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

Sign in

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

3AI Digital Library

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

  • A Framework for Analytics & AI Value Realization

    We’re living in times of a great data paradox. One side of the paradox is the explosive growth of data in and around us. Here are some facts reported in IDC’s Global Data Sphere to corroborate this: – 59 Zettabytes – total volume of data processed in the year 2020– 26% CAGR – the forecasted […]

  • RBI provides new set of guidelines for the Digital Banking and Payments ecosystem

    The master direction on digital payment security controls, released last week, casts a wide net. The skyrocketing of online transactions in the country—Covid-19 has provided no small impetus, with the amount transacted via UPI doubling in January 2021, at Rs 4.3 lakh crore, from lasts year’s Rs 2.1 lakh crore—calls for fortifying cybersecurity in the […]

  • CxOs’ guide to achieve “escape velocity” for NextGen approaches!

    Featured Article Author: Vivek Mahendra, Managing Partner, Vivikta Advisory Prelude This is an Enterprise Architect’s perspective on the approach to scale the NextGen Solutions (read, AI/Generative AI/LLMs/Deep Learning led business solutions). A part of the 3 Point-of-View Thought Leadership series, this article focuses on the two foundational aspects – Leadership Archetypes its impact and learnings […]

  • Role of Generative AI in the Realm of Generative AI

    Featured Article: Author: Ramana Kompally, Director – Data & Analytics, Cloudsufi Generative Artificial Intelligence (AI) has taken the world by storm and every organization is looking forward to having a pie in the cake and augmenting the portfolio. While a plethora of applications is being envisaged using Generative AI (Gen AI), there is one niche […]