Date | Agenda | Assignments/Slides |
---|---|---|
Tue Jan 24 |
#1. Introduction/Overview
Introduction to class for people contemplating registering. Overview of syllabus,
instructors, requirements, grading, etc... Introduction of students.
|
Survey |
Tue Jan 31 |
#2. What is learning exactly?
Historical ideas and the birth of the modern science of learning. Additional topics
include learning/performance, innate behaviors versus adaptation (nature/nurture),
critical periods, models and mechanisms, and levels of analysis.
Readings:
|
Lecture 1 slides |
Tue Feb 07 |
#3. Basic concepts in the neuroscience of learning and memory
In the following weeks we will explore a number of basic phenomena of learning. However,
it is helpful to begin by casting these ideas against the backdrop of contemporary
neuroscience. Today's lecture will be a basic whirl-wind tour of the neural processes
thought to underly learning and memory. We'll talk about the function of neurons, the
specialization of function in the brain, basic learning mechanisms (hebbian learning,
LTP), and modern techniques for studying learning and memory (fMRI, EEG, etc...).
Readings:
|
Lecture 2 slides |
Tue Feb 14 |
#4. Unsupervised and perceptual learning
This lecture will cover non-associative forms of learning (habituation/sensitation),
unsupervised learning, perceptual
learning, latent learning, feature learning, stimulus-stimulus learning, statistical
learning,
imprinting, priming, repetition suppression.
Readings:
|
Lecture 3 slides |
Tue Feb 21 |
#5. Classical conditioning I
Pavlov, basic procedure, phenomena and terms (CS/US, etc...), basic findings, blocking
and overshadowing, etc..., Resorla-Wagner model, Pearce-Hall model and the role of
attention/associability in classical conditioning, basic neural substrates of classical
conditioning, interactions with other learning systems (e.g., role of hippocampus in
trace conditioning).
Readings:
|
Lecture 4 slides |
Tue Feb 28 |
#6. Classical conditioning II
modern theories including causal interpretations of classical conditioning,
context-dependent learning, second-order condition (temporal-difference model and
relationship to Rescorla-Wagner), neural basis of prediction errors
Readings:
|
Lecture 5 slides |
Tue Mar 07 |
#7. Instrumental conditioning I
law of effect, role of reinforcement, stimulus control, choice behavior, matching law,
melioration, concurrent schedules, self control/impulsivity, habits and planning,
superstitious responding (special thanks to nathaniel daw for sharing slides and
thoughts on the instrumental section)
Readings:
|
Lecture 6 slides |
Tue Mar 14 | No class, Spring Break | Midterm Assigned |
Tue Mar 21 |
#8. Instrumental conditioning II
computational reinforcement learning, model-based and model-free learning algorithms
Readings:
|
Lecture 7 slides |
Tue Mar 28 |
#9. Generalization and discrimination
Pearce (configural) vs. R-W (elemental), stimulus generalization, attention learning,
context dependent learning
Readings:
|
Midterm Due Lecture 8 slides |
Tue Apr 04 |
#10. Episodic memory
introduction, episodic memory, hippocampus and space, flexibility, interactions with
striatum and cortex
Readings:
|
Lecture 9 slides |
Tue Apr 11 |
#11. Memory consolidation and complementary learning systems
consolidation, complementary learning systems hypothesis,
catastrophic interference, specificity and abstraction, recognition versus recall
Readings:
|
Lecture 10 slides |
Tue Apr 18 |
#12. Context and memory
events, temporal context models, decay versus interference
Readings:
|
Lecture 11 slides |
Tue Apr 25 |
#13. Semantic memory
semantic memory, models of semantic memory, episodic-semantic memory interactions
Readings:
|
Lecture 12 slides |
Tue May 02 |
#14. The science of being a better learner
how to use science of learning and memory to be a better student?
Readings:
|
Final (Due May 19th) Lecture 13 slides |