Frameworks¶
Principles to Products¶
Shakir Mohammed
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Applications 
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Assistive Tech. 
- Advanced Science
- Climate and Energy
- Healthcare
- Fairness and Safety
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Autonomous Systems 
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Reasoning 
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Planning 
- Explanation
- Rapid Learning
- World Simulation
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Objects and Relations 
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Information 
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Uncertainty 
- Information Gain
- Causality
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Prediction 
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Principles 
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Probability Theory 
- Bayesian Analysis
- Hypothesis Testing
- Estimation Theory
- Asymptotics