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16.410 Principles of Autonomy and Decision Making (MIT) 16.410 Principles of Autonomy and Decision Making (MIT)

Description

This course surveys a variety of reasoning, optimization, and decision-making methodologies for creating highly autonomous systems and decision support aids. The focus is on principles, algorithms, and their applications, taken from the disciplines of artificial intelligence and operations research. Reasoning paradigms include logic and deduction, heuristic and constraint-based search, model-based reasoning, planning and execution, reasoning under uncertainty, and machine learning. Optimization paradigms include linear, integer and dynamic programming. Decision-making paradigms include decision theoretic planning, and Markov decision processes. This course is offered both to undergraduate (16.410) students as a professional area undergraduate subject, in the field of aerospace information This course surveys a variety of reasoning, optimization, and decision-making methodologies for creating highly autonomous systems and decision support aids. The focus is on principles, algorithms, and their applications, taken from the disciplines of artificial intelligence and operations research. Reasoning paradigms include logic and deduction, heuristic and constraint-based search, model-based reasoning, planning and execution, reasoning under uncertainty, and machine learning. Optimization paradigms include linear, integer and dynamic programming. Decision-making paradigms include decision theoretic planning, and Markov decision processes. This course is offered both to undergraduate (16.410) students as a professional area undergraduate subject, in the field of aerospace information

Subjects

autonomy | autonomy | decision | decision | decision-making | decision-making | reasoning | reasoning | optimization | optimization | autonomous | autonomous | autonomous systems | autonomous systems | decision support | decision support | algorithms | algorithms | artificial intelligence | artificial intelligence | a.i. | a.i. | operations | operations | operations research | operations research | logic | logic | deduction | deduction | heuristic search | heuristic search | constraint-based search | constraint-based search | model-based reasoning | model-based reasoning | planning | planning | execution | execution | uncertainty | uncertainty | machine learning | machine learning | linear programming | linear programming | dynamic programming | dynamic programming | integer programming | integer programming | network optimization | network optimization | decision analysis | decision analysis | decision theoretic planning | decision theoretic planning | Markov decision process | Markov decision process | scheme | scheme | propositional logic | propositional logic | constraints | constraints | Markov processes | Markov processes | computational performance | computational performance | satisfaction | satisfaction | learning algorithms | learning algorithms | system state | system state | state | state | search treees | search treees | plan spaces | plan spaces | model theory | model theory | decision trees | decision trees | function approximators | function approximators | optimization algorithms | optimization algorithms | limitations | limitations | tradeoffs | tradeoffs | search and reasoning | search and reasoning | game tree search | game tree search | local stochastic search | local stochastic search | stochastic | stochastic | genetic algorithms | genetic algorithms | constraint satisfaction | constraint satisfaction | propositional inference | propositional inference | rule-based systems | rule-based systems | rule-based | rule-based | model-based diagnosis | model-based diagnosis | neural nets | neural nets | reinforcement learning | reinforcement learning | web-based | web-based | search trees | search trees

License

Content within individual OCW courses is (c) by the individual authors unless otherwise noted. MIT OpenCourseWare materials are licensed by the Massachusetts Institute of Technology under a Creative Commons License (Attribution-NonCommercial-ShareAlike). For further information see http://ocw.mit.edu/terms/index.htm

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16.410 Principles of Autonomy and Decision Making (MIT) 16.410 Principles of Autonomy and Decision Making (MIT)

Description

This course surveys a variety of reasoning, optimization, and decision-making methodologies for creating highly autonomous systems and decision support aids. The focus is on principles, algorithms, and their applications, taken from the disciplines of artificial intelligence and operations research. Reasoning paradigms include logic and deduction, heuristic and constraint-based search, model-based reasoning, planning and execution, reasoning under uncertainty, and machine learning. Optimization paradigms include linear, integer and dynamic programming. Decision-making paradigms include decision theoretic planning, and Markov decision processes. This course is offered both to undergraduate (16.410) students as a professional area undergraduate subject, in the field of aerospace information This course surveys a variety of reasoning, optimization, and decision-making methodologies for creating highly autonomous systems and decision support aids. The focus is on principles, algorithms, and their applications, taken from the disciplines of artificial intelligence and operations research. Reasoning paradigms include logic and deduction, heuristic and constraint-based search, model-based reasoning, planning and execution, reasoning under uncertainty, and machine learning. Optimization paradigms include linear, integer and dynamic programming. Decision-making paradigms include decision theoretic planning, and Markov decision processes. This course is offered both to undergraduate (16.410) students as a professional area undergraduate subject, in the field of aerospace information

