Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

Video processing (webcam) in real time using Kafka and Spark.

The Road Monitoring System is a real-time software application that utilizes big data technologies to monitor and analyze vehicular data on Tunisian roads. It provides insights into vehicle locatio…

TrafficAdvisor: a Real-Time Traffic Monitoring System

Stream and process multiple videos in near real time using Kafka. The video frames are processed and a machine learning model does inference on them and the results are stored in a mongodb database.

This sample implements libraries of video files content analysis, database ingestion, content search and visualization.

Anomaly Detection model uses Spark for training and Spark Streaming for testing

Real-time anomaly detection using Kafka, KSQL User Defined Function and a pre-trained model

PyTorch Implementation of "Driver Anomaly Detection: A Dataset and Contrastive Learning Approach", codes and pretrained models.

[AAAI 2024 Oral] AnomalyGPT: Detecting Industrial Anomalies Using Large Vision-Language Models

Demonstration of MapR for Industrial IoT

Predictive Maintenance using Pyspark

ImageBind One Embedding Space to Bind Them All

[EMNLP 2023 Demo] Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

Real Time Big Data / IoT Machine Learning (Model Training and Inference) with HiveMQ (MQTT), TensorFlow IO and Apache Kafka - no additional data store like S3, HDFS or Spark required

An image captioning based image retrieval model which can be used both via GUI and command line

InternGPT (iGPT) is an open source demo platform where you can easily showcase your AI models. Now it supports DragGAN, ChatGPT, ImageBind, multimodal chat like GPT-4, SAM, interactive image editin…