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public:t-719-nxai:nxai-25:lecture_notes [2025/04/23 13:55] – [W1] thorissonpublic:t-719-nxai:nxai-25:lecture_notes [2025/04/27 15:40] (current) – [---------- WEEK 1 ----------] thorisson
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-==== T-719-NXAI-2025 ====+====== T-719-NXAI-2025 ======
 ===== Study Plan ===== ===== Study Plan =====
  
-READ THIS! : Each day follows a structured plan, starting at 10 am and proceeding for two hours (with one or two breaks), consisting of a mixture of teacher lectures and Q&A. After lunch students spend 1.5 hours reading two (and sometimes three) papers back-to-back, to prepare for the following discussion session. Discussion sessions are typically one hour long and are based primarily on student questions, often follwing a Q-and-A format. As the course progresses, material from prior sessions will be unified with new content -- following the program is essential to not fall behind and be able to follow the discussions in full. +READ THIS! : Each day follows a structured plan, starting at 10 am (except for the first day - see below table) and proceeding for two hours (with one or two breaks), consisting of a mixture of teacher lectures and Q&A. After lunch students spend 1.5 hours reading two (and sometimes three) papers back-to-back, to prepare for the following discussion session. Discussion sessions are typically one hour long and are based primarily on student questions, often follwing a Q-and-A format. As the course progresses, material from prior sessions will be unified with new content -- following the program is essential to not fall behind and be able to follow the discussions in full.  
 + 
 +\\
  
 ===== Links to Thórisson's Lecture Notes ===== ===== Links to Thórisson's Lecture Notes =====
  
-====W1==== +\\ 
-    * **D1** 10-12: [[/public:T-719-NXAI:NXAI-25:Intelligence|GENERAL INTELLIGENCE]] + 
-      * Key concepts: //Goals, Behaviors, Generality, Cognition, Perception, Classification// +==== ---------- WEEK 1 ---------- ==== 
-    * D1 13:00-14:30: Read papers +===W1 Day 1 (Apr.28)=== 
-    * D1 14:30-15:30: Discussion +    * 9:00-10:40: [[/public:T-719-NXAI:NXAI-25:Intelligence|GENERAL INTELLIGENCE]] 
-    * **D2** 10-12: [[/public:T-719-NXAI:NXAI-25:Empirical-Reasoning|EMPIRICAL REASONING]]+      * Key concepts: //Goals, Behaviors, Cognition, Perception, Classification// 
 +    * 13:00-14:30: Read assigned papers 
 +    * 14:30-15:30: Discussion 
 + 
 +===W1 Day 2 (Apr.29)=== 
 +    * 10:00-11:40: [[/public:T-719-NXAI:NXAI-25:Empirical-Reasoning|EMPIRICAL REASONING]]
       * Key concepts: //Reasoning, Causality, Non-Axiomatic Logic, Defeasibility//       * Key concepts: //Reasoning, Causality, Non-Axiomatic Logic, Defeasibility//
-    * D2 13:00-14:30: Read papers +    * 13:00-14:30: Read papers 
-    * D2 14:30-15:30: Discussion +    * 14:30-15:30: Discussion 
-    * **D3** 10-12: [[/public:T-719-NXAI:NXAI-25:Cumulative-Larning|CUMULATIVE LEARNING]] + 
-      * Key concepts: //Reinforcement learning, learning by observation, cumulative learning// +===W1 Day 3 (Apr.30)=== 
-    * D3 13:00-14:30: Read papers +    * 10:00-11:40: [[/public:T-719-NXAI:NXAI-25:Cumulative-Larning|CUMULATIVE LEARNING]] 
-    * D3 14:30-15:30: Discussion +      * Key concepts: //Types of learning, reasoning-based learning, generality// 
-    * **D4** 10-12: [[/public:T-719-NXAI:NXAI-25:Autonomy|AUTONOMY]]+    * 13:00-14:30: Read assigned papers 
 +    * 14:30-15:30: Discussion 
 + 
 +===W1 Day 4 (May 2)=== 
 +    * 10:00-11:40:  [[/public:T-719-NXAI:NXAI-25:Autonomy|AUTONOMY]]
       * Key concepts: //Autonomy, Control, Reflection, Generality//       * Key concepts: //Autonomy, Control, Reflection, Generality//
-    * D4 13:00-14:30: Read papers +    * 13:00-14:30: Read assigned papers 
-    * D4 14:30-15:30: Discussion+    * 14:30-15:30: Discussion 
 + 
 +\\ 
 + 
 + 
 +==== ---------- WEEK 2 ---------- ==== 
 + 
 +=== W2 Day 1 (May 5)===
     * **D5** 10-12: [[/public:T-719-NXAI:NXAI-25:Summary|TYING IT ALL TOGETHER]]     * **D5** 10-12: [[/public:T-719-NXAI:NXAI-25:Summary|TYING IT ALL TOGETHER]]
       * Key concepts: //Everything from this week//       * Key concepts: //Everything from this week//
-    * D5 13:00-14:30: Read papers +    * 13:00-14:30: Read assigned papers 
-    * D5 14:30-15:30: Discussion+    * 14:30-15:30: Discussion 
 +    *  
 +=== W2 Day 2 (May 6)=== 
 +    * 10:00-11:40: [[/public:T-719-NXAI:NXAI-25:symbols-models-causality|SYMBOLS, MODELS, CAUSALITY]] 
 +      * Key concepts: //Cognitive Processes, Symbols vs. Concepts, Cumulative Modeling// 
 +    * 13:00-14:30: Read assigned papers 
 +    * 14:30-15:30: Discussion
  