Subjects

autonomy | autonomy | decision | decision | decision-making | decision-making | reasoning | reasoning | optimization | optimization | autonomous | autonomous | autonomous systems | autonomous systems | decision support | decision support | algorithms | algorithms | artificial intelligence | artificial intelligence | a.i. | a.i. | operations | operations | operations research | operations research | logic | logic | deduction | deduction | heuristic search | heuristic search | constraint-based search | constraint-based search | model-based reasoning | model-based reasoning | planning | planning | execution | execution | uncertainty | uncertainty | machine learning | machine learning | linear programming | linear programming | dynamic programming | dynamic programming | integer programming | integer programming | network optimization | network optimization | decision analysis | decision analysis | decision theoretic planning | decision theoretic planning | Markov decision process | Markov decision process | scheme | scheme | propositional logic | propositional logic | constraints | constraints | Markov processes | Markov processes | computational performance | computational performance | satisfaction | satisfaction | learning algorithms | learning algorithms | system state | system state | state | state | search treees | search treees | plan spaces | plan spaces | model theory | model theory | decision trees | decision trees | function approximators | function approximators | optimization algorithms | optimization algorithms | limitations | limitations | tradeoffs | tradeoffs | search and reasoning | search and reasoning | game tree search | game tree search | local stochastic search | local stochastic search | stochastic | stochastic | genetic algorithms | genetic algorithms | constraint satisfaction | constraint satisfaction | propositional inference | propositional inference | rule-based systems | rule-based systems | rule-based | rule-based | model-based diagnosis | model-based diagnosis | neural nets | neural nets | reinforcement learning | reinforcement learning | web-based | web-based | search trees | search trees

License

Content within individual OCW courses is (c) by the individual authors unless otherwise noted. MIT OpenCourseWare materials are licensed by the Massachusetts Institute of Technology under a Creative Commons License (Attribution-NonCommercial-ShareAlike). For further information see http://ocw.mit.edu/terms/index.htm

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17.914 International Politics in the New Century - via Simulation, Interactive Gaming, and 'Edutainment' (MIT) 17.914 International Politics in the New Century - via Simulation, Interactive Gaming, and 'Edutainment' (MIT)

Description

This workshop is designed to introduce students to different perspectives on politics and the state of the world through new visualization techniques and approaches to interactive political gaming (and selective 'edutainment'). Specifically, we shall explore applications of interactive tools (such as video and web-based games, blogs or simulations) to examine critical challenges in international politics of the 21C century focusing specifically on general insights and specific understandings generated by operational uses of core concepts in political science. This workshop is designed to introduce students to different perspectives on politics and the state of the world through new visualization techniques and approaches to interactive political gaming (and selective 'edutainment'). Specifically, we shall explore applications of interactive tools (such as video and web-based games, blogs or simulations) to examine critical challenges in international politics of the 21C century focusing specifically on general insights and specific understandings generated by operational uses of core concepts in political science.

Subjects

Workshop | Workshop | political science | political science | politics | politics | world | world | visualization | visualization | techniques | techniques | interactive | interactive | gaming | gaming | edutainment | edutainment | interactive tools | interactive tools | video | video | web-based games | web-based games | blogs | blogs | simulations | simulations | international | international | twenty-first century | twenty-first century

License

Content within individual OCW courses is (c) by the individual authors unless otherwise noted. MIT OpenCourseWare materials are licensed by the Massachusetts Institute of Technology under a Creative Commons License (Attribution-NonCommercial-ShareAlike). For further information see http://ocw.mit.edu/terms/index.htm

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MAS.878 Special Topics in Multimedia Production: Experiences in Interactive Art (MIT) MAS.878 Special Topics in Multimedia Production: Experiences in Interactive Art (MIT)

Description

This class deals with interactive art. Visiting artists will discuss their work from a theoretical and practical perspective. Discussions of the history of interactive digital art and contemporary issues in the field will take place. Students will develop an interactive art project for a final exhibition or submit a short paper. This class deals with interactive art. Visiting artists will discuss their work from a theoretical and practical perspective. Discussions of the history of interactive digital art and contemporary issues in the field will take place. Students will develop an interactive art project for a final exhibition or submit a short paper.

