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Knowledge Extraction With Spark

Goal

Derive meaningful insights and knowledge from large volumes of text data.

Role

I developed a python and spark based tools to recognise, process and summarise untructured text data.

Capability

Highly customisable toolkit for rapid and high quality exploration of text patterns:

  • Profile unstructured text data by recognizing and quantifying either all text strings or user-defined ones.
  • Capture context variations around text patterns of interest
  • Conduct semantic grouping at scale to enhance clarity regarding patterns in text and improve the accuracy of conclusions.
  • Produce analytics-ready summarized data.

Tech Stack

Regex, Spark, Python, Big Data

FROM:

Polluted + unnecessarily dilluted view of text patterns

TO:

Contextual focus + meaningful relative scale

Year

2022

Filed Under: Data Pipelines

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