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    "![](img/banner.png)\n",
    "%%HTML\n",
    "<script src=\"require.js\"></script>\n",
    "\n",
    "# Lecture 1: Introduction\n",
    "**A few useful things to know about machine learning**\n",
    "\n",
    "\n",
    "**Mahmood Amintoosi, Spring 2024**\n",
    "\n",
    "Computer Science Dept, Ferdowsi University of Mashhad\n",
    "\n",
    "I should mention that the original material of this course was from [Open Machine Learning Course](https://ml-course.github.io/), by [Joaquin Vanschoren](https://github.com/joaquinvanschoren) and others."
   ]
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   "execution_count": 1,
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    "slideshow": {
     "slide_type": "skip"
    },
    "tags": [
     "hide-input"
    ]
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   "outputs": [],
   "source": [
    "# Auto-setup when running on Google Colab\n",
    "import os\n",
    "if 'google.colab' in str(get_ipython()) and not os.path.exists('/content/machine-learning'):\n",
    "    !git clone -q https://github.com/fum-cs/machine-learning.git /content/machine-learning\n",
    "    !pip --quiet install -r /content/machine-learning/requirements_colab.txt\n",
    "    %cd machine-learning/notebooks\n",
    "\n",
    "# Global imports and settings\n",
    "%matplotlib inline\n",
    "from preamble import *\n",
    "interactive = True # Set to True for interactive plots\n",
    "if interactive:\n",
    "    fig_scale = 1.5\n",
    "else: # For printing\n",
    "    fig_scale = 0.3\n",
    "    plt.rcParams.update(print_config)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Why Machine Learning?\n",
    "- Search engines (e.g. Google)\n",
    "- Recommender systems (e.g. Netflix)\n",
    "- Automatic translation (e.g. Google Translate)\n",
    "- Speech understanding (e.g. Siri, Alexa)\n",
    "- Game playing (e.g. AlphaGo)\n",
    "- Self-driving cars\n",
    "- Personalized medicine\n",
    "- Progress in all sciences: Genetics, astronomy, chemistry, neurology, physics,..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What is Machine Learning?\n",
    "- Learn to perform a task, based on experience (examples) $X$, minimizing error $\\mathcal{E}$\n",
    "    - E.g. recognizing a person in an image as accurately as possible\n",
    "- Often, we want to learn a function (model) $f$ with some model parameters $\\theta$ that produces the right output $y$\n",
    "\n",
    "$$f_{\\theta}(X) = y$$\n",
    "$$\\underset{\\theta}{\\operatorname{argmin}} \\mathcal{E}(f_{\\theta}(X))$$\n",
    "\n",
    "- Usually part of a _much_ larger system that provides the data $X$ in the right form\n",
    "    - Data needs to be collected, cleaned, normalized, checked for data biases,..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Inductive bias\n",
    "\n",
    "- In practice, we have to put assumptions into the model: _inductive bias_ $b$\n",
    "    - What should the model look like?\n",
    "        - Mimick human brain: Neural Networks\n",
    "        - Logical combination of inputs: Decision trees, Linear models\n",
    "        - Remember similar examples: Nearest Neighbors, SVMs\n",
    "        - Probability distribution: Bayesian models\n",
    "    - User-defined settings (hyperparameters)\n",
    "        - E.g. depth of tree, network architecture\n",
    "    - Assuptions about the data distribution, e.g. $X \\sim N(\\mu,\\sigma)$\n",
    "- We can _transfer_ knowledge from previous tasks: $f_1, f_2, f_3, ... \\Longrightarrow f_{new}$\n",
    "    - Choose the right model, hyperparameters\n",
    "    - Reuse previously learned values for model parameters $\\theta$\n",
    "- In short:\n",
    "\n",
    "$$\\underset{\\theta,b}{\\operatorname{argmin}} \\mathcal{E}(f_{\\theta, b}(X))$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Machine learning vs Statistics\n",
    "* See Breiman (2001): Statistical modelling: The two cultures\n",
    "* Both aim to make predictions of natural phenomena:\n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/00_stat1.png\" alt=\"ml\" style=\"margin-left:10px; width:200px\"/>\n",
    "\n",
    "* Statistics:\n",
    "    - Help humans understand the world\n",
    "    - Assume data is generated according to an understandable model\n",
    "    <img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/00_stat2.png\" alt=\"ml\" style=\"margin-left:10px; width:200px\"/>\n",
    "\n",
    "* Machine learning:\n",
    "    - Automate a task entirely (partially _replace_ the human)\n",
    "    - Assume that the data generation process is unknown\n",