Subjects

interactive art | interactive art | digital media | digital media | modern art | modern art | media | media | representation | representation | personal narrative | personal narrative | cinema | cinema | web-based art | web-based art | multimedia | multimedia | temporal art | temporal art | mobile art | mobile art

License

Content within individual OCW courses is (c) by the individual authors unless otherwise noted. MIT OpenCourseWare materials are licensed by the Massachusetts Institute of Technology under a Creative Commons License (Attribution-NonCommercial-ShareAlike). For further information see http://ocw.mit.edu/terms/index.htm

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21W.780 Communicating in Technical Organizations (MIT) 21W.780 Communicating in Technical Organizations (MIT)

Description

This course focuses on an exploration of the role that communication plays in the work of the contemporary engineering and science professional. Emphasis is placed on analyzing how composition and publication contribute to work management and knowledge production, as well as the "how-to" aspects of writing specific kinds of documents in a clear style. Topics include: communication as organizational process, electronic modes such as e-mail and the Internet, the informational and social roles of specific document forms, writing as collaboration, the writing process, the elements of style, methods of oral presentation, and communication ethics. Case studies used as the basis for class discussion and some writing assignments. Several short documents, a longer report or article, and a This course focuses on an exploration of the role that communication plays in the work of the contemporary engineering and science professional. Emphasis is placed on analyzing how composition and publication contribute to work management and knowledge production, as well as the "how-to" aspects of writing specific kinds of documents in a clear style. Topics include: communication as organizational process, electronic modes such as e-mail and the Internet, the informational and social roles of specific document forms, writing as collaboration, the writing process, the elements of style, methods of oral presentation, and communication ethics. Case studies used as the basis for class discussion and some writing assignments. Several short documents, a longer report or article, and a

Subjects

Communicating; Technical;Organizations | Communicating; Technical;Organizations | document | document | abstracts | abstracts | executive | executive | summaries | summaries | memos | memos | proposals | proposals | progress | progress | reports | reports | PowerPoint | PowerPoint | Web | Web | poster | poster | writing | writing | Communicating | Communicating | Technical | Technical | Organizations | Organizations | engineering professionals | engineering professionals | science professionals | science professionals | composition | composition | publication | publication | work management | work management | knowledge production | knowledge production | technical writing | technical writing | organizational process | organizational process | electronic communication | electronic communication | electronic mail | electronic mail | e-mail | e-mail | internet | internet | intranet | intranet | informational roles | informational roles | social roles | social roles | collaboration | collaboration | writing process | writing process | elements of style | elements of style | oral presentation | oral presentation | communication ethics | communication ethics | communicating technical information | communicating technical information | web-based media | web-based media | video | video | teleconferencing | teleconferencing | document types | document types | executive summaries | executive summaries | technical memos | technical memos | progress reports | progress reports | final reports | final reports | oral reports | oral reports

License

Content within individual OCW courses is (c) by the individual authors unless otherwise noted. MIT OpenCourseWare materials are licensed by the Massachusetts Institute of Technology under a Creative Commons License (Attribution-NonCommercial-ShareAlike). For further information see http://ocw.mit.edu/terms/index.htm

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21W.780 Communicating in Technical Organizations (MIT)

Description

This course focuses on an exploration of the role that communication plays in the work of the contemporary engineering and science professional. Emphasis is placed on analyzing how composition and publication contribute to work management and knowledge production, as well as the "how-to" aspects of writing specific kinds of documents in a clear style. Topics include: communication as organizational process, electronic modes such as e-mail and the Internet, the informational and social roles of specific document forms, writing as collaboration, the writing process, the elements of style, methods of oral presentation, and communication ethics. Case studies used as the basis for class discussion and some writing assignments. Several short documents, a longer report or article, and a short o

