Massimilianogarzoni

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Social Computing Summary & Course Notes

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This document contains notes and summaries covering the content of the course Social Computing within the Artificial Intelligence Master at Utrecht University. It covers the following topics: - what's social computing - ethics - migration & migrants - social data & digital traces - social network analysis - nlp X social media - reality mining - digital surveys - agent-based modeling - urban computing - AI X social good

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  • Summary
  •  • 26 pages • 
  • by massimilianogarzoni • 
  • uploaded  22-11-2022
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Patter Recognition Summary & Course Notes

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This document contains notes and summaries covering the content of the course Pattern Recognition within the Artificial Intelligence Master at Utrecht University. It covers the following topics: - LMs for regression - LMs for classification 1&2 - intro to DL and NN - CNNs - RNNs

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  • Summary
  •  • 16 pages • 
  • by massimilianogarzoni • 
  • uploaded  22-11-2022
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Natural Language Generation Summary & Course Notes

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This document contains notes and summaries covering the content of the course Natural Language Generation within the Artificial Intelligence Master at Utrecht University. It is divided into two parts: Explainability and Fairness. It covers the following topics: - intro to nlg - nlg metrics and evaluation - commercial nlg - linguistics, pragmatics and the grecian maxims - REG algorithms

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  • Summary
  •  • 15 pages • 
  • by massimilianogarzoni • 
  • uploaded  22-11-2022
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Fairness in AI

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This document contains notes and summaries covering the content of the course Human-Centered Machine Learning within the Artificial Intelligence Master at Utrecht University. It covers the following topics: - intro to FAI - measuring fairness - interventions & making fair systems

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  • Summary
  •  • 11 pages • 
  • by massimilianogarzoni • 
  • uploaded  22-11-2022
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Explainable AI

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This document contains notes and summaries covering the content of the course Human-Centered Machine Learning within the Artificial Intelligence Master at Utrecht University. It covers the following topics: - intro to XAI - interpretable models - model agnostic interpretability methods - neural network interpretability

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  • Summary
  •  • 11 pages • 
  • by massimilianogarzoni • 
  • uploaded  22-11-2022
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Human-Centered Machine Learning Summary & Course Notes

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This document contains notes and summaries covering the content of the course Human-Centered Machine Learning within the Artificial Intelligence Master at Utrecht University. It is divided into two parts: Explainability and Fairness. It covers the following topics: - intro to XAI - interpretable models - model agnostic interpretability methods - neural network interpretability - intro to FAI - measuring fairness - interventions & making fair systems

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  • Summary
  •  • 22 pages • 
  • by massimilianogarzoni • 
  • uploaded  22-11-2022
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Cognitive Modeling Summary & Course Notes

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This document contains notes and summaries covering the content of the course Cognitive Modeling within the Artificial Intelligence Master at Utrecht University. This is the list of topics: - computational rationality - process modeling and neuroscience - machine learning 1: principles and applications - machine learning 2: biologically inspired learning - probabilistic models: compositional cognitive models - probabilistic reasoning: communication and probabilistic models of pragmatics -...

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  • Summary
  •  • 16 pages • 
  • by massimilianogarzoni • 
  • uploaded  22-11-2022
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Complete Summary of the course "Intelligent Agents"

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This is a complete summary of all the topics covered in the course "Intelligent Agents" in block 1 of the first year of the Master in Artificial Intelligence at Utrecht University. The topics covered are the following: - Agent architectures - Ontology description logics - Description logics reasoning - Resource description framework and web ontology language - Agents for privacy - Agents for collaborative privacy - Trust in agents and the beta reputation system - Referral systems -...

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  • Summary
  •  • 40 pages • 
  • by massimilianogarzoni • 
  • uploaded  05-11-2021
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