    "    - Engineering-oriented, less (too little?) mathematical theory\n",
    "    <img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/00_stat3.png\" alt=\"ml\" style=\"margin-left:10px; width:200px\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Types of machine learning\n",
    "- __Supervised Learning__: learn a _model_ $f$ from _labeled data_ $(X,y)$ (ground truth)\n",
    "    - Given a new input _X_, predict the right output _y_\n",
    "    - Given examples of stars and galaxies, identify new objects in the sky\n",
    "- __Unsupervised Learning__: explore the structure of the data (X) to extract meaningful information\n",
    "    - Given inputs _X_, find which ones are special, similar, anomalous, ...\n",
    "- __Semi-Supervised Learning__: learn a model from (few) labeled and (many) unlabeled examples\n",
    "    - Unlabeled examples add information about which new examples are likely to occur\n",
    "- __Reinforcement Learning__: develop an agent that improves its performance based on interactions with the environment \n",
    "\n",
    "Note: Practical ML systems can combine many types in one system."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Supervised Machine Learning\n",
    "\n",
    "- Learn a model from labeled training data, then make predictions\n",
    "- Supervised: we know the correct/desired outcome (label)\n",
    "- Subtypes: _classification_ (predict a class) and _regression_ (predict a numeric value)\n",
    "- Most supervised algorithms that we will see can do both"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/01_supervised.png\" alt=\"ml\" style=\"width:60%\"/>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Classification\n",
    "\n",
    "- Predict a _class label_ (category), discrete and unordered\n",
    "    - Can be _binary_ (e.g. spam/not spam) or _multi-class_ (e.g. letter recognition)\n",
    "    - Many classifiers can return a _confidence_ per class\n",
    "- The predictions of the model yield a _decision boundary_ separating the classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
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\n",
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.datasets import make_moons\n",
    "import ipywidgets as widgets\n",
    "from ipywidgets import interact, interact_manual\n",
    "\n",
    "# create a synthetic dataset\n",
    "X1, y1 = make_moons(n_samples=70, noise=0.2, random_state=8)\n",
    "\n",
    "# Train classifiers\n",
    "lr = LogisticRegression().fit(X1, y1)\n",
    "svm = SVC(kernel='rbf', gamma=2, probability=True).fit(X1, y1)\n",
    "knn = KNeighborsClassifier(n_neighbors=3).fit(X1, y1)\n",
    "\n",
    "# Plotting\n",
    "@interact\n",
    "def plot_classifier(classifier=[lr,svm,knn]):  \n",
    "    fig, axes = plt.subplots(1, 2, figsize=(12*fig_scale, 4*fig_scale))\n",
    "    mglearn.tools.plot_2d_separator(\n",
    "        classifier, X1, ax=axes[0], alpha=.4, cm=mglearn.cm2)\n",
    "    scores_image = mglearn.tools.plot_2d_scores(\n",
    "        classifier, X1, ax=axes[1], alpha=.5, cm=mglearn.ReBl, function='predict_proba')\n",
    "    for ax in axes:\n",
    "        mglearn.discrete_scatter(X1[:, 0], X1[:, 1], y1,\n",
    "                                 markers='.', ax=ax)\n",
    "        ax.set_xlabel(\"Feature 0\")\n",
    "        ax.set_ylabel(\"Feature 1\", labelpad=0)\n",
    "        ax.tick_params(axis='y', pad=0)\n",
    "\n",
    "    cbar = plt.colorbar(scores_image, ax=axes.tolist())\n",
    "    cbar.set_label('Predicted probability', rotation=270, labelpad=6)\n",
    "    cbar.set_alpha(1)\n",
    "    axes[0].legend([\"Class 0\", \"Class 1\"], ncol=4, loc=(.1, 1.1));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "if not interactive:\n",
    "    plot_classifier(classifier=svm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "##### Example: Flower classification\n",
    "Classify types of Iris flowers (setosa, versicolor, or virginica). How would you do it?\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/01_iris.jpeg\" alt=\"ml\" style=\"width: 75%;\"/>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "##### Representation: input features and labels\n",
    "- We could take pictures and use them (pixel values) as inputs (-> Deep Learning)\n",
    "- We can manually define a number of input features (variables), e.g. length and width of leaves\n",
    "- Every `example' is a point in a (possibly high-dimensional) space\n",
    "    \n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/01_terminology.png\" alt=\"ml\" style=\"float: left; width: 50%;\"/>\n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/01_iris3d.png\" alt=\"ml\" style=\"float: left; width: 35%;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Regression\n",