Subjects

Communicating; Technical;Organizations | document | abstracts | executive | summaries | memos | proposals | progress | reports | PowerPoint | Web | poster | writing | Communicating | Technical | Organizations | engineering professionals | science professionals | composition | publication | work management | knowledge production | technical writing | organizational process | electronic communication | electronic mail | e-mail | internet | intranet | informational roles | social roles | collaboration | writing process | elements of style | oral presentation | communication ethics | communicating technical information | web-based media | video | teleconferencing | document types | executive summaries | technical memos | progress reports | final reports | oral reports

License

Content within individual OCW courses is (c) by the individual authors unless otherwise noted. MIT OpenCourseWare materials are licensed by the Massachusetts Institute of Technology under a Creative Commons License (Attribution-NonCommercial-ShareAlike). For further information see http://ocw.mit.edu/terms/index.htm

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Supporting Distance Learners

Description

This is a set of course materials intended for tutors in blended learning or fully online programmes. It takes readers reflectively through what it means to support learners in e-learning environments of a variety of kinds –both at a distance, and in conventional contact tuition environments that are web supported. The materials have been designed for learning in developing contexts in which bandwidth is often a challenge.

Subjects

ukoer learner support tutors distance education e-learning web 2.0 constructivism distance learning facilitating asynchronous learning learner support lifelong distance learner mobile learning online learning open learning social presence tutorial using synchronous communication tools web conferencing web-based learning | Computer science | I100

License

Attribution-Noncommercial-Share Alike 2.0 UK: England & Wales Attribution-Noncommercial-Share Alike 2.0 UK: England & Wales http://creativecommons.org/licenses/by-nc-sa/2.0/uk/ http://creativecommons.org/licenses/by-nc-sa/2.0/uk/

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16.410 Principles of Autonomy and Decision Making (MIT)

Description

This course surveys a variety of reasoning, optimization, and decision-making methodologies for creating highly autonomous systems and decision support aids. The focus is on principles, algorithms, and their applications, taken from the disciplines of artificial intelligence and operations research. Reasoning paradigms include logic and deduction, heuristic and constraint-based search, model-based reasoning, planning and execution, reasoning under uncertainty, and machine learning. Optimization paradigms include linear, integer and dynamic programming. Decision-making paradigms include decision theoretic planning, and Markov decision processes. This course is offered both to undergraduate (16.410) students as a professional area undergraduate subject, in the field of aerospace information

Subjects

autonomy | decision | decision-making | reasoning | optimization | autonomous | autonomous systems | decision support | algorithms | artificial intelligence | a.i. | operations | operations research | logic | deduction | heuristic search | constraint-based search | model-based reasoning | planning | execution | uncertainty | machine learning | linear programming | dynamic programming | integer programming | network optimization | decision analysis | decision theoretic planning | Markov decision process | scheme | propositional logic | constraints | Markov processes | computational performance | satisfaction | learning algorithms | system state | state | search treees | plan spaces | model theory | decision trees | function approximators | optimization algorithms | limitations | tradeoffs | search and reasoning | game tree search | local stochastic search | stochastic | genetic algorithms | constraint satisfaction | propositional inference | rule-based systems | rule-based | model-based diagnosis | neural nets | reinforcement learning | web-based | search trees

License

Content within individual OCW courses is (c) by the individual authors unless otherwise noted. MIT OpenCourseWare materials are licensed by the Massachusetts Institute of Technology under a Creative Commons License (Attribution-NonCommercial-ShareAlike). For further information see https://ocw.mit.edu/terms/index.htm

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Attribution

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16.410 Principles of Autonomy and Decision Making (MIT)

Description

This course surveys a variety of reasoning, optimization, and decision-making methodologies for creating highly autonomous systems and decision support aids. The focus is on principles, algorithms, and their applications, taken from the disciplines of artificial intelligence and operations research. Reasoning paradigms include logic and deduction, heuristic and constraint-based search, model-based reasoning, planning and execution, reasoning under uncertainty, and machine learning. Optimization paradigms include linear, integer and dynamic programming. Decision-making paradigms include decision theoretic planning, and Markov decision processes. This course is offered both to undergraduate (16.410) students as a professional area undergraduate subject, in the field of aerospace information

