zilliz-bootcamp's repositories
image_search
This project use VGG model to get image embeddings. Then Milvus is used to search the similarity images.
intelligent_question_answering_v2
This project combines the model provided by Bert and Milvus to realize a question and answer (QA) system.
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.
video_analysis
Recognize faces and objects in the video based on Milvus.
image_text_search
The project is based on an image and text retrieval system
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.
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.
intelligent_question_answering_robot
This project combines the model provided by Bert and Milvus to realize a question and answer (QA) system.
chemical_similarity_search
Converting chemical formulae to fingerprints and then compared for similarity in Milvus.
text_search
This project uses Milvus and Bert to build a text search system.
Milvus_distributed_based_mishards
Milvus distributed Solution Based on Mishards, a Sharding Middleware for Milvus Clusters
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.
personalized_recommender_system
Build a personalized movie recommendation system based on paddle and Milvus
milvus_high_availability
Milvus high-availability (HA) solution based on keepalived.
pedestrian_search
Search targeted pedestrians with the text.
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.
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
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.
milvus_benchmark
The main content of this project is Milvus benchmark test
milvus_mixed_query
This project shows a case of milvus mixed query
Kubernetes
Deploy Milvus distributed clusters based on Kubernetes
item_based_recommend
This project combines milvus and bert to implement an item-based text recommendation system.
milvus_load_balance
This project is using nginx to implement load balancing for milvus
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.