    "- Predict a continuous value, e.g. temperature\n",
    "    - Target variable is numeric\n",
    "    - Some algorithms can return a _confidence interval_\n",
    "- Find the relationship between predictors and the target."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1d2c1e612f5945d1937a0e79b5141699",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='regressor', options=(LinearRegression(), BayesianRidge(), Gaussian…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mglearn.datasets import make_wave\n",
    "from mglearn.plot_helpers import cm2\n",
    "from sklearn.linear_model import LinearRegression, BayesianRidge\n",
    "from sklearn.gaussian_process import GaussianProcessRegressor\n",
    "from sklearn.gaussian_process.kernels import RBF\n",
    "\n",
    "X2, y2 = make_wave(n_samples=60)\n",
    "x = np.atleast_2d(np.linspace(-3, 3, 100)).T\n",
    "lr = LinearRegression().fit(X2, y2)\n",
    "ridge = BayesianRidge().fit(X2, y2)\n",
    "gp = GaussianProcessRegressor(kernel=RBF(10, (1e-2, 1e2)), n_restarts_optimizer=9, alpha=0.1, normalize_y=True).fit(X2, y2)\n",
    "\n",
    "@interact\n",
    "def plot_regression(regressor=[lr, ridge, gp]):\n",
    "    line = np.linspace(-3, 3, 100).reshape(-1, 1)\n",
    "    plt.figure(figsize=(5*fig_scale, 5*fig_scale))\n",
    "    plt.plot(X2, y2, 'o', c=cm2(0))\n",
    "    if(regressor.__class__.__name__ == 'LinearRegression'):\n",
    "        y_pred = regressor.predict(x)\n",
    "    else:\n",
    "        y_pred, sigma = regressor.predict(x, return_std=True)\n",
    "        plt.fill(np.concatenate([x, x[::-1]]),\n",
    "             np.concatenate([y_pred - 1.9600 * sigma,\n",
    "                            (y_pred + 1.9600 * sigma)[::-1]]),\n",
    "             alpha=.5, fc='b', ec='None', label='95% confidence interval')\n",
    "        \n",
    "    plt.plot(line, y_pred, 'b-')\n",
    "    plt.xlabel(\"Input feature 1\")\n",
    "    plt.ylabel(\"Target\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "if not interactive:\n",
    "    plot_regression(regressor=gp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Unsupervised Machine Learning\n",
    "\n",
    "- Unlabeled data, or data with unknown structure\n",
    "- Explore the structure of the data to extract information\n",
    "- Many types, we'll just discuss two."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Clustering\n",
    "\n",
    "- Organize information into meaningful subgroups (clusters)\n",
    "- Objects in cluster share certain degree of similarity (and dissimilarity to other clusters)\n",
    "- Example: distinguish different types of customers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "25266536f9c240d6a743ac4ecc07ac5c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=50, description='randomize', min=1), Output()), _dom_classes=('widget-in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Note: the most recent versions of numpy seem to cause problems for KMeans\n",
    "# Uninstalling and installing the latest version of threadpoolctl fixes this\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "nr_samples = 1500\n",
    "\n",
    "@interact\n",
    "def plot_clusters(randomize=(1,100,1)):\n",
    "    # Generate data\n",
    "    X, y = make_blobs(n_samples=nr_samples, cluster_std=[1.0, 1.5, 0.5], random_state=randomize)\n",
    "    # Cluster\n",
    "    y_pred = KMeans(n_clusters=3, random_state=randomize).fit_predict(X)\n",
    "    # PLot\n",
    "    plt.figure(figsize=(5*fig_scale, 5*fig_scale))\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "    plt.title(\"KMeans Clusters\")\n",
    "    plt.xlabel(\"Feature 0\")\n",
    "    plt.ylabel(\"Feature 1\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "if not interactive:\n",
    "    plot_clusters(randomize=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Dimensionality reduction\n",
    "\n",
    "- Data can be very high-dimensional and difficult to understand, learn from, store,...\n",
    "- Dimensionality reduction can compress the data into fewer dimensions, while retaining most of the information\n",
    "- Contrary to feature selection, the new features lose their (original) meaning\n",
    "- The new representation can be a lot easier to model (and visualize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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",
      "text/plain": [
       "<Figure size 2700x810 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_swiss_roll\n",
    "from sklearn.manifold import locally_linear_embedding\n",
