Staging

tutorials/Bonus_DeployModels/Bonus_Tutorial1.ipynb

@@ -2,6 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "116852b5",
    "metadata": {
     "colab_type": "text",
     "execution": {},
@@ -351,7 +352,7 @@
     "execution": {}
    },
    "source": [
-    "## Section 2.1: Your First Flask App\n"
+    "## Section 2.1: Your First Flask App"
    ]
   },
   {
@@ -831,7 +832,7 @@
     "execution": {}
    },
    "source": [
-    "## Section 2.4: Creating a REST API\n"
+    "## Section 2.4: Creating a REST API"
    ]
   },
   {
@@ -1394,7 +1395,7 @@
    "outputs": [],
    "source": [
     "# Load a pre-trainied DenseNet model from torchvision.models\n",
-    "model = models.densenet121(pretrained=True)\n",
+    "model = models.densenet121(weights=models.DenseNet121_Weights.DEFAULT)\n",
     "\n",
     "# Switch the model to evaluation mode\n",
     "model.eval()\n",
@@ -1773,7 +1774,7 @@
     "execution": {}
    },
    "source": [
-    "## Section 5.1: Preparing Your Environment\n"
+    "## Section 5.1: Preparing Your Environment"
    ]
   },
   {
@@ -1896,7 +1897,7 @@
     "pip install torch torchvision\n",
     "```\n",
     "\n",
-    "> Note: avoid installing `torchaudio` since it is not needed, but may cause problems with the package size when deploying on Heroku later.\n"
+    "> Note: avoid installing `torchaudio` since it is not needed, but may cause problems with the package size when deploying on Heroku later."
    ]
   },
   {
@@ -2001,7 +2002,7 @@
     "from flask import Flask, request, send_from_directory\n",
     "\n",
     "# Load a pre-trainied DenseNet model from torchvision.models\n",
-    "model = models.densenet121(pretrained=True)\n",
+    "model = models.densenet121(weights=models.DenseNet121_Weights.DEFAULT)\n",
     "model.eval()\n",
     "\n",
     "# Load the class labels from a file\n",
@@ -2509,7 +2510,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.13"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,

tutorials/Bonus_DeployModels/instructor/Bonus_Tutorial1.ipynb

@@ -2,13 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "6467a9ee",
    "metadata": {
     "colab_type": "text",
     "execution": {},
     "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/Bonus_DeployModels/Bonus_Tutorial1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/Bonus_DeployModels/Bonus_Tutorial1.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/Bonus_DeployModels/instructor/Bonus_Tutorial1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/Bonus_DeployModels/instructor/Bonus_Tutorial1.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   },
   {
@@ -351,7 +352,7 @@
     "execution": {}
    },
    "source": [
-    "## Section 2.1: Your First Flask App\n"
+    "## Section 2.1: Your First Flask App"
    ]
   },
   {
@@ -831,7 +832,7 @@
     "execution": {}
    },
    "source": [
-    "## Section 2.4: Creating a REST API\n"
+    "## Section 2.4: Creating a REST API"
    ]
   },
   {
@@ -1394,7 +1395,7 @@
    "outputs": [],
    "source": [
     "# Load a pre-trainied DenseNet model from torchvision.models\n",
-    "model = models.densenet121(pretrained=True)\n",
+    "model = models.densenet121(weights=models.DenseNet121_Weights.DEFAULT)\n",
     "\n",
     "# Switch the model to evaluation mode\n",
     "model.eval()\n",
@@ -1773,7 +1774,7 @@
     "execution": {}
    },
    "source": [
-    "## Section 5.1: Preparing Your Environment\n"
+    "## Section 5.1: Preparing Your Environment"
    ]
   },
   {
@@ -1896,7 +1897,7 @@
     "pip install torch torchvision\n",
     "```\n",
     "\n",
-    "> Note: avoid installing `torchaudio` since it is not needed, but may cause problems with the package size when deploying on Heroku later.\n"
+    "> Note: avoid installing `torchaudio` since it is not needed, but may cause problems with the package size when deploying on Heroku later."
    ]
   },
   {
@@ -2001,7 +2002,7 @@
     "from flask import Flask, request, send_from_directory\n",
     "\n",
     "# Load a pre-trainied DenseNet model from torchvision.models\n",
-    "model = models.densenet121(pretrained=True)\n",
+    "model = models.densenet121(weights=models.DenseNet121_Weights.DEFAULT)\n",
     "model.eval()\n",
     "\n",
     "# Load the class labels from a file\n",
@@ -2509,7 +2510,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.13"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,

