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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