    "from sklearn.decomposition import PCA\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "X, color = make_swiss_roll(n_samples=800, random_state=123)\n",
    "\n",
    "fig = plt.figure(figsize=plt.figaspect(0.3)*fig_scale*2.5)\n",
    "ax1 = fig.add_subplot(1, 3, 1, projection='3d')\n",
    "ax1.xaxis.pane.fill = False\n",
    "ax1.yaxis.pane.fill = False\n",
    "ax1.zaxis.pane.fill = False\n",
    "ax1.scatter(X[:, 0], X[:, 1], X[:, 2], c=color, cmap=plt.cm.rainbow, s=10*fig_scale)\n",
    "plt.title('Swiss Roll in 3D')\n",
    "\n",
    "ax2 = fig.add_subplot(1, 3, 2)\n",
    "scikit_pca = PCA(n_components=2)\n",
    "X_spca = scikit_pca.fit_transform(X)\n",
    "plt.scatter(X_spca[:, 0], X_spca[:, 1], c=color, cmap=plt.cm.rainbow)\n",
    "plt.title('PCA');\n",
    "\n",
    "ax3 = fig.add_subplot(1, 3, 3)\n",
    "X_lle, err = locally_linear_embedding(X, n_neighbors=12, n_components=2)\n",
    "plt.scatter(X_lle[:, 0], X_lle[:, 1], c=color, cmap=plt.cm.rainbow)\n",
    "plt.title('Locally Linear Embedding');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Reinforcement learning\n",
    "\n",
    "- Develop an agent that improves its performance based on interactions with the environment\n",
    "    - Example: games like Chess, Go,...\n",
    "- Search a (large) space of actions and states\n",
    "- _Reward function_ defines how well a (series of) actions works\n",
    "- Learn a series of actions (policy) that maximizes reward through exploration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/01_rl2.png\" alt=\"ml\" style=\"width: 50%;\"/>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Learning = Representation + evaluation + optimization\n",
    "All machine learning algorithms consist of 3 components:\n",
    "- **Representation**: A model $f_{\\theta}$ must be represented in a formal language that the computer can handle\n",
    "    - Defines the 'concepts' it can learn, the _hypothesis space_\n",
    "    - E.g. a decision tree, neural network, set of annotated data points\n",
    "- **Evaluation**: An _internal_ way to choose one hypothesis over the other\n",
    "    - Objective function, scoring function, loss function $\\mathcal{L}(f_{\\theta})$\n",
    "    - E.g. Difference between correct output and predictions\n",
    "- **Optimization**: An _efficient_ way to search the hypothesis space\n",
    "    - Start from simple hypothesis, extend (relax) if it doesn't fit the data\n",
    "    - Start with initial set of model parameters, gradually refine them\n",
    "    - Many methods, differing in speed of learning, number of optima,...\n",
    "    \n",
    "A powerful/flexible model is only useful if it can also be optimized efficiently"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Neural networks: representation\n",
    "Let's take neural networks as an example\n",
    "* Representation: (layered) neural network\n",
    "    * Each connection has a _weight_ $\\theta_i$ (a.k.a. model parameters)\n",
    "    * Each node receives weighted inputs, emits new value\n",
    "    * Model $f$ returns the output of the last layer    \n",
    "* The architecture, number/type of neurons, etc. are fixed\n",
    "    * We call these _hyperparameters_ (set by user, fixed during training)\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/08_nn_basic_arch.png\" alt=\"ml\" style=\"width: 40%;\"/>\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Neural networks: evaluation and optimization\n",
    "* Representation: Given the structure, the model is represented by its parameters\n",
    "    * Imagine a mini-net with two weights ($\\theta_0,\\theta_1$): a 2-dimensional search space\n",
    "* Evaluation: A _loss function_ $\\mathcal{L}(\\theta)$ computes how good the predictions are\n",
    "    * _Estimated_ on a set of training data with the 'correct' predictions\n",
    "    * We can't see the full surface, only evaluate specific sets of parameters\n",
    "* Optimization: Find the optimal set of parameters\n",
    "    * Usually a type of _search_ in the hypothesis space\n",
    "    * E.g. Gradient descent: $\\theta_i^{new} = \\theta_i - \\frac{\\partial \\mathcal{L}(\\theta)}{\\partial \\theta_i} $\n",
    "\n",
    "    \n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/00_ml3.png\" alt=\"ml\" style=\"float: left; width: 90%;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Overfitting and Underfitting\n",
    "* It's easy to build a complex model that is 100% accurate on the training data, but very bad on new data\n",
    "* Overfitting: building a model that is _too complex for the amount of data_ you have\n",
    "    * You model peculiarities in your training data (noise, biases,...)\n",
