miu Production ai Platform
ABOUT
Miu is a serverless MLops platform for AI engieers to quickly deploy and intergrate their AI models with the applications, on a large scale, distributed cloud system. Specially designed for applying AI in streaming applications, Miu can be used for image, video and audio processing with AI engines, allow creating complex, dynamic process graph, while maintain the high performance, low latency and high throughout, support scaling from zero to large cluster based on demand.
Scope of Work
- Design and implement the MLOps platform that allows AI Engineers to define and deploy AI engines as serverless Python functions.
- The platform must allow users to define complex processing DAGs that is composed of multiple AI engines.
- Manage the user sessions, with status, input and outputs - Manage the usage, and apply a limit for each user.
CHATBOT
ai
UI/UX DESIGN
MLOPS
PROCESSING
PYTHON
DAGS
REAL-TIME FACE DETECTION FOR WEB VIDEO CALL AR APPLICATION
Technologies
- Face and facial landmark detection model: Pyroch, ONNX
- Process WebRTC live video stream
- Application: FastAPI, MongoDB, React
- Cloud: K8S, AWS
- Monitoring: Grafana, Loki, Tempo
- Built with Miu Platform
Development Time
3 months
Team Size
9 (1 PM, 1 Tech Lead, 3 Developers, 1 DevOps, 3 AI)
Scope of Work
- Implement a real-time face detection and landmark estimation on live video stream from WebCam
- Real-time processing on server side, and stream live video to the client via WebRTC. This allow applications that have server-to-client video processing on server.
- Apply AR decoration to the face and display on React app.
AUTONOMOUS MOBILE ROBOT PLATFORM (AMR/AGV)
About Client
Our client approached us with the vision of creating a revolutionary line-free AMR platform to optimize their internal logistics and increase efficiency in their operations. The primary objectives of the project were to design a robust and adaptable AMR/AGV system capable of:
- Navigating Without Magnetic Lines: We embraced the challenge of developing an adva nced solution that could move autonomously without the need for such markers.
- Utilizing LIDAR Sensors: To ensure reliable obstacle detection and accurate mapping, our team incorporated LIDAR (Light Detection and Ranging) sensors into the AMR platform.
- Following Pre-set Itineraries: The AMR was programmed to follow predefined routes and efficiently adapt to Changes in the environment while avoiding obstacles.
Team Size
8 (1 PM, 2 Tech Lead, 5 Developers)
Support Coverage
- System Design and Architecture
- Software Development
- Sensor Integration
- Navigation Algorithms
- Monitoring Software
Improving Overall Equipment Effectiveness
ABOUT CLIENT
Our client, a leading Japanese plastic molding company, operated a large-scale manufacturing facility with over 200 plastic molding machines from various manufacturers like Sumitomo and JSW. They faced difficulties in managing and optimizing their production processes due to the lack of data insights and automation, including:
- Diverse Machine Models: This diversity made it challenging to establish a unified data collection process.
- Manual Data Recording: The client relied on manual data recording, resulting in errors, inefficiencies, and an inability to track real-time performance metrics.
- Lack of Real-time Reports: It prevented the client from promptly identifying production issues, leading to delays in resolving problems.
- No Connection to ERP and MES: This hindered seamless data flow and optimization.
SCOPE OF WORK
Our team analyzed the client's pain points and devised a comprehensive solution leveraging IoT technologies to address their challenges:
- IoT Device Integration
- Data Aggregation and Analytics
- Real-time Monitoring and Reporting
- ERP and MES Integration
FACEGreenUp P2P Blockchain Platform
About
GreenUp is an energy consulting firm aiming to transform how businesses and homeowners approach energy consumption. GreenUp approached us with the vision of creating a P2P energy platform to optimize the challenges of high energy costs, insufficient usage, and the pressing need for eco-friendly practices.
Scope of Work
- Design and implement and IoT application run on dongle, interact with Smart Meter, automatic energy trading based on user preferences.
- P2P energy platform using blockchain technology of Hyperledger Iroha2
- Integration: Software module will run at each teller counter’s PC to manage queuing line and call the client
- Dashboard & Web portal for Customers/Utilities: Software module to centralized manage all information displayed in TV screens at branch.