~/talk

Daily run sheet is not daily manual work anymore

Talkat Logistics conference 2018 · on Saturday, 2018-11-24· [data-engineering, machine-learning]
links:none on file
slides:none on file

Describes an automated system for generating daily run sheets from messy Indian customer address free-text using a three-step algorithm: address structuring (custom cleaning and training because standard English NLP stopwords/tools aren’t sufficient), address identification via a trained model, and clustering of identified addresses to produce delivery groupings. Mentions practical challenges in cleaning/training address data and selecting algorithms for address identification before clustering.

AI-written summary · about

  1. 0:00Start
  2. 7:01Address Structuring-How?
  3. 13:53Named Entity Recognition
  4. 19:22Geo-coding Geocode
  5. 20:44Clustering
  6. 23:34Shoot your questions!
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