SlideShare a Scribd company logo
data science program
Welocalize
welocalize.com
SMART RESOURCING
Pilot Project
welocalize.com
How can we apply NLP and machine learning to content?
ANALYSING SOURCE
CONTENTDo reading level, source grammar
errors, or terminology density correlate
with errors?
DATAMINING QUERIES
Can we detect relationships between
content and queries?
PREDICTING ERRORS
Can we design models based on past
errors to identify at-risk segments?
SEGMENT LEVEL PREDICTIONS

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Datafication of translation (Welocalize)