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Introduction
Schedule
General schedule
Shared calendars
Timezone widget
Technical Help
Using jupyterbook
Using Google Colab
Using Kaggle
Using discord
Quick links and policies
Foundations
Generalization (W1D1)
Intro
Tutorial 1: Generalization in AI
Tutorial 2: Generalization in Neuroscience
Tutorial 3: Generalization in Cognitive Science
Suggested further readings
Comparing Tasks (W1D2)
Intro
Tutorial 1: Task definition, application, relations and impacts on generalization
Tutorial 2: Contrastive learning for object recognition
Tutorial 3: Reinforcement learning across temporal scales
Suggested further readings
Comparing Artificial And Biological Networks (W1D3)
Intro
Tutorial 1: Generalization and representational geometry
Tutorial 2: Computation as transformation of representational geometries
Tutorial 3: Statistical inference on representational geometries
(Bonus) Tutorial 4: Representational geometry & noise
Tutorial 5: Dynamical Similarity Analysis (DSA)
Suggested further readings
Architectures
Microcircuits (W1D5)
Intro
Tutorial 1: Sparsity and Sparse Coding
Tutorial 2: Normalization
Tutorial 3: Attention
Suggested further readings
Macrocircuits (W2D1)
Intro
Tutorial 1: Depth vs width
Tutorial 2: Double descent
Tutorial 3: Neural network modularity
Suggested further readings
Neuro Symbolic Methods (W2D2)
W2D2 - Neurosymbolic Methods and Cognitive Architectures
Tutorial 1: Basic operations of vector symbolic algebra
Tutorial 2: Learning with structure
Tutorial 3: Question Answering with Memory
Suggested further readings
Learning
Microlearning (W2D3)
Intro
Tutorial 1: Microlearning
Suggested further readings
Macrolearning (W2D4)
Intro
Tutorial 1: The problem of changing data distributions
Tutorial 2: Continual learning
Tutorial 3: Meta-learning
Tutorial 4: Biological meta reinforcement learning
(Bonus) Tutorial 5: Replay
Suggested further readings
Mysteries
Mysteries (W2D5)
Intro
Tutorial 1: Consciousness
Tutorial 2: Ethics
Outro
Suggested further readings
Project Booklet
Introduction
Daily guide for projects
Continuing your project after the course
Project materials
Macrocircuits
Microlearning
Comparing networks
Repository
Open issue
Index