-====W2====+=== W2 Day 3 (May 7)=== 
 +    * 10:00-11:40: [[/public:T-719-NXAI:NXAI-25:meaning|MEANING & UNDERSTANDING]] 
 +      * Key concepts: //Meaning, Situatedness, Grounding, Explanation, Understanding// 
 +    * 13:00-14:30: Read assigned papers 
 +    * 14:30-15:30: Discussion
  
-    * **D1** 10-12: [[/public:T-719-NXAI:NXAI-25:symbols-models-causality|SYMBOLS, MODELS, CAUSALITY]] +=== W2 Day 4 (May 8)=== 
-      * Key concepts: //Cognitive Processes, Symbols vs. Concepts, Cumulative Modeling// +    * 10:00-11:40: [[/public:T-719-NXAI:NXAI-25:Architectures|ARCHITECTURES]]
-    * D1 13:00-14:30: Read papers +
-    * D1 14:30-15:30: Discussion +
-    * **D2** 10-12: [[/public:T-719-NXAI:NXAI-25:meaning|MEANING]] +
-      * Key concepts: //Meaning, Situatedness, Grounding, Seed-Programmed Self-Guided Learning// +
-    * D2 13:00-14:30: Read papers +
-    * D2 14:30-15:30: Discussion +
-    * **D3** 10-12: [[/public:T-719-NXAI:NXAI-25:Understanding|UNDERSTANDING]] +
-      * Key concepts: //Understanding, Explanation, Curiosity, Creativity// +
-    * D3 13:00-14:30: Read papers +
-    * D3 14:30-15:30: Discussion +
-    * **D4** 10-12: [[/public:T-719-NXAI:NXAI-25:Architectures|ARCHITECTURES]]+
       * Key concepts: //Cognitive Architecture, Control, Classification, Generality//       * Key concepts: //Cognitive Architecture, Control, Classification, Generality//
-    * D4 13:00-14:30: Read papers +    * 13:00-14:30: Read assigned papers 
-    * D4 14:30-15:30: Discussion +    * 14:30-15:30: Discussion 
-    * **D5** 10-12: [[/public:T-719-NXAI:NXAI-25:Summary|TYING IT ALL TOGETHER]]+ 
 +=== W2 Day 5 (May 9)=== 
 +    * 10:00-11:40: [[/public:T-719-NXAI:NXAI-25:Summary|TYING IT ALL TOGETHER]]
       * Key concepts: //Everything from this week//       * Key concepts: //Everything from this week//
-    * D5 13:00-14:30: Read papers +    * 13:00-14:30: Read assigned papers 
-    * D5 14:30-15:30: Discussion+    * 14:30-15:30: Discussion
  