tutorials/Bonus_DeployModels/student/Bonus_Tutorial1.ipynb

@@ -2,13 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "c5ed110b",
    "metadata": {
     "colab_type": "text",
     "execution": {},
     "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/Bonus_DeployModels/Bonus_Tutorial1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/Bonus_DeployModels/Bonus_Tutorial1.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/Bonus_DeployModels/student/Bonus_Tutorial1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/Bonus_DeployModels/student/Bonus_Tutorial1.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   },
   {
@@ -351,7 +352,7 @@
     "execution": {}
    },
    "source": [
-    "## Section 2.1: Your First Flask App\n"
+    "## Section 2.1: Your First Flask App"
    ]
   },
   {
@@ -831,7 +832,7 @@
     "execution": {}
    },
    "source": [
-    "## Section 2.4: Creating a REST API\n"
+    "## Section 2.4: Creating a REST API"
    ]
   },
   {
@@ -1394,7 +1395,7 @@
    "outputs": [],
    "source": [
     "# Load a pre-trainied DenseNet model from torchvision.models\n",
-    "model = models.densenet121(pretrained=True)\n",
+    "model = models.densenet121(weights=models.DenseNet121_Weights.DEFAULT)\n",
     "\n",
     "# Switch the model to evaluation mode\n",
     "model.eval()\n",
@@ -1773,7 +1774,7 @@
     "execution": {}
    },
    "source": [
-    "## Section 5.1: Preparing Your Environment\n"
+    "## Section 5.1: Preparing Your Environment"
    ]
   },
   {
@@ -1896,7 +1897,7 @@
     "pip install torch torchvision\n",
     "```\n",
     "\n",
-    "> Note: avoid installing `torchaudio` since it is not needed, but may cause problems with the package size when deploying on Heroku later.\n"
+    "> Note: avoid installing `torchaudio` since it is not needed, but may cause problems with the package size when deploying on Heroku later."
    ]
   },
   {
@@ -2001,7 +2002,7 @@
     "from flask import Flask, request, send_from_directory\n",
     "\n",
     "# Load a pre-trainied DenseNet model from torchvision.models\n",
-    "model = models.densenet121(pretrained=True)\n",
+    "model = models.densenet121(weights=models.DenseNet121_Weights.DEFAULT)\n",
     "model.eval()\n",
     "\n",
     "# Load the class labels from a file\n",
@@ -2509,7 +2510,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.13"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,

tutorials/README.md

@@ -2,7 +2,7 @@
 
 <!-- DO NOT EDIT THIS FILE. IT IS AUTO-GENERATED BY A FRIENDLY ROBOT -->
 
-[W1D1](#w1d1---basics-and-pytorch) | [W1D2](#w1d2---linear-deep-learning) | [W1D3](#w1d3---multi-layer-perceptrons) | [W1D4](#w1d4---optimization) | [W2D1](#w2d1---regularization) | [W2D2](#w2d2---convnets) | [W2D3](#w2d3---generative-models-and-deep-learning-discussion1) | [W2D4](#w2d4---diffusion-generative-models) | [W2D5](#w2d5---time-series-and-natural-language-processing) | [W3D1](#w3d1---attention-and-transformers) | [W3D2](#w3d2---d-l-case-study2) | [W3D3](#w3d3---unsupervised-and-self-supervised-learning) | [W3D4](#w3d4---basic-reinforcement-learning) | [W3D5](#w3d5---reinforcement-learning-for-games-and-dl-thinking3)
+[W1D1](#w1d1---basics-and-pytorch) | [W1D2](#w1d2---linear-deep-learning) | [W1D3](#w1d3---multi-layer-perceptrons) | [W1D4](#w1d4---optimization) | [W2D1](#w2d1---regularization) | [W2D2](#w2d2---convnets) | [W2D3](#w2d3---generative-models-and-deep-learning-discussion1) | [W2D4](#w2d4---diffusion-generative-models) | [W2D5](#w2d5---time-series-and-natural-language-processing) | [W3D1](#w3d1---attention-and-transformers) | [W3D2](#w3d2---deep-learning-discussion2) | [W3D3](#w3d3---unsupervised-and-self-supervised-learning) | [W3D4](#w3d4---basic-reinforcement-learning) | [W3D5](#w3d5---advanced-reinforcement-learning-and-deep-learning-discussion3)
 
 *Warning:* The 'render with NBViewer' buttons may show outdated content.
 
@@ -137,14 +137,14 @@ Slides: [Tutorial 1](https://mfr.ca-1.osf.io/render?url=https://osf.io/sfmpe/?di
 
 
 
-## W3D2 - D L Case Study2
+## W3D2 - Deep Learning Discussion2
 
 
 Slides: [Tutorial 1](https://mfr.ca-1.osf.io/render?url=https://osf.io/teq6v/?direct%26mode=render%26action=download%26mode=render)
 
 |   | Run | Run | View |
 | - | --- | --- | ---- |
-| Tutorial 1 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D2_DLCaseStudy2/student/W3D2_Tutorial1.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/W3D2_DLCaseStudy2/student/W3D2_Tutorial1.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D2_DLCaseStudy2/student/W3D2_Tutorial1.ipynb?flush_cache=true) |
+| Tutorial 1 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D2_DeepLearningDiscussion2/student/W3D2_Tutorial1.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/W3D2_DeepLearningDiscussion2/student/W3D2_Tutorial1.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D2_DeepLearningDiscussion2/student/W3D2_Tutorial1.ipynb?flush_cache=true) |
 
 
 
