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smart-india-hackathon's Introduction

Cereal Killers (Smart India Hackathon)

Department of National Crime Records Bureau

Problem SK123

Problem Statement

Artificial Intelligence (Al) and Machine Learning solutions for Police functions like Identity Resolution on disjoined databases, Natural Language Processing over Indian Languages, Speech to Text converters in Indian Languages and more.

Existing Complications

  • Using recorded clips from investigation for future referencing
  • Improper Communication due to Language Barrier
  • Unable to comprehend the report written in FIR
  • Lack of sophisticated Identity Resolution technique on disjoined databases

Solutions proposed

  • Using a high accuracy Voice To Text conversion model to maintain a Text Document
    • Allows for easy search through the whole transcript
    • Using NLP in Indian Languages for better acknowledgement of context
  • Updated Framework for better Identity Resolution

API's used

  1. Google Transcibe
  2. Google Translate

Tech Stack

  • JavaScript
    • React Native
    • Electron
    • NodeJS
  • Python
    • Scikit Learn
    • TextBlob
    • indic_nlp_library
  • Tools
    • Talend | Informatica

References

Jiexun LiAlan G. Wang 's Research paper on Identity Resolution

smart-india-hackathon's People

Contributors

narayanaio avatar preetamkamal avatar

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