diff --git a/03_pytorch_computer_vision.ipynb b/03_pytorch_computer_vision.ipynb index b35c7a1e..9269afc0 100644 --- a/03_pytorch_computer_vision.ipynb +++ b/03_pytorch_computer_vision.ipynb @@ -54,7 +54,7 @@ "\n", "Security cameras use computer vision to detect potential intruders.\n", "\n", - "In essence, anything that can described in a visual sense can be a potential computer vision problem." + "In essence, anything that can be described in a visual sense can be a potential computer vision problem." ] }, { @@ -78,12 +78,12 @@ "| **1. Load data** | To practice computer vision, we'll start with some images of different pieces of clothing from [FashionMNIST](https://github.com/zalandoresearch/fashion-mnist). |\n", "| **2. Prepare data** | We've got some images, let's load them in with a [PyTorch `DataLoader`](https://pytorch.org/docs/stable/data.html) so we can use them with our training loop. |\n", "| **3. Model 0: Building a baseline model** | Here we'll create a multi-class classification model to learn patterns in the data, we'll also choose a **loss function**, **optimizer** and build a **training loop**. | \n", - "| **4. Making predictions and evaluting model 0** | Let's make some predictions with our baseline model and evaluate them. |\n", + "| **4. Making predictions and evaluating model 0** | Let's make some predictions with our baseline model and evaluate them. |\n", "| **5. Setup device agnostic code for future models** | It's best practice to write device-agnostic code, so let's set it up. |\n", "| **6. Model 1: Adding non-linearity** | Experimenting is a large part of machine learning, let's try and improve upon our baseline model by adding non-linear layers. |\n", "| **7. Model 2: Convolutional Neural Network (CNN)** | Time to get computer vision specific and introduce the powerful convolutional neural network architecture. |\n", "| **8. Comparing our models** | We've built three different models, let's compare them. |\n", - "| **9. Evaluating our best model** | Let's make some predictons on random images and evaluate our best model. |\n", + "| **9. Evaluating our best model** | Let's make some predictions on random images and evaluate our best model. |\n", "| **10. Making a confusion matrix** | A confusion matrix is a great way to evaluate a classification model, let's see how we can make one. |\n", "| **11. Saving and loading the best performing model** | Since we might want to use our model for later, let's save it and make sure it loads back in correctly. |" ] @@ -95,7 +95,7 @@ "id": "cddf62c3-f5e5-4f7e-852a-2ad6d38b7399" }, "source": [ - "## Where can can you get help?\n", + "## Where can you get help?\n", "\n", "All of the materials for this course [live on GitHub](https://github.com/mrdbourke/pytorch-deep-learning).\n", "\n", @@ -532,7 +532,7 @@ "![example input and output shapes of the fashionMNIST problem](https://raw.githubusercontent.com/mrdbourke/pytorch-deep-learning/main/images/03-computer-vision-input-and-output-shapes.png)\n", "*Various problems will have various input and output shapes. But the premise remains: encode data into numbers, build a model to find patterns in those numbers, convert those patterns into something meaningful.*\n", "\n", - "If `color_channels=3`, the image comes in pixel values for red, green and blue (this is also known a the [RGB color model](https://en.wikipedia.org/wiki/RGB_color_model)).\n", + "If `color_channels=3`, the image comes in pixel values for red, green and blue (this is also known as the [RGB color model](https://en.wikipedia.org/wiki/RGB_color_model)).\n", "\n", "The order of our current tensor is often referred to as `CHW` (Color Channels, Height, Width).\n", "\n", @@ -677,7 +677,7 @@ }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -719,7 +719,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -760,7 +760,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -802,7 +802,7 @@ "\n", "But I think coding a model in PyTorch would be faster.\n", "\n", - "> **Question:** Do you think the above data can be model with only straight (linear) lines? Or do you think you'd also need non-straight (non-linear) lines?" + "> **Question:** Do you think the above data can be modeled with only straight (linear) lines? Or do you think you'd also need non-straight (non-linear) lines?" ] }, { @@ -959,7 +959,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "
