recommendation system. It provides flask services and a front-end interface.

image_search

This project use VGG model to get image embeddings. Then Milvus is used to search the similarity images.

image_search_v2

image_text_search

The project is based on an image and text retrieval system

intelligent_question_answering_robot

This project combines the model provided by Bert and Milvus to realize a question and answer (QA) system.

intelligent_question_answering_v2

This project combines the model provided by Bert and Milvus to realize a question and answer (QA) system.

item_based_recommend

This project combines milvus and bert to implement an item-based text recommendation system.

kubernetes

Deploy Milvus distributed clusters based on Kubernetes

milvus_benchmark

The main content of this project is Milvus benchmark test

milvus_distributed_based_mishards

Milvus distributed Solution Based on Mishards, a Sharding Middleware for Milvus Clusters

milvus_high_availability

Milvus high-availability (HA) solution based on keepalived.

milvus_hybrid_search_based_postgres

This project provides an example of consolidating Milvus (vector search engine) and PostgreSQL (relational database) to carry out the hybrid search of vectors and structured data.

milvus_load_balance

This project is using nginx to implement load balancing for milvus

milvus_mixed_query

This project shows a case of milvus mixed query

milvus_monitoring_and_alarm

This project uses Prometheus and Grafana to implement monitoring and alerting of milvus

milvus_search_based_partition

This project implements hybrid search of vectors and structured data based on Milvus Partitions.

milvus_tutorials_on_googlecolab

This tutorial will show you how to install Milvus from source code and run the python code on Google Colab.

multi_factor_authentication

The biological MFA(multi-factor authentication) system ues InsightFace to extract face features and DeepSpeaker to extract voice features, and then performs hybrid authentication in Milvus.

pedestrian_search

Search targeted pedestrians with the text.

personalized_recommender_system

Build a personalized movie recommendation system based on paddle and Milvus

recipe_retrieval

This project implements a picture and recipe retrieval system based on milvus. That is, input a food picture and return the recipe corresponding to the picture.

text_search

This project uses Milvus and Bert to build a text search system.

video_analysis

Recognize faces and objects in the video based on Milvus.

video_search

This project shows how to use the image feature extraction model VGG and the vector search engine Milvus to build an video search system