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74.419 Artificial Intelligence Individual Research Project Suggestions. Classification Problems. "Apples or Pears?" Classification with self-organizing neural networks; unsupervised learning "Amazon.com" Learning of correlated items in a data set (data mining with NNs) "The Why Project"
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74.419 Artificial IntelligenceIndividual Research ProjectSuggestions
Classification Problems • "Apples or Pears?" • Classification with self-organizing neural networks; unsupervised learning • "Amazon.com" • Learning of correlated items in a data set (data mining with NNs) • "The Why Project" • Extraction of causal/temporal relations in a data set (temporal data mining with NNs)
Sensor and Motor Problems • "Where are you?" • Binaural hearing for locating a sound source • "The Dancing Skeleton" • Transformation of music into dance, using a skeleton of connected limbs. • "Don't spill it!" • Pouring liquid from a container into a class (NNs; control problem; pole balancing)
Agents and Language • "Don't run into the wall, please." • Natural language interface for a toy car • "When is the next flight to Hawaii?" • Natural Language access to a data base (e.g. flight information at Winnipeg Airport) • "The Classroom Problem" • Agreement (decision making) in groups (with constraint satisfaction NNs)