20 Грудня, 2024
•
1 хв читання
Parcel Tracker
Parcel tracker – a complex software solution for carriers.
Goal
To develop a solution that would:
- Allow carriers to analyze, control, and keep records of parcels.
- Automate delivery tunnels.
- Facilitate opening new destinations.
- Reduce issues during transportation.
- Increase customer base and customer satisfaction.
Result
The software:
- Supports the described above features.
- Enables users to track parcel location via the web interface.
- Allows users to build workflow reports and metrics based on the collected data and display summarized information in graphs, tables, charts.
- Provides integration opportunities with external platforms (i.e., Splunk, self-developed interfaces, etc.) for further data analysis.
Technologies
- Splunk
- Hazelcast
- Python, Java, JavaScript
- Spring (Web, Security, Integration), Apache Mina, Apache Camel
- Tomcat
- MongoDB
- Jenkins, Ansible
AI Technologies
- deployment of AI Models using: triton nvidia server and tensorflow-serving
Goal: object detection and classification on images
- handling image by multi-model pipelines using python Flask application or DeepStream NVIDIA server
Goal: adaptation of ai-models results to business requirements
- implementation of interface to train ai-models using cloud services: Google VertexAI and Valohai
Goal: creating ai models to handle image by object detection or classification
- training with local environment: EfficientDet, EfficientNet and Yolov7 models
Goal: research and providing new ai models
- ai models optimization using: NVIDIA TensorRT and Intel OpenVino
Goal: improving execution time and decreasing resources usage
- implementation of models validator by PASCAL Visual Object Classes requirements
Goal: regular model accuracy assessment
- technical support for data analysis using Jupyter, Pandas, Plotly, MathPlotlib
Goal: data change assessment
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