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‎tutorials/README.md‎

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| Tutorial 1 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial1.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial1.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial1.ipynb?flush_cache=true) |
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| Tutorial 2 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial2.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial2.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial2.ipynb?flush_cache=true) |
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| Tutorial 3 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial3.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial3.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial3.ipynb?flush_cache=true) |
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| Tutorial 4 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial4.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial4.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial4.ipynb?flush_cache=true) |
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| Tutorial 5 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial5.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial5.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial5.ipynb?flush_cache=true) |
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| Outro | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb?flush_cache=true) |
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‎tutorials/W2D2_NeuroSymbolicMethods/README.md‎

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| Tutorial 1 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial1.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial1.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial1.ipynb?flush_cache=true) |
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| Tutorial 2 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial2.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial2.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial2.ipynb?flush_cache=true) |
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| Tutorial 3 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial3.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial3.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial3.ipynb?flush_cache=true) |
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| Tutorial 4 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial4.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial4.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial4.ipynb?flush_cache=true) |
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| Tutorial 5 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial5.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial5.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Tutorial5.ipynb?flush_cache=true) |
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| Outro | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb?flush_cache=true) |
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| Tutorial 1 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial1.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial1.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial1.ipynb?flush_cache=true) |
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| Tutorial 2 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial2.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial2.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial2.ipynb?flush_cache=true) |
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| Tutorial 3 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial3.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial3.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial3.ipynb?flush_cache=true) |
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| Tutorial 4 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial4.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial4.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial4.ipynb?flush_cache=true) |
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| Tutorial 5 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial5.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial5.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Tutorial5.ipynb?flush_cache=true) |
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| Outro | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb?flush_cache=true) |
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‎tutorials/W2D2_NeuroSymbolicMethods/W2D2_Intro.ipynb‎

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}
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},
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"source": [
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"# Intro"
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"# W2D2 - Neurosymbolic Methods and Cognitive Architectures \n",
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"\n",
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"Welcome to the day on Neurosymbolic Methods and Cognitive Architectures. This year we have some new content to introduce to you from the fascinating work by Chris Eliasmith and Michael Furlong. We're going to look at methods that use symbolic manipulation in order to learn how to model data in a way that is more brain-like and generalizes well to stimuli out of distribution. We're also going to look in some detail at a model they have created, called SPAUN. Please consider the note in the prerequisite cell below and try to have a basic understanding of those listed topics before getting into the details. The topic will be much clearer having brushed up on those topics. We'll now pass it over to Chris and Michael to tell you all about neurosymbolic methods and cognitive architectures!"
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},
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{
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" return tab_contents\n",
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"\n",
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"\n",
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"video_ids = [('Youtube', 'RKKUfo0dVnY'), ('Bilibili', 'BV11D421M7Hy')]\n",
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"video_ids = [('Youtube', 'W1jsRycDYXQ'), ('Bilibili', 'BV15V7jz8EAj')]\n",
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"tab_contents = display_videos(video_ids, W=854, H=480)\n",
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"tabs = widgets.Tab()\n",
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"tabs.children = tab_contents\n",
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"from ipywidgets import widgets\n",
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"out = widgets.Output()\n",
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"\n",
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"link_id = \"nxzar\"\n",
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"link_id = \"9w836\"\n",
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"\n",
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"with out:\n",
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" print(f\"If you want to download the slides: https://osf.io/download/{link_id}/\")\n",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.19"
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"version": "3.9.22"
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}
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},
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"nbformat": 4,

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