@@ -164,25 +164,25 @@ Slides: [Tutorial 1](https://mfr.ca-1.osf.io/render?url=https://osf.io/wvt34/?di
 ## W3D4 - Basic Reinforcement Learning
 
 
-Slides: [Tutorial 1](https://mfr.ca-1.osf.io/render?url=https://osf.io/ztgws/?direct%26mode=render%26action=download%26mode=render) | [Bonus Lecture](https://mfr.ca-1.osf.io/render?url=https://osf.io/download/6zkbr/?direct%26mode=render)
+Slides: [Tutorial 1](https://mfr.ca-1.osf.io/render?url=https://osf.io/ztgws/?direct%26mode=render%26action=download%26mode=render) | [Tutorial 2](https://mfr.ca-1.osf.io/render?url=https://osf.io/ztgws/?direct%26mode=render%26action=download%26mode=render) | [Bonus Lecture](https://mfr.ca-1.osf.io/render?url=https://osf.io/download/6zkbr/?direct%26mode=render)
 
 |   | Run | Run | View |
 | - | --- | --- | ---- |
 | Tutorial 1 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D4_BasicReinforcementLearning/student/W3D4_Tutorial1.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/W3D4_BasicReinforcementLearning/student/W3D4_Tutorial1.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D4_BasicReinforcementLearning/student/W3D4_Tutorial1.ipynb?flush_cache=true) |
+| Tutorial 2 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D4_BasicReinforcementLearning/student/W3D4_Tutorial2.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/W3D4_BasicReinforcementLearning/student/W3D4_Tutorial2.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D4_BasicReinforcementLearning/student/W3D4_Tutorial2.ipynb?flush_cache=true) |
 
 
 
 
-## W3D5 - Reinforcement Learning For Games And Dl Thinking3
+## W3D5 - Advanced Reinforcement Learning And Deep Learning Discussion3
 
 
-Slides: [Tutorial 1](https://mfr.ca-1.osf.io/render?url=https://osf.io/3zn9w/?direct%26mode=render%26action=download%26mode=render) | [Tutorial 2](https://mfr.ca-1.osf.io/render?url=https://osf.io/2f7ay/?direct%26mode=render%26action=download%26mode=render) | [Tutorial 3 (Bonus)](https://mfr.ca-1.osf.io/render?url=https://osf.io/h4utj/?direct%26mode=render%26action=download%26mode=render) | [Bonus Lecture](https://mfr.ca-1.osf.io/render?url=https://osf.io/download/2wams/?direct%26mode=render)
+Slides: [Tutorial 1](https://mfr.ca-1.osf.io/render?url=https://osf.io/2f7ay/?direct%26mode=render%26action=download%26mode=render) | [Tutorial 2 (Bonus)](https://mfr.ca-1.osf.io/render?url=https://osf.io/3zn9w/?direct%26mode=render%26action=download%26mode=render)
 
 |   | Run | Run | View |
 | - | --- | --- | ---- |
-| Tutorial 1 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D5_ReinforcementLearningForGamesAndDlThinking3/student/W3D5_Tutorial1.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/W3D5_ReinforcementLearningForGamesAndDlThinking3/student/W3D5_Tutorial1.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D5_ReinforcementLearningForGamesAndDlThinking3/student/W3D5_Tutorial1.ipynb?flush_cache=true) |
-| Tutorial 2 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D5_ReinforcementLearningForGamesAndDlThinking3/student/W3D5_Tutorial2.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/W3D5_ReinforcementLearningForGamesAndDlThinking3/student/W3D5_Tutorial2.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D5_ReinforcementLearningForGamesAndDlThinking3/student/W3D5_Tutorial2.ipynb?flush_cache=true) |
-| Tutorial 3 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D5_ReinforcementLearningForGamesAndDlThinking3/student/W3D5_Tutorial3.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/W3D5_ReinforcementLearningForGamesAndDlThinking3/student/W3D5_Tutorial3.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D5_ReinforcementLearningForGamesAndDlThinking3/student/W3D5_Tutorial3.ipynb?flush_cache=true) |
+| Tutorial 1 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D5_AdvancedReinforcementLearningAndDeepLearningDiscussion3/student/W3D5_Tutorial1.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/W3D5_AdvancedReinforcementLearningAndDeepLearningDiscussion3/student/W3D5_Tutorial1.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D5_AdvancedReinforcementLearningAndDeepLearningDiscussion3/student/W3D5_Tutorial1.ipynb?flush_cache=true) |
+| Tutorial 2 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D5_AdvancedReinforcementLearningAndDeepLearningDiscussion3/student/W3D5_Tutorial2.ipynb) | [![Open In kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/NeuromatchAcademy/course-content-dl/main/tutorials/W3D5_AdvancedReinforcementLearningAndDeepLearningDiscussion3/student/W3D5_Tutorial2.ipynb) | [![View the notebook](https://img.shields.io/badge/render-nbviewer-orange.svg)](https://nbviewer.jupyter.org/github/NeuromatchAcademy/course-content-dl/blob/main/tutorials/W3D5_AdvancedReinforcementLearningAndDeepLearningDiscussion3/student/W3D5_Tutorial2.ipynb?flush_cache=true) |