{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "toc_visible": true, "machine_shape": "hm", "gpuClass": "premium" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU", "gpuClass": "premium" }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "edLrpksDJfDg" }, "source": [ "# Intro\n", "This is a NumPy Tutorial for SUT's SCR 401.\n", "There's already a bunch of great tutorials that you might want to check out, and in particular [this tutorial](https://www.youtube.com/watch?v=QUT1VHiLmmI).\n", "\n", "First, let's import some things" ] }, { "cell_type": "code", "metadata": { "id": "dq6HedFjckGr" }, "source": [ "import numpy as np" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "cMr7RToPzjn0" }, "source": [ "For GPU support, go to `Runtime > Change runtime type`." ] }, { "cell_type": "markdown", "source": [ 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)" ], "metadata": { "id": "PYdhWhEhrLgU" } }, { "cell_type": "markdown", "source": [ 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)" ], "metadata": { "id": "TLylgYstrMol" } }, { "cell_type": "markdown", "source": [ 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)" ], "metadata": { "id": "EGMDnsfXsLci" } }, { "cell_type": "markdown", "source": [ "Therefor it needs alot more space then NumPy" ], "metadata": { "id": "6bUWh5QUrUCU" } }, { "cell_type": "markdown", "metadata": { "id": "U5rl_7Kx5vk8" }, "source": [ "# Numpy" ] }, { "cell_type": "markdown", "metadata": { "id": "rjXm2HUv_rBm" }, "source": [ "Numpy arrays are objects that allow you to store and manipulate matrices.![NumPy.png](data:image/png;base64,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)" ] }, { "cell_type": "code", "metadata": { "id": "aUNl3J_kbUoL", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ac065155-3424-439e-965e-58b368bb794b" }, "source": [ "x = np.array([1, 2, 3, 4, 5, 6])\n", "w = np.array([[1, 2, 3, 4, 5, 6]])\n", "y = np.array([[8, 0, 7], [3, 0, 1]])\n", "z = np.random.rand(3, 2, 3) #[0,1)\n", "print(f\"x, shape={x.shape}:\\n{x}\\n\") #POINT: Its not a matrix!\n", "print(f\"w, shape={w.shape}:\\n{w}\\n\") #POINT: It is the \"matrix\" you know!\n", "print(f\"y, shape={y.shape}:\\n{y}\\n\")\n", "print(f\"z, shape={z.shape}:\\n{z}\\n\")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "x, shape=(6,):\n", "[1 2 3 4 5 6]\n", "\n", "w, shape=(1, 6):\n", "[[1 2 3 4 5 6]]\n", "\n", "y, shape=(2, 3):\n", "[[8 0 7]\n", " [3 0 1]]\n", "\n", "z, shape=(3, 2, 3):\n", "[[[0.47697701 0.4830185 0.97585734]\n", " [0.70979747 0.65633307 0.23801758]]\n", "\n", " [[0.24543761 0.1996005 0.99787802]\n", " [0.71033056 0.47014729 0.16838651]]\n", "\n", " [[0.61847685 0.54903749 0.20909404]\n", " [0.8054053 0.79491224 0.01951179]]]\n", "\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "-vTO-GMkhKD0" }, "source": [ "You can index into Numpy arrays similar to Python lists (with integers or slices), with the addition of being able to specify indices for multiple dimensions." ] }, { "cell_type": "code", "metadata": { "id": "GWw8eSdnhaE9", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "337756d8-9b61-445f-c155-57f919a3eee4" }, "source": [ "x = np.arange(1, 21, 1).reshape(4, 5)\n", "print(x)\n", "print()\n", "\n", "# print(x[2]) # Single index\n", "# print(x[2, 3]) # Indices for multiple dimensions\n", "# print(x[2:4, 3]) # Combining integer index and slice" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[[ 1 2 3 4 5]\n", " [ 6 7 8 9 10]\n", " [11 12 13 14 15]\n", " [16 17 18 19 20]]\n", "\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "dS_aHSuZWxIT" }, "source": [ "## Numpy arithmetic and broadcasting" ] }, { "cell_type": "markdown", "metadata": { "id": "iRLWCcuAeang" }, "source": [ "You can add/subtract/multiple/divide numpy arrays, as long as their dimensions match:" ] }, { "cell_type": "code", "metadata": { "id": "x55DbowZBcDY", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "7aa5494d-7cb4-4b52-b327-1dfe1cead77a" }, "source": [ "a = np.ones((2, 3))\n", "print(a)\n", "print(\"+\")\n", "print(y)\n", "print(\"=\")\n", "print(a + y)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[[1. 