India's largest platform and marketplace for AI & Analytics leaders & professionals

Sign in

India's largest platform and marketplace for AI & Analytics leaders & professionals
Become a Thought Leader
Become a 3AI Member

Sign in

3AI Digital Library

< Go Back

Intelligent Device Data Monitoring

3AI September 6, 2020

Manufacturing conglomerate

Problem Statement

  • Over 10K monitoring devices generate data across site locations and different client, which is generating device log data minute by minute. All this is consolidated daily and must be standardized and pulled in for correlation with a very tight TAT
  • The existing process is a manual process and utilizes a very primitive Machine Learning conceptual approach. There is a very low accuracy and prone to many manual errors
  • A partial system for intelligent machine learning, standardization and scale up for all the devices and their data was built

Analytics Led Approach





  • Using apriori matching algorithm, which utilizes intelligent machine learning concepts for document matching and classification
  • Productizing this approach for scalability and work on multiple files, all simultaneously
  • High accuracy of the algorithm, to help match multiple lines of text using fuzzy matching and document frequency counts

Critical Success Factors

  • High accuracy of match and standardization, upto 100% in majority of cases
  • Quick TAT with scalable algo running 500K lines in less than 45 minutes
  • Ability to scale up with codes written in SAS and using intelligent priority based matching approach

    3AI Trending Articles

  • Way to make object-recognition models perform better

    Adding a module that mimics part of the brain can prevent common errors made by computer vision models. Computer vision models known as convolutional neural networks can be trained to recognize objects nearly as accurately as humans do. However, these models have one significant flaw: Very small changes to an image, which would be nearly […]

  • From Analytics to Gen AI: Understanding the AI & ML foundations of LLM’s

    Featured Article: Author: Nikhil Bimbrahw, Genpact From the moment we wake up, to the moment we go back to sleep, technology is everywhere. The highly digital life we live in and the development of our technological world has become the new normal. According to the International Telecommunication Union (ITU), almost 50% of the world’s population uses the […]

  • Upskilling into AI

    Featured Article: Author: Puneeth B C, Computer Vision Specialist, Airbus India AI has penetrated our lives in a way that sometimes we don’t even realize. Devices and applications we use, are becoming smarter every day. An AI system knows more than what we know of ourselves. It is faster and more accurate than us in […]

  • Establishing Effective Text Data with Sentiment Analysis

    Featured Article Author: Vinoth Nageshwaran, Business Insider Establishing effective text data frameworks with sentiment analysis is essential for organizations looking to derive meaningful insights from textual information. Sentiment analysis, a subset of natural language processing (NLP), involves identifying and categorizing opinions expressed in text to determine the sentiment behind them. This technique is invaluable for […]