" ] @@ -999,7 +999,7 @@ "\n", "Our baseline will consist of two [`nn.Linear()`](https://pytorch.org/docs/stable/generated/torch.nn.Linear.html) layers.\n", "\n", - "We've done this in a previous section but there's going to one slight difference.\n", + "We've done this in a previous section but there's going to be one slight difference.\n", "\n", "Because we're working with image data, we're going to use a different layer to start things off.\n", "\n", @@ -1430,7 +1430,7 @@ " # 1. Forward pass\n", " test_pred = model_0(X)\n", " \n", - " # 2. Calculate loss (accumatively)\n", + " # 2. Calculate loss (accumulatively)\n", " test_loss += loss_fn(test_pred, y) # accumulatively add up the loss per epoch\n", "\n", " # 3. Calculate accuracy (preds need to be same as y_true)\n", @@ -1578,7 +1578,7 @@ "\n", "Now let's setup some [device-agnostic code](https://pytorch.org/docs/stable/notes/cuda.html#best-practices) for our models and data to run on GPU if it's available.\n", "\n", - "If you're running this notebook on Google Colab, and you don't a GPU turned on yet, it's now time to turn one on via `Runtime -> Change runtime type -> Hardware accelerator -> GPU`. If you do this, your runtime will likely reset and you'll have to run all of the cells above by going `Runtime -> Run before`." + "If you're running this notebook on Google Colab, and you don't have a GPU turned on yet, it's now time to turn one on via `Runtime -> Change runtime type -> Hardware accelerator -> GPU`. If you do this, your runtime will likely reset and you'll have to run all of the cells above by going `Runtime -> Run before`." ] }, { @@ -1855,7 +1855,7 @@ "\n", "We'll do so inside another loop for each epoch.\n", "\n", - "That way for each epoch we're going a training and a testing step.\n", + "That way, for each epoch, we're going through a training step and a testing step.\n", "\n", "> **Note:** You can customize how often you do a testing step. Sometimes people do them every five epochs or 10 epochs or in our case, every epoch.\n", "\n", @@ -1966,7 +1966,7 @@ "\n", "> **Note:** The training time on CUDA vs CPU will depend largely on the quality of the CPU/GPU you're using. Read on for a more explained answer.\n", "\n", - "> **Question:** \"I used a a GPU but my model didn't train faster, why might that be?\"\n", + "> **Question:** \"I used a GPU but my model didn't train faster, why might that be?\"\n", ">\n", "> **Answer:** Well, one reason could be because your dataset and model are both so small (like the dataset and model we're working with) the benefits of using a GPU are outweighed by the time it actually takes to transfer the data there.\n", "> \n", @@ -1976,7 +1976,7 @@ ">\n", "> But for larger datasets and models, the speed of computing the GPU can offer usually far outweighs the cost of getting the data there.\n", ">\n", - "> However, this is largely dependant on the hardware you're using. With practice, you will get used to where the best place to train your models is. \n", + "> However, this is largely dependent on the hardware you're using. With practice, you will get used to where the best place to train your models is. \n", "\n", "Let's evaluate our trained `model_1` using our `eval_model()` function and see how it went." ] @@ -2163,7 +2163,7 @@ "\n", "Overfitting means our model is learning the training data well but those patterns aren't generalizing to the testing data.\n", "\n", - "Two of the main to fix overfitting include:\n", + "Two of the main ways to fix overfitting include:\n", "1. Using a smaller or different model (some models fit certain kinds of data better than others).\n", "2. Using a larger dataset (the more data, the more chance a model has to learn generalizable patterns).\n", "\n", @@ -2220,7 +2220,7 @@ "| Structured data (Excel spreadsheets, row and column data) | Gradient boosted models, Random Forests, XGBoost | [`sklearn.ensemble`](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.ensemble), [XGBoost library](https://xgboost.readthedocs.io/en/stable/) |\n", "| Unstructured data (images, audio, language) | Convolutional Neural Networks, Transformers | [`torchvision.models`](https://pytorch.org/vision/stable/models.html), [HuggingFace Transformers](https://huggingface.co/docs/transformers/index) | \n", "\n", - "> **Note:** The table above is only for reference, the model you end up using will be highly dependant on the problem you're working on and the constraints you have (amount of data, latency requirements).