1. 1.]\n", " [1. 1. 1.]]\n", "+\n", "[[8 0 7]\n", " [3 0 1]]\n", "=\n", "[[9. 1. 8.]\n", " [4. 1. 2.]]\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "f2Lj35ZEfVsQ" }, "source": [ "You can also sometimes do arithmetic operations on arrays whose dimensions _don't_ match exactly. Whenever possible, values will be \"copied\" so that the dimensions match:" ] }, { "cell_type": "code", "metadata": { "id": "g3Acexuuz0RS", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "41572dc1-145e-4322-eba7-b91e0c0145fc" }, "source": [ "print(f\"3\\n*\\n{a}\\n=\\n{3*a}\\n\")\n", "print(20*\"-\")\n", "\n", "# Not nesseserly all the dimentions be matched!\n", "a = np.array([1, 2, 3])\n", "print(f\"{a}\\n+\\n{z}\\n=\\n{a+z}\")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "3\n", "*\n", "[[1. 1. 1.]\n", " [1. 1. 1.]]\n", "=\n", "[[3. 3. 3.]\n", " [3. 3. 3.]]\n", "\n", "--------------------\n", "[1 2 3]\n", "+\n", "[[[0.47697701 0.4830185 0.97585734]\n", " [0.70979747 0.65633307 0.23801758]]\n", "\n", " [[0.24543761 0.1996005 0.99787802]\n", " [0.71033056 0.47014729 0.16838651]]\n", "\n", " [[0.61847685 0.54903749 0.20909404]\n", " [0.8054053 0.79491224 0.01951179]]]\n", "=\n", "[[[1.47697701 2.4830185 3.97585734]\n", " [1.70979747 2.65633307 3.23801758]]\n", "\n", " [[1.24543761 2.1996005 3.99787802]\n", " [1.71033056 2.47014729 3.16838651]]\n", "\n", " [[1.61847685 2.54903749 3.20909404]\n", " [1.8054053 2.79491224 3.01951179]]]\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "44chLZjFgv9J" }, "source": [ "This is called [broadcasting](https://numpy.org/doc/stable/user/basics.broadcasting.html), and it has many benefits:\n", "- More concise code\n", "- Duplicated values aren't explicitly created/stored in memory\n", "- Repeated operations are optimized to run faster" ] }, { "cell_type": "markdown", "source": [ "For more mathematical operation/functions take a look at [this link](https://numpy.org/doc/stable/reference/routines.math.html)" ], "metadata": { "id": "zjU8nkxjjpEN" } }, { "cell_type": "code", "source": [ "# side note\n", "H = np.zeros((4,3))\n", "F = np.full((2,3),99)\n", "print(H)\n", "print(30*'-')\n", "print(F)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "GXyJEb75eLlU", "outputId": "2d705809-4da0-45ba-98a1-13f321999256" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[[0. 0. 0.]\n", " [0. 0. 0.]\n", " [0. 0. 0.]\n", " [0. 0. 0.]]\n", "------------------------------\n", "[[99 99 99]\n", " [99 99 99]]\n" ] } ] }, { "cell_type": "markdown", "source": [ "You can see more of these array creation routines you can refere to [this link](https://numpy.org/doc/stable/reference/routines.array-creation.html)." ], "metadata": { "id": "2UoPzHjUewHk" } }, { "cell_type": "markdown", "source": [ "## Create the following matrix\n", "\n", "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "lbQs9zt4gju0" } }, { "cell_type": "markdown", "source": [ "Hint: use np.ones, np.zeros and indexing" ], "metadata": { "id": "KeYjvh5Eg9kj" } }, { "cell_type": "code", "source": [ "# coping the np arrays (.copy method)\n", "a = np.array([1,2,3])\n", "b = a\n", "b[0] = 