    "    * Solve by making model simpler (regularization), or getting more data\n",
    "    * **Most algorithms have hyperparameters that allow regularization**\n",
    "* Underfitting: building a model that is _too simple given the complexity of the data_\n",
    "    * Use a more complex model\n",
    "* There are techniques for detecting overfitting (e.g. bias-variance analysis). More about that later\n",
    "* You can build _ensembles_ of many models to overcome both underfitting and overfitting "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "* There is often a sweet spot that you need to find by optimizing the choice of algorithms and hyperparameters, or using more data.  \n",
    "* Example: regression using polynomial functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4a42acfa405646b99e430050a19022aa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=8, description='degrees', max=16, min=1), Output()), _dom_classes=('widg…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\n",
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "def true_fun(X):\n",
    "    return np.cos(1.5 * np.pi * X)\n",
    "\n",
    "np.random.seed(0)\n",
    "n_samples = 30\n",
    "X3 = np.sort(np.random.rand(n_samples))\n",
    "y3 = true_fun(X3) + np.random.randn(n_samples) * 0.1\n",
    "X3_test = np.linspace(0, 1, 100)\n",
    "scores_x, scores_y = [], []\n",
    "\n",
    "show_output = True\n",
    "\n",
    "@interact\n",
    "def plot_poly(degrees = (1, 16, 1)):\n",
    "    polynomial_features = PolynomialFeatures(degree=degrees,\n",
    "                                             include_bias=False)\n",
    "    linear_regression = LinearRegression()\n",
    "    pipeline = Pipeline([(\"polynomial_features\", polynomial_features),\n",
    "                         (\"linear_regression\", linear_regression)])\n",
    "    pipeline.fit(X3[:, np.newaxis], y3)\n",
    "\n",
    "    # Evaluate the models using crossvalidation\n",
    "    scores = cross_val_score(pipeline, X3[:, np.newaxis], y3,\n",
    "                             scoring=\"neg_mean_squared_error\", cv=10)   \n",
    "    scores_x.append(degrees)\n",
    "    scores_y.append(-scores.mean())\n",
    "\n",
    "    if show_output:\n",
    "        fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12*fig_scale, 4*fig_scale))    \n",
    "        ax1.plot(X3_test, pipeline.predict(X3_test[:, np.newaxis]), label=\"Model\")\n",
    "        ax1.plot(X3_test, true_fun(X3_test), label=\"True function\")\n",
    "        ax1.scatter(X3, y3, edgecolor='b', label=\"Samples\")\n",
    "        ax1.set_xlabel(\"x\")\n",
    "        ax1.set_ylabel(\"y\")\n",
    "        ax1.set_xlim((0, 1))\n",
    "        ax1.set_ylim((-2, 2))\n",
    "        ax1.legend(loc=\"best\")\n",
    "        ax1.set_title(\"Degree {}\\nMSE = {:.2e}(+/- {:.2e})\".format(\n",
    "            degrees, -scores.mean(), scores.std()))\n",
    "\n",
    "        # Plot scores\n",
    "        ax2.scatter(scores_x, scores_y, edgecolor='b')\n",
    "        order = np.argsort(scores_x)\n",
    "        ax2.plot(np.array(scores_x)[order], np.array(scores_y)[order])\n",
    "        ax2.set_xlim((0, 16))\n",
    "        ax2.set_ylim((10**-2, 10**11))\n",
    "        ax2.set_xlabel(\"degree\")\n",
    "        ax2.set_ylabel(\"error\", labelpad=0)\n",
    "        ax2.set_yscale(\"log\")\n",
    "\n",
    "        fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "from IPython.display import clear_output\n",
    "from ipywidgets import IntSlider, Output\n",
    "\n",
    "if not interactive:\n",
    "    show_output = False\n",
    "    for i in range(1,15):\n",
    "        plot_poly(degrees = i)\n",
    "    \n",
    "    show_output = True\n",
    "    plot_poly(degrees = 15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Model selection\n",
    "- Next to the (internal) loss function, we need an (external) evaluation function\n",
    "    - Feedback signal: are we actually learning the right thing? \n",
    "        - Are we under/overfitting?\n",
    "    - Carefully choose to fit the application.\n",
    "    - Needed to select between models (and hyperparameter settings)\n",
    "    \n",
    "&copy; XKCD\n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/xkcd.jpg\" alt=\"ml\" style=\"width: 30%;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- Data needs to be split into _training_ and _test_ sets\n",
    "    - Optimize model parameters on the training set, evaluate on independent test set\n",
    "- Avoid _data leakage_:\n",
    "    - Never optimize hyperparameter settings on the test data\n",
    "    - Never choose preprocessing techniques based on the test data\n",
