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ML model for detecting contamination

Machine learning model for detecting contamination levels in tanks at manufacturing facilities

ML model for detecting contamination
    • North America
    • Manufacturing and energy
    • ML model
    • ML Engineering / Computer Vision
  • The goal of this project was to develop a machine learning model capable of detecting dirt in a reservoir and determining its quantity relative to the total volume. The model was trained using manually labeled data featuring reservoirs with varying amounts of dirt
  • The model was successfully implemented in production and deployed on the client's server. The solution allowed for real-time monitoring of the reservoir's condition, calculating the amount of dirt present, and determining its overall percentage. With an accuracy rate of 84%, the model enabled near-complete automation in tracking reservoir contamination, as well as the setup of an automatic alert system on the terminal for the addition of cleaning agents to the water
  • .Python

  • .Azure

  • .Apache

  • .OpenCV

  • .numpy PyTorch

Do you have an idea?

We will create an ML model to solve your business challenges

Results of model development

  • #01

    Detection of contamination levels

    We developed an ML model to determine the amount of dirt in production tanks

  • #02

    Model accuracy is 84%

    The high quality of the model significantly saves staff time and reduces the likelihood of unforeseen situations

Technologies

Python

Azure

Apache

OpenCV

numpy PyTorch

Development process

In Ifortex we have a cohesive team of professionals across various IT fields, enabling us to handle projects end-to-end without needing external specialists. No matter how complex the project is, all you need to provide is the idea — Ifortex will take care of everything else.

  • 01

    Contact us

    We will assess your needs and propose the optimal technical solution to implement them.

  • 02

    Requirements Gathering and Business Analysis

    Our business analysts will gather all the details of the upcoming project and create a scope of tasks for the technical team.

  • 03

    Budget Estimation and Coordination

    In Ifortex we ensure that our final budget estimates are both clear and transparent. We provide a detailed breakdown of how each ruble of your budget will be allocated. The project is structured into a comprehensive set of tasks and subtasks, each of them is estimated in terms of hours with fixed pricing depending on the specialist performing the work.

  • 04

    Development

    Whether it's a web or mobile application, Ifortex will always recommend the optimal tech stack for your idea or professionally implement your technical vision of the project.

  • 05

    Testing

    Strong team of AQA and QA professionals will ensure the stability and reliability of your application.

  • 06

    Production Deployment

    Our DevOps specialists will deploy your project on the server and help you choose the optimal hardware configuration based on your load.

  • 07

    Project Support

    If needed we are ready to provide long-term support for your solution. Also we offer a warranty period during which any discovered issues or bugs will be fixed completely free of charge.

ML model for detecting contamination

Machine learning model for detecting contamination levels in tanks at manufacturing facilities

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