10\n", "print(b)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "g11rTf3cicTt", "outputId": "5f292850-10d7-41ed-96c8-c113c1056896" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[10 2 3]\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "bhe2BsDNXVM6" }, "source": [ "## Axes" ] }, { "cell_type": "markdown", "metadata": { "id": "-qCAuv-DjiWs" }, "source": [ "Numpy arrays have **axes**, which are like the \"directions\" along which you can do things. For example, in 2D:" ] }, { "cell_type": "markdown", "metadata": { "id": "lAIMahJmmUPy" }, "source": [ "![numpy axes.png](data:image/png;base64,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)" ] }, { "cell_type": "code", "metadata": { "id": "OPJqWJhNlta4" }, "source": [ "x = np.array([[8, 7, 4], [5, 2, 2], [1, 6, 3]])\n", "# print(np.sum(x))\n", "# print(np.sum(x, axis=0))\n", "# print(np.sum(x, axis=1))\n", "# print()\n", "# print(np.max(x))\n", "# print(np.max(x, axis=0))\n", "# print(np.max(x, axis=1))" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "uiuDmAJDmiJJ" }, "source": [ "More generally, you can think of an axis as the index of one of the values in the array's `shape`. If you do a reduction operation (e.g. sum, max) on a certain axis, that axis will disappear from the array's shape:" ] }, { "cell_type": "code", "metadata": { "id": "BnMK3KhDmxhO", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "a3c496d3-d4be-4331-8ad8-0ef8a7c633c2" }, "source": [ "#-------------------------axis: 0 1 2 3\n", "z = np.random.randint(10, size=(3, 2, 4, 5))\n", "print(z)\n", "print(10*\"==\")\n", "print(np.sum(z, axis=2))\n", "print(np.sum(z, axis=2).shape)\n", "# print(10*\"==\")\n", "# print(np.sum(z, axis=(0, 2)))\n", "# print(np.sum(z, axis=(0, 2)).shape)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[[[[9 3 4 9 5]\n", " [0 3 8 0 3]\n", " [6 3 4 3 5]\n", " [9 1 1 0 7]]\n", "\n", " [[5 6 3 9 4]\n", " [4 1 5 2 3]\n", " [9 7 2 2 4]\n", " [7 4 2 9 8]]]\n", "\n", "\n", " [[[3 0 8 8 9]\n", " [3 2 9 6 7]\n", " [2 8 9 1 0]\n", " [3 9 5 1 9]]\n", "\n", " [[2 2 0 7 4]\n", " [1 8 7 8 9]\n", " [4 2 4 4 3]\n", " [6 2 8 2 6]]]\n", "\n", "\n", " [[[6 9 4 9 3]\n", " [0 5 2 8 3]\n", " [3 0 7 4 6]\n", " [4 4 1 9 4]]\n", "\n", " [[0 4 7 9 0]\n", " [5 1 2 4 0]\n", " [8 3 5 7 3]\n", " [6 8 4 5 2]]]]\n", "====================\n", "[[[24 10 17 12 20]\n", " [25 18 12 22 19]]\n", "\n", " [[11 19 31 16 25]\n", " [13 14 19 21 22]]\n", "\n", " [[13 18 14 30 16]\n", " [19 16 18 25 5]]]\n", "(3, 2, 5)\n", "====================\n", "[[48 47 62 58 61]\n", " [57 48 49 68 46]]\n", "(2, 5)\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "hmCdFP2UW2ez" }, "source": [ "## Shapes and reshaping" ] }, { "cell_type": "markdown", "metadata": { "id": "BMRG37SGPngv" }, "source": [ "Be careful about the shape of your numpy arrays, especially when you're working with vectors (where one of the dimensions is 1)!" ] }, { "cell_type": "code", "metadata": { "id": "nfo_OLbsPzP1", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "7230d459-d0ae-4787-df24-b33a97caab35" }, "source": [ "# These two are different things!