    "- To optimize hyperparameters and preprocessing as well, set aside part of training set as a _validation_ set\n",
    "    - Keep test set hidden during _all_ training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mglearn\n",
    "mglearn.plots.plot_threefold_split()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "* For a given hyperparameter setting, learn the model parameters on training set\n",
    "    * Minize the loss\n",
    "* Evaluate the trained model on the validation set\n",
    "    * Tune the hyperparameters to maximize a certain metric (e.g. accuracy)\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/00_hyperparams.png\" alt=\"ml\" style=\"width: 40%;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Only generalization counts!\n",
    "* Never evaluate your final models on the training data, except for:\n",
    "    * Tracking whether the optimizer converges (learning curves)\n",
    "    * Diagnosing under/overfitting:\n",
    "        * Low training and test score: underfitting\n",
    "        * High training score, low test score: overfitting\n",
    "* Always keep a completely independent test set \n",
    "* On small datasets, use multiple train-test splits to avoid sampling bias\n",
    "    * You could sample an 'easy' test set by accident\n",
    "    * E.g. Use cross-validation (see later)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Better data representations, better models\n",
    "- Algorithm needs to correctly transform the inputs to the right outputs\n",
    "- A lot depends on how we present the data to the algorithm\n",
    "    - Transform data to better representation (a.k.a. _encoding_ or _embedding_)\n",
    "    - Can be done end-to-end (e.g. deep learning) or by first 'preprocessing' the data (e.g. feature selection/generation)\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/00_representation.png\" alt=\"ml\" style=\"width: 80%\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Feature engineering\n",
    "* Most machine learning techniques require humans to build a good representation of the data  \n",
    "* Especially when data is naturally structured (e.g. table with meaningful columns)\n",
    "* Feature engineering is often still necessary to get the best results\n",
    "    * Feature selection, dimensionality reduction, scaling, ...\n",
    "    * *Applied machine learning is basically feature engineering (Andrew Ng)*\n",
    "* Nothing beats domain knowledge (when available) to get a good representation\n",
    "    * E.g. Iris data: leaf length/width separate the classes well\n",
    "    \n",
    "Build prototypes early-on"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Learning data transformations end-to-end\n",
    "* For unstructured data (e.g. images, text), it's hard to extract good features\n",
    "* Deep learning: learn your own representation (embedding) of the data \n",
    "    * Through multiple layers of representation (e.g. layers of neurons)\n",
    "    * Each layer transforms the data a bit, based on what reduces the error\n",
    "    \n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/00_layers.png\" alt=\"ml\" style=\"width: 60%\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Example: digit classification\n",
    "- Input pixels go in, each layer transforms them to an increasingly informative representation for the given task\n",
    "- Often less intuitive for humans\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/00_layers2.png\" alt=\"ml\" style=\"width: 60%\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Curse of dimensionality\n",
    "* Just adding lots of features and letting the model figure it out doesn't work\n",
    "* Our assumptions (inductive biases) often fail in high dimensions: \n",
    "    - Randomly sample points in an n-dimensional space (e.g. a unit hypercube)\n",
    "    - Almost all points become outliers at the edge of the space\n",
    "    - Distances between any two points will become almost identical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Code originally by Peter Norvig \n",
    "def sample(d=2, N=100):\n",
    "    return [[np.random.uniform(0., 1.) for i in range(d)] for _ in range(N)]\n",
    "\n",
    "def corner_count(points):\n",
    "    return np.mean([any([(d < .01 or d > .99) for d in p]) for p in points])\n",
    "\n",
    "def go(Ds=range(1,200)):\n",
    "    plt.figure(figsize=(5*fig_scale, 4*fig_scale))\n",
    "    plt.plot(Ds, [corner_count(sample(d)) for d in Ds])\n",
    "    plt.xlabel(\"Number of dimensions\")\n",
    "    plt.ylabel(\"Proportion of point that are 1% outliers\")\n",
    "    \n",