Subjects

autonomy | decision | decision-making | reasoning | optimization | autonomous | autonomous systems | decision support | algorithms | artificial intelligence | a.i. | operations | operations research | logic | deduction | heuristic search | constraint-based search | model-based reasoning | planning | execution | uncertainty | machine learning | linear programming | dynamic programming | integer programming | network optimization | decision analysis | decision theoretic planning | Markov decision process | scheme | propositional logic | constraints | Markov processes | computational performance | satisfaction | learning algorithms | system state | state | search treees | plan spaces | model theory | decision trees | function approximators | optimization algorithms | limitations | tradeoffs | search and reasoning | game tree search | local stochastic search | stochastic | genetic algorithms | constraint satisfaction | propositional inference | rule-based systems | rule-based | model-based diagnosis | neural nets | reinforcement learning | web-based | search trees

License

Content within individual OCW courses is (c) by the individual authors unless otherwise noted. MIT OpenCourseWare materials are licensed by the Massachusetts Institute of Technology under a Creative Commons License (Attribution-NonCommercial-ShareAlike). For further information see https://ocw.mit.edu/terms/index.htm

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Attribution

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MAS.878 Special Topics in Multimedia Production: Experiences in Interactive Art (MIT)

Description

This class deals with interactive art. Visiting artists will discuss their work from a theoretical and practical perspective. Discussions of the history of interactive digital art and contemporary issues in the field will take place. Students will develop an interactive art project for a final exhibition or submit a short paper.

Subjects

interactive art | digital media | modern art | media | representation | personal narrative | cinema | web-based art | multimedia | temporal art | mobile art

License

Content within individual OCW courses is (c) by the individual authors unless otherwise noted. MIT OpenCourseWare materials are licensed by the Massachusetts Institute of Technology under a Creative Commons License (Attribution-NonCommercial-ShareAlike). For further information see https://ocw.mit.edu/terms/index.htm

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21W.780 Communicating in Technical Organizations (MIT)

Description

This course focuses on an exploration of the role that communication plays in the work of the contemporary engineering and science professional. Emphasis is placed on analyzing how composition and publication contribute to work management and knowledge production, as well as the "how-to" aspects of writing specific kinds of documents in a clear style. Topics include: communication as organizational process, electronic modes such as e-mail and the Internet, the informational and social roles of specific document forms, writing as collaboration, the writing process, the elements of style, methods of oral presentation, and communication ethics. Case studies used as the basis for class discussion and some writing assignments. Several short documents, a longer report or article, and a

Subjects

Communicating; Technical;Organizations | document | abstracts | executive | summaries | memos | proposals | progress | reports | PowerPoint | Web | poster | writing | Communicating | Technical | Organizations | engineering professionals | science professionals | composition | publication | work management | knowledge production | technical writing | organizational process | electronic communication | electronic mail | e-mail | internet | intranet | informational roles | social roles | collaboration | writing process | elements of style | oral presentation | communication ethics | communicating technical information | web-based media | video | teleconferencing | document types | executive summaries | technical memos | progress reports | final reports | oral reports

License

Content within individual OCW courses is (c) by the individual authors unless otherwise noted. MIT OpenCourseWare materials are licensed by the Massachusetts Institute of Technology under a Creative Commons License (Attribution-NonCommercial-ShareAlike). For further information see https://ocw.mit.edu/terms/index.htm

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17.914 International Politics in the New Century - via Simulation, Interactive Gaming, and 'Edutainment' (MIT)

Description

This workshop is designed to introduce students to different perspectives on politics and the state of the world through new visualization techniques and approaches to interactive political gaming (and selective 'edutainment'). Specifically, we shall explore applications of interactive tools (such as video and web-based games, blogs or simulations) to examine critical challenges in international politics of the 21C century focusing specifically on general insights and specific understandings generated by operational uses of core concepts in political science.

Subjects

Workshop | political science | politics | world | visualization | techniques | interactive | gaming | edutainment | interactive tools | video | web-based games | blogs | simulations | international | twenty-first century

License

Content within individual OCW courses is (c) by the individual authors unless otherwise noted. MIT OpenCourseWare materials are licensed by the Massachusetts Institute of Technology under a Creative Commons License (Attribution-NonCommercial-ShareAlike). For further information see https://ocw.mit.edu/terms/index.htm

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