\n", + "> **Note:** The table above is only for reference, the model you end up using will be highly dependent on the problem you're working on and the constraints you have (amount of data, latency requirements).\n", "\n", "Enough talking about models, let's now build a CNN that replicates the model on the [CNN Explainer website](https://poloclub.github.io/cnn-explainer/).\n", "\n", @@ -2306,7 +2306,7 @@ " self.classifier = nn.Sequential(\n", " nn.Flatten(),\n", " # Where did this in_features shape come from? \n", - " # It's because each layer of our network compresses and changes the shape of our inputs data.\n", + " # It's because each layer of our network compresses and changes the shape of our input data.\n", " nn.Linear(in_features=hidden_units*7*7, \n", " out_features=output_shape)\n", " )\n", @@ -3014,7 +3014,7 @@ "source": [ "Notice the change in the shapes of what's happening in and out of a `nn.MaxPool2d()` layer.\n", "\n", - "The `kernel_size` of the `nn.MaxPool2d()` layer will effects the size of the output shape.\n", + "The `kernel_size` of the `nn.MaxPool2d()` layer will affect the size of the output shape.\n", "\n", "In our case, the shape halves from a `62x62` image to `31x31` image.\n", "\n", @@ -3050,7 +3050,7 @@ ], "source": [ "torch.manual_seed(42)\n", - "# Create a random tensor with a similiar number of dimensions to our images\n", + "# Create a random tensor with a similar number of dimensions to our images\n", "random_tensor = torch.randn(size=(1, 1, 2, 2))\n", "print(f\"Random tensor:\\n{random_tensor}\")\n", "print(f\"Random tensor shape: {random_tensor.shape}\")\n", @@ -3682,11 +3682,11 @@ "\n", "However, this performance increase often comes at a sacrifice of training speed and inference speed.\n", "\n", - "> **Note:** The training times you get will be very dependant on the hardware you use. \n", + "> **Note:** The training times you get will be very dependent on the hardware you use. \n", ">\n", "> Generally, the more CPU cores you have, the faster your models will train on CPU. And similar for GPUs.\n", "> \n", - "> Newer hardware (in terms of age) will also often train models faster due to incorporating technology advances.\n", + "> Newer hardware (in terms of age) will also often train models faster due to incorporating technological advances.\n", "\n", "How about we get visual?" ] @@ -3706,7 +3706,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -3978,7 +3978,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -4041,7 +4041,7 @@ "\n", "One of the most visual is a [confusion matrix](https://www.dataschool.io/simple-guide-to-confusion-matrix-terminology/).\n", "\n", - "A confusion matrix shows you where your classification model got confused between predicitons and true labels.\n", + "A confusion matrix shows you where your classification model got confused between predictions and true labels.\n", "\n", "To make a confusion matrix, we'll go through three steps:\n", "1. Make predictions with our trained model, `model_2` (a confusion matrix compares predictions to true labels).\n", @@ -4126,7 +4126,7 @@ "2. Make a confusion matrix using [`torchmetrics.ConfusionMatrix`](https://torchmetrics.readthedocs.io/en/latest/references/modules.html?highlight=confusion#confusionmatrix).\n", "3. Plot the confusion matrix using [`mlxtend.plotting.plot_confusion_matrix()`](http://rasbt.github.io/mlxtend/user_guide/plotting/plot_confusion_matrix/).\n", "\n", - "First we'll need to make sure we've got `torchmetrics` and `mlxtend` installed (these two libraries will help us make and visual a confusion matrix).\n", + "First we'll need to make sure we've got `torchmetrics` and `mlxtend` installed (these two libraries will help us make and visualize a confusion matrix).\n", "\n", "> **Note:** If you're using Google Colab, the default version of `mlxtend` installed is 0.14.0 (as of March 2022), however, for the parameters of the `plot_confusion_matrix()` function we'd like use, we need 0.19.0 or higher. " ] @@ -4215,7 +4215,7 @@ "\n", "Then we'll create a confusion matrix (in tensor format) by passing our instance our model's predictions (`preds=y_pred_tensor`) and targets (`target=test_data.targets`).