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Calendar

Note that this calendar is tenative. Dates may change as we move through the semester

Introduction to course, AI, and design of artifacts

Warning I would highly suggest not waiting until the last minute for the readings. Some readings can be dense and they are the type that you benefit from thinking about a bit. You will also be expected to discuss these readings and any lack of discussion in group/class settings will be reflected within your grade.

13-Jan
Introduction to course & Prof. Dancy & AI dev overview
15-Jan
Artifacts and politics & Python
Reading for discussion - Do artifacts have politics?
Python practice #1 assignment assigned - Due 21-Jan, 9am
22-Jan
Design of artifacts (Asynchronous)
Reading for discussion - Sciences of the Artificial, Introduction by John Laird AND Sciences of the Artificial, Chapter 1
27-Jan
Design of Artifacts and a Critical Lens on Design
Readings for discussion - Sciences of the Artificial, Chapter 5 AND Discriminatory design, liberatory imagination (Intro to Capitvating Technology) Design your own AI Assignment assigned - Due 30-Jan, 9am
29-Jan
Complexity
Reading for discussion - Sciences of the Artificial, Chapter 8 & Hierarchy and History in Simon’s “Architecture of Complexity” (Agre)
(Be prepared for a possible) Quiz
03-Feb
A note on Intelligence
Reading for discussion - The problem with intelligence (Cave)

Cognitive Science and Cognitive Systems

Warning I would highly suggest not waiting until the last minute for the readings. Some readings can be dense and they are the type that you benefit from thinking about a bit. You will also be expected to discuss these readings and any lack of discussion in group/class settings will be reflected within your grade.

05-Feb
Memory and cognitive architectures
Reading: How can the Human Mind Occur in the Physical Universe - Chapter 1 & Memory systems of the brain
Optional: HM video, Newell, 1973, Newell, 1992 (Section by Newell & not peer Commentary; Pages 425-437)
(Be prepared for a possible) Quiz
10-Feb
Deeper into an existing cognitive architecture
Reading: How can the Human Mind Occur in the Physical Universe - Chapter 2 & Introduction to ACT-R (Introduction to [including] Procedural Memory System)
Optional Reading: Why robot brains need symbols
Cognitive Systems Assignment 1 assigned
12-Feb [CLASS CANCELED, MOVED TO NEXT DAY]
ACT-R FAQ & Assignment workday
(Be prepared for a possible) Quiz
17-Feb
ACT-R FAQ & Assignment workday
19-Feb
The common model & ACT-R
Reading Standard Model of the Mind & Intro to ACT-R (Declarative Memory system to end)
Optional Reading: How can the Human Mind Occur in the Physical Universe: Chapter 3
(Be prepared for a possible) Quiz
24-Feb
Distributed representation for cognitive systems
Reading: Holographic memory (Focus on sections 1-6 & 9-End) :
26-Feb
Cognitive Science and social science
Reading: Mind-Society: From Brains to Social Sciences and Professions - Chapter 1
Cognitive Systems Assignment 2 assigned
(Be prepared for a possible) Quiz

AI & the Human

Warning I would highly suggest not waiting until the last minute for the readings. Some readings can be dense and they are the type that you benefit from thinking about a bit. You will also be expected to discuss these readings and any lack of discussion in group/class settings will be reflected within your grade.

03-Mar
Sylvia Wynter & the Human Pt 1
Reading for discussion: The Human (Global Social Theory), On Being Human as Praxis (Chapter 2), Intro and “Toward the Counterauthority…” section - Pages 1-10 (9-18)
05-Mar
Project day
(Be prepared for a possible) Quiz
17-Mar
Sylvia Wynter & the Human Pt 2
Reading for discussion: On Being Human as Praxis (Chapter 2), “Genre- Specific Narratives…” section - Pages 17-25 (25-33)
19-Mar
AI & Blackness/Whiteness
Reading for discussion: AI & Blackness & The whiteness of AI
(Be prepared for a possible) Quiz

Neural Networks & Transformer Models

Warning I would highly suggest not waiting until the last minute for the readings. Some readings can be dense and they are the type that you benefit from thinking about a bit. You will also be expected to discuss these readings and any lack of discussion in group/class settings will be reflected within your grade.

24-Mar
Introduction to Neural Networks
Reading: Nielsen Chapter 1
(Focus on following sections: Perceptrons, Sigmoid Neurons)
26-Mar
More Neural Networks
Reading: Nielsen Chapter 2
(Be prepared for a possible) Quiz
31-Mar
(Fully connected) NNs explanations and practice
Optional reading: Nielsen Chapter 6
Neural Network assignment 1 assigned
02-Apr
Group Project Updates
(Be prepared for a possible) Quiz
07-Apr
Transformers 1 (Guest lecture from TA)
Attention and Transformers (11.1-11.4)
(Be prepared for a possible) Quiz
09-Apr
Transformers 2 (Guest lecture from TA)
Attention and Transformers (11.5-11.7)
Neural Network assignment 2 assigned
14-Apr
Large language models for cognitive architectures
On Integrating Generative Models into Cognitive Architectures for Improved Computational Sociocultural Representations

AI in Contexts

Warning I would highly suggest not waiting until the last minute for the readings. Some readings can be dense and they are the type that you benefit from thinking about a bit. You will also be expected to discuss these readings and any lack of discussion in group/class settings will be reflected within your grade.

16-Apr
Reproducing the world with AI (AI Week Poster Session in place of lecture!)
Reading for discussion: Stochastic Parrots
Optional Reading: Semantics derived automatically from language corpora contain human-like biases
(Be prepared for a possible) Quiz
21-Apr
Some Methods for more ethical AI
Reading for discussion: Datasheets for Datasets, Model Cards
Other readings that could be useful (for your own work)
AI in Context
The forgotten margins of AI Ethics

Final Project presentations

23-Apr
Final project presentations
(Be prepared for a possible) Quiz
28-Apr
Final project presentations
30-Apr
Final project presentations
LAST DAY OF CLASS!