ICS 491 Special Topics - Big Data Analytics
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Modules
Feature Engineering
Module:
Feature Engineering
What features to use for what data?
Learning Outcomes
Understand what features to use
You understand
what are features and how they affect the analysis
what are the common features for text data
what are the common features for audio data
what are the common features for video data
Readings
tf-idf & the Vector Space Model
Slides
Distributed Word Representations
Slides
Ranking of Search Engines
Text Search
Preprocessing Text Data
Feature Extraction
Preprocessing Audio Data
Feature Extraction
Preprocessing Image Data
Feature Extraction