\n", "\n", - "Finally we can plot our confision matrix using the `plot_confusion_matrix()` function from `mlxtend.plotting`." + "Finally we can plot our confusion matrix using the `plot_confusion_matrix()` function from `mlxtend.plotting`." ] }, { @@ -4233,7 +4233,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -4282,7 +4282,7 @@ "\n", "We can use this kind of information to further inspect our models and data to see how it could be improved.\n", "\n", - "> **Exercise:** Use the trained `model_2` to make predictions on the test FashionMNIST dataset. Then plot some predictions where the model was wrong alongside what the label of the image should've been. After visualing these predictions do you think it's more of a modelling error or a data error? As in, could the model do better or are the labels of the data too close to each other (e.g. a \"Shirt\" label is too close to \"T-shirt/top\")?" + "> **Exercise:** Use the trained `model_2` to make predictions on the test FashionMNIST dataset. Then plot some predictions where the model was wrong alongside what the label of the image should've been. After visualizing these predictions do you think it's more of a modelling error or a data error? As in, could the model do better or are the labels of the data too close to each other (e.g. a \"Shirt\" label is too close to \"T-shirt/top\")?" ] }, { @@ -4539,17 +4539,17 @@ "7. Turn the MNIST train and test datasets into dataloaders using `torch.utils.data.DataLoader`, set the `batch_size=32`.\n", "8. Recreate `model_2` used in this notebook (the same model from the [CNN Explainer website](https://poloclub.github.io/cnn-explainer/), also known as TinyVGG) capable of fitting on the MNIST dataset.\n", "9. Train the model you built in exercise 8. on CPU and GPU and see how long it takes on each.\n", - "10. Make predictions using your trained model and visualize at least 5 of them comparing the prediciton to the target label.\n", + "10. Make predictions using your trained model and visualize at least 5 of them comparing the prediction to the target label.\n", "11. Plot a confusion matrix comparing your model's predictions to the truth labels.\n", "12. Create a random tensor of shape `[1, 3, 64, 64]` and pass it through a `nn.Conv2d()` layer with various hyperparameter settings (these can be any settings you choose), what do you notice if the `kernel_size` parameter goes up and down?\n", "13. Use a model similar to the trained `model_2` from this notebook to make predictions on the test [`torchvision.datasets.FashionMNIST`](https://pytorch.org/vision/main/generated/torchvision.datasets.FashionMNIST.html) dataset. \n", " * Then plot some predictions where the model was wrong alongside what the label of the image should've been. \n", - " * After visualing these predictions do you think it's more of a modelling error or a data error? \n", + " * After visualizing these predictions do you think it's more of a modelling error or a data error? \n", " * As in, could the model do better or are the labels of the data too close to each other (e.g. a \"Shirt\" label is too close to \"T-shirt/top\")?\n", "\n", "## Extra-curriculum\n", "* **Watch:** [MIT's Introduction to Deep Computer Vision](https://www.youtube.com/watch?v=iaSUYvmCekI&list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI&index=3) lecture. This will give you a great intuition behind convolutional neural networks.\n", - "* Spend 10-minutes clicking thorugh the different options of the [PyTorch vision library](https://pytorch.org/vision/stable/index.html), what different modules are available?\n", + "* Spend 10-minutes clicking through the different options of the [PyTorch vision library](https://pytorch.org/vision/stable/index.html), what different modules are available?\n", "* Lookup \"most common convolutional neural networks\", what architectures do you find? Are any of them contained within the [`torchvision.models`](https://pytorch.org/vision/stable/models.html) library? What do you think you could do with these?\n", "* For a large number of pretrained PyTorch computer vision models as well as many different extensions to PyTorch's computer vision functionalities check out the [PyTorch Image Models library `timm`](https://github.com/rwightman/pytorch-image-models/) (Torch Image Models) by Ross Wightman." ]