-====W3====+\\
  
-    * **D1** 10-12: TBD + 
-      * [[/public:T-719-NXAI:NXAI-25:tbd|tbd]] +==== ---------- WEEK 3 ----------==== 
-      * Key concepts: //Goals, Behaviors, Generality, Cognition, Perception, Classification// + 
-    * D1 13:00-14:30: Read papers +=== W3 Day 1 (May 12)=== 
-    * D1 14:30-15:30: Discussion +    * 10:00-11:40: [[/public:T-719-NXAI:NXAI-25:tbd|tbd]]
-    * **D2** 10-12: [[/public:T-719-NXAI:NXAI-25:tbd|tbd]]+
       * Key concepts: //tbd//       * Key concepts: //tbd//
-    * D2 13:00-14:30: Read papers +    * 13:00-14:30: Read assigned papers 
-    * D2 14:30-15:30: Discussion +    * 14:30-15:30: Discussion 
-    * **D3** 10-12: [[/public:T-719-NXAI:NXAI-25:tbd|tbd]]+ 
 +=== W3 Day 2(May 13)=== 
 +    * 10:00-11:40: [[/public:T-719-NXAI:NXAI-25:tbd|tbd]]
       * Key concepts: //tbd//       * Key concepts: //tbd//
-    * D3 13:00-14:30: Read papers +    * 13:00-15:30: Work on projects
-    * D3 14:30-15:30: Discussion +
-    * **D4** 10-12: [[/public:T-719-NXAI:NXAI-25:tbd|tbd]] +
-      * Key concepts: //// +
-    * D4 13:00-14:30: Read papers +
-    * D4 14:30-15:30: Discussion +
-    * **D5** 10-12: [[/public:T-719-NXAI:NXAI-25:Summary|TYING IT ALL TOGETHER]] +
-      * Key concepts: //Everything from this week// +
-    * D5 13:00-14:30: Read papers +
-    * D5 14:30-15:30: Discussion+
  
 +=== W3 Day 3 (May 14)===
 +    * 10:00-11:40: [[/public:T-719-NXAI:NXAI-25:tbd|tbd]]
 +      * Key concepts: //tbd//
 +    * 13:00-15:30: Work on projects
  
 +=== W3 Day 4 (May 15)===
 +    * 10:00-11:40:  [[/public:T-719-NXAI:NXAI-25:tbd|tbd]]
 +      * Key concepts: ////
 +    * 13:00-15:30: Presentation of projects
  
-  * Sprint W2+W3: **WORLDS** +=== W3 Day 5 (May 16)=== 
-    * Key concepts: //Environment, tasks, entities, variables, tests, goals, behaviors// +    * 10:00-11:40:  [[/public:T-719-NXAI:NXAI-25:Summary|TYING IT ALL TOGETHER]] 
-    * [[/public:T-719-NXAI:NXAI-25:task-environments|Tasks & Environments]]  +      * Key concepts: //Preparations for Final Exam// 
-    * [[/public:T-719-NXAI:NXAI-25:patterns|Patterns, Emergence & Self-Organization]] +    * 13:00-14:30: Discussion 
-  * Sprint W4+W5: **CONTROL** +    * 14:30: Sessions end
-    * Key concepts: //Control systems, levels of control, generality, autonomy// +
-    * [[/public:T-719-NXAI:NXAI-25:agents and control|Agents & Control]] +
-    * [[/public:T-719-NXAI:NXAI-25:generality|Intelligence & Generality]] +
-    * [[/public:T-719-NXAI:NXAI-25:self-x|Self-X & Predictability, Reliability, Self-Explanation]] +
-  * Sprint W6+W7: **LEARNING** +
-    * Key concepts: //Reinforcement learning, learning by observation, cumulative learning// +
-    * [[/public:T-719-NXAI:NXAI-25:learning|Learning]] +
-    * [[/public:T-719-NXAI:NXAI-25:autonomy|Autonomy]] +
-  * Sprint W8+W9: **SYMBOLS, MODELS, CAUSALITY** +
-    * Key concepts: //Models, relations, causation, symbols, hierarchy, compositionality, grounding// +
-    * [[/public:T-719-NXAI:NXAI-25:Knowledge Representation|Knowledge Representation]] +
-    * [[/public:T-719-NXAI:NXAI-25:Causation|Causation, Probabilities & More]] +
-    * [[/public:T-719-NXAI:NXAI-25:ai-architectures|AI Architectures]] +
-  * Sprint W10+11: **UNDERSTANDING** +
-    * Key concepts: //In addition to the topic of understanding, curiosity, creativity and methodology, this sprint relies on everything from the previous sprints.// +
-    * [[/public:T-719-NXAI:NXAI-25:understanding|Understanding, Curiosity, Creativity]] +
-    * [[/public:T-719-NXAI:NXAI-25:methodologies|AI Methodologies]] +
-  * W12: WRAP-UP +
  
  
/var/www/cadia.ru.is/wiki/data/attic/public/t-719-nxai/nxai-25/lecture_notes.1745416559.txt.gz · Last modified: 2025/04/23 13:55 by thorisson
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