\n", "x = np.random.randint(10, size=(10,))\n", "y = np.random.randint(10, size=(10, 1))\n", "print(f\"x = {x}\")\n", "print(\"y =\")\n", "print(y)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "x = [6 2 3 6 2 5 8 7 3 2]\n", "y =\n", "[[4]\n", " [3]\n", " [6]\n", " [8]\n", " [6]\n", " [4]\n", " [0]\n", " [0]\n", " [2]\n", " [9]]\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "vTmNgwvoQCCd", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "96026173-bf92-48a4-de3c-7562ba8d9c55" }, "source": [ "# If you multiply a shape (n,) array with a (n,1) array, you actually get a shape (n,n) matrix:\n", "print(x)\n", "print(\"*\")\n", "print(y)\n", "print(\"=\")\n", "print(x * y)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[6 2 3 6 2 5 8 7 3 2]\n", "*\n", "[[4]\n", " [3]\n", " [6]\n", " [8]\n", " [6]\n", " [4]\n", " [0]\n", " [0]\n", " [2]\n", " [9]]\n", "=\n", "[[24 8 12 24 8 20 32 28 12 8]\n", " [18 6 9 18 6 15 24 21 9 6]\n", " [36 12 18 36 12 30 48 42 18 12]\n", " [48 16 24 48 16 40 64 56 24 16]\n", " [36 12 18 36 12 30 48 42 18 12]\n", " [24 8 12 24 8 20 32 28 12 8]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [ 0 0 0 0 0 0 0 0 0 0]\n", " [12 4 6 12 4 10 16 14 6 4]\n", " [54 18 27 54 18 45 72 63 27 18]]\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "ywj_bn-aRe8P", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2b2a6033-38e5-4f4e-decd-df1bf8741962" }, "source": [ "# If your intention is to multiply the two vectors element-wise, you need to reshape one of them first!\n", "x_reshaped = x.reshape(-1, 1) # -1 means \"infer this dimension\"\n", "print()\n", "print(x_reshaped)\n", "print(\"*\")\n", "print(y)\n", "print(\"=\")\n", "print(x_reshaped * y)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "[[6]\n", " [2]\n", " [3]\n", " [6]\n", " [2]\n", " [5]\n", " [8]\n", " [7]\n", " [3]\n", " [2]]\n", "*\n", "[[4]\n", " [3]\n", " [6]\n", " [8]\n", " [6]\n", " [4]\n", " [0]\n", " [0]\n", " [2]\n", " [9]]\n", "=\n", "[[24]\n", " [ 6]\n", " [18]\n", " [48]\n", " [12]\n", " [20]\n", " [ 0]\n", " [ 0]\n", " [ 6]\n", " [18]]\n" ] } ] }, { "cell_type": "markdown", "source": [ "Still one question left...what about matrix multi.?" ], "metadata": { "id": "ultRx64G4ehM" } }, { "cell_type": "code", "source": [ "print(np.matmul(x,y))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "RPcPNmmk3tTL", "outputId": "332f0125-60c0-4313-a43f-3cbca5d7b494" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[152]\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "pei6joOXVRw-" }, "source": [ "It's pretty common to have to add/remove an axis from a numpy array, so there's some useful syntax to do this:" ] }, { "cell_type": "code", "metadata": { "id": "TtJawkwaUWE6", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ac8918e0-f45b-4c19-94ba-222415554b23" }, "source": [ "# Removing axis/axes from an array\n", "print(y.shape)\n", "print(y.reshape(10).shape)\n", "print(y.squeeze().shape)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(10, 1)\n", "(10,)\n", "(10,)\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "zK9i68COU5Cn", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "705428fa-369e-4ea6-a7ad-b9056cdf30f4" }, "source": [ "# Adding axis/axes to an array\n", "print(x.shape)\n", "# print(x.reshape(-1, 1).shape)\n", "print(x[:, np.newaxis].shape)\n", "print(x[:, None].shape) # Same as above, but not as readable" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(10,)\n", "(10, 1)\n", "(10, 1)\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "A71I8r2_WkY3" }, "source": [ "The benefits of `squeeze` and `np.newaxis` become clearer when you're working with more dimensions:" ] }, { "cell_type": "code", "metadata": { "id": "vVNI0rziWfdx", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "131ab5f7-5df4-43e1-ac7e-989f0d745ac5" }, "source": [ "#-------------------------axis: 0 1 2 3 4 5 6\n", "a = np.random.randint(10, size=(10, 1, 4, 1, 1, 6, 2))\n", "print(a.shape)\n", "print(a.reshape(10, 4, 1, 6, 2).shape)\n", "print(a.squeeze().shape) # squeeze all 1\n", "print(a.squeeze((1, 3)).shape) # squeeze on axis 1 and 3" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(10, 