    "go()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Practical consequences\n",
    "* For every dimension (feature) you add, you need exponentially more data to avoid sparseness\n",
    "* Affects any algorithm that is based on distances (e.g. kNN, SVM, kernel-based methods, tree-based methods,...)\n",
    "* Blessing of non-uniformity: on many applications, the data lives in a very small subspace\n",
    "    * You can drastically improve performance by selecting features or using lower-dimensional data representations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
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    "## \"More data can beat a cleverer algorithm\"\n",
    "(but you need both)\n",
    "\n",
    "* More data reduces the chance of overfitting\n",
    "* Less sparse data reduces the curse of dimensionality\n",
    "* _Non-parametric_ models: number of model parameters grows with amount of data\n",
    "    - Tree-based techniques, k-Nearest neighbors, SVM,...\n",
    "    - They can learn any model given sufficient data (but can get stuck in local minima)\n",
    "* _Parametric_ (fixed size) models: fixed number of model parameters\n",
    "    - Linear models, Neural networks,...\n",
    "    - Can be given a huge number of parameters to benefit from more data \n",
    "    - Deep learning models can have millions of weights, learn almost any function.\n",
    "* The bottleneck is moving from data to compute/scalability"
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    "## Building machine learning systems\n",
    "A typical machine learning system has multiple components, which we will cover in upcoming lectures:\n",
    "    \n",
    "- Preprocessing: Raw data is rarely ideal for learning\n",
    "    - Feature scaling: bring values in same range\n",
    "    - Encoding: make categorical features numeric\n",
    "    - Discretization: make numeric features categorical\n",
    "    - Label imbalance correction (e.g. downsampling)\n",
    "    - Feature selection: remove uninteresting/correlated features\n",
    "    - Dimensionality reduction can also make data easier to learn\n",
    "    - Using pre-learned embeddings (e.g. word-to-vector, image-to-vector)\n",
    "    "
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    "- Learning and evaluation\n",
    "    - Every algorithm has its own biases\n",
    "    - No single algorithm is always best\n",
    "    - _Model selection_ compares and selects the best models\n",
    "        - Different algorithms, different hyperparameter settings\n",
    "    - Split data in training, validation, and test sets\n",
    "    \n",
    "- Prediction\n",
    "    - Final optimized model can be used for prediction\n",
    "    - Expected performance is performance measured on _independent_ test set"
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    "- Together they form a _workflow_ of _pipeline_\n",
    "- There exist machine learning methods to automatically build and tune these pipelines\n",
    "- You need to optimize pipelines continuously\n",
    "    - _Concept drift_: the phenomenon you are modelling can change over time\n",
    "    - _Feedback_: your model's predictions may change future data \n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/fum-cs/machine-learning/main/notebooks/img/01_pipeline2.png\" alt=\"ml\" style=\"width: 80%\"/>"
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    "## Summary\n",
    "* Learning algorithms contain 3 components:\n",
    "    - Representation: a model $f$ that maps input data $X$ to desired output $y$\n",
    "        - Contains model parameters $\\theta$ that can be made to fit the data $X$\n",
    "    - Loss function $\\mathcal{L}(f_{\\theta}(X))$: measures how well the model fits the data\n",
    "    - Optimization technique to find the optimal $\\theta$: $\\underset{\\theta}{\\operatorname{argmin}} \\mathcal{L}(f_{\\theta}(X))$\n",
    "* Select the right model, then fit it to the data to minimize a task-specific error $\\mathcal{E}$ \n",
    "    - Inductive bias $b$: assumptions about model and hyperparameters  \n",
    "    $\\underset{\\theta,b}{\\operatorname{argmin}} \\mathcal{E}(f_{\\theta, b}(X))$\n",
    "\n",
    "* Overfitting: model fits the training data well but not new (test) data\n",
    "    - Split the data into (multiple) train-validation-test splits\n",
    "    - Regularization: tune hyperparameters (on validation set) to simplify model\n",
    "    - Gather more data, or build ensembles of models\n",
    "* Machine learning _pipelines_: preprocessing + learning + deployment"
   ]
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