1, 4, 1, 1, 6, 2)\n", "(10, 4, 1, 6, 2)\n", "(10, 4, 6, 2)\n", "(10, 4, 1, 6, 2)\n" ] } ] }, { "cell_type": "code", "source": [ "x = np.array([[[0], [1], [2]]])\n", "print(x.shape)\n", "print(np.squeeze(x).shape)\n", "print(np.squeeze(x, axis=0).shape)\n", "print(np.squeeze(x, axis=2).shape)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-JpQTRAYxNyq", "outputId": "b3b8bb06-ccea-4be3-9751-c94dd6032799" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(1, 3, 1)\n", "(3,)\n", "(3, 1)\n", "(1, 3)\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "QLOMl-ExV1mR", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "34d72daa-53c4-4e90-e7d6-e971ead72b86" }, "source": [ "b = np.random.randint(10, size=(10, 4, 2, 7, 8, 9))\n", "print(b.shape)\n", "print(b.reshape(10, 1, 4, 1, 2, 7, 8, 9).shape)\n", "print(b[:, np.newaxis, :, np.newaxis, ...].shape) # ... means \"rest of dimensions\"" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(10, 4, 2, 7, 8, 9)\n", "(10, 1, 4, 1, 2, 7, 8, 9)\n", "(10, 1, 4, 1, 2, 7, 8, 9)\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "5LkAN5cUXDeU" }, "source": [ "## Array Multiplication" ] }, { "cell_type": "markdown", "metadata": { "id": "uAkiy6vhR7-0" }, "source": [ "Numpy has two multiplication operators: `*` and `@`.\n", "- `*` does **element-wise** multiplication.\n", "- `@` does **matrix** multiplication." ] }, { "cell_type": "code", "metadata": { "id": "zQc9NrdDSLZ7", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "d68dfcca-a2cf-4534-e9ab-0aa56d105eab" }, "source": [ "matrix = np.random.randint(10, size=(5, 5))\n", "row_vec = np.random.randint(10, size=(5,))\n", "col_vec = row_vec.reshape(5, 1)\n", "\n", "# Outer product\n", "print(col_vec)\n", "print(\"*\")\n", "print(row_vec)\n", "print(\"=\")\n", "print(col_vec * row_vec)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[[1]\n", " [4]\n", " [8]\n", " [8]\n", " [1]]\n", "*\n", "[1 4 8 8 1]\n", "=\n", "[[ 1 4 8 8 1]\n", " [ 4 16 32 32 4]\n", " [ 8 32 64 64 8]\n", " [ 8 32 64 64 8]\n", " [ 1 4 8 8 1]]\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "aG3RuioKTijN", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "b4b96f2a-8cbb-41c5-bfd4-97afedbcfefb" }, "source": [ "# Dot product\n", "print(row_vec)\n", "print(\"@\")\n", "print(col_vec)\n", "print(\"=\")\n", "print(row_vec @ col_vec) # Result will be a shape (1,) array\n", "# print(row_vec.dot(col_vec).squeeze()) # Same as above; .squeeze() helps to change 0D tensor to a scalar\n", "# print(row_vec @ col_vec.squeeze()) # Works on arrays with same shape too (to get scalar)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[3 1 9 7 6]\n", "@\n", "[[3]\n", " [1]\n", " [9]\n", " [7]\n", " [6]]\n", "=\n", "[176]\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "7PqIn6VlnxiF" }, "source": [ "Below are some other common Numpy operations you'll probably find useful at some point in this class:" ] }, { "cell_type": "code", "metadata": { "id": "UItu5rPBn3iI", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "e9ffce1a-6508-428b-f495-f33e58fc078e" }, "source": [ "# transpose: reorders the axes of the array\n", "z = np.random.rand(28, 28, 3)\n", "z_transposed = z.transpose((2, 0, 1))\n", "print(\"Orig shape:\", z.shape)\n", "print(\"New shape: \", z_transposed.shape)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Orig shape: (28, 28, 3)\n", "New shape: (3, 28, 28)\n" ] } ] }, { "cell_type": "markdown", "source": [ "To see more on linear algebra take a look at [this link](https://numpy.org/doc/stable/reference/routines.linalg.html)" ], "metadata": { "id": "QmVe6u6PkLmE" } } ] }