diff --git a/1_kmeans/ClusteringAlgorithms.ipynb b/1_kmeans/ClusteringAlgorithms.ipynb
new file mode 100644
index 0000000..256261c
--- /dev/null
+++ b/1_kmeans/ClusteringAlgorithms.ipynb
@@ -0,0 +1,224 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Comparing different clustering algorithms on toy datasets\n",
+    "\n",
+    "This example shows characteristics of different clustering algorithms on datasets that are “interesting” but still in 2D. With the exception of the last dataset, the parameters of each of these dataset-algorithm pairs has been tuned to produce good clustering results. Some algorithms are more sensitive to parameter values than others.\n",
+    "The last dataset is an example of a ‘null’ situation for clustering: the data is homogeneous, and there is no good clustering. For this example, the null dataset uses the same parameters as the dataset in the row above it, which represents a mismatch in the parameter values and the data structure.\n",
+    "While these examples give some intuition about the algorithms, this intuition might not apply to very high dimensional data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x900 with 54 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "% matplotlib inline\n",
+    "\n",
+    "import time\n",
+    "import warnings\n",
+    "\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from sklearn import cluster, datasets, mixture\n",
+    "from sklearn.neighbors import kneighbors_graph\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from itertools import cycle, islice\n",
+    "\n",
+    "np.random.seed(0)\n",
+    "\n",
+    "# ============\n",
+    "# Generate datasets. We choose the size big enough to see the scalability\n",
+    "# of the algorithms, but not too big to avoid too long running times\n",
+    "# ============\n",
+    "n_samples = 1500\n",
+    "noisy_circles = datasets.make_circles(n_samples=n_samples, factor=.5,\n",
+    "                                      noise=.05)\n",
+    "noisy_moons = datasets.make_moons(n_samples=n_samples, noise=.05)\n",
+    "blobs = datasets.make_blobs(n_samples=n_samples, random_state=8)\n",
+    "no_structure = np.random.rand(n_samples, 2), None\n",
+    "\n",
+    "# Anisotropicly distributed data\n",
+    "random_state = 170\n",
+    "X, y = datasets.make_blobs(n_samples=n_samples, random_state=random_state)\n",
+    "transformation = [[0.6, -0.6], [-0.4, 0.8]]\n",
+    "X_aniso = np.dot(X, transformation)\n",
+    "aniso = (X_aniso, y)\n",
+    "\n",
+    "# blobs with varied variances\n",
+    "varied = datasets.make_blobs(n_samples=n_samples,\n",
+    "                             cluster_std=[1.0, 2.5, 0.5],\n",
+    "                             random_state=random_state)\n",
+    "\n",
+    "\n",
+    "# ============\n",
+    "# Set up cluster parameters\n",
+    "# ============\n",
+    "plt.figure(figsize=(9 * 2 + 3, 12.5))\n",
+    "plt.subplots_adjust(left=.02, right=.98, bottom=.001, top=.96, wspace=.05,\n",
+    "                    hspace=.01)\n",
+    "\n",
+    "plot_num = 1\n",
+    "\n",
+    "default_base = {'quantile': .3,\n",
+    "                'eps': .3,\n",
+    "                'damping': .9,\n",
+    "                'preference': -200,\n",
+    "                'n_neighbors': 10,\n",
+    "                'n_clusters': 3}\n",
+    "\n",
+    "datasets = [\n",
+    "    (noisy_circles, {'damping': .77, 'preference': -240,\n",
+    "                     'quantile': .2, 'n_clusters': 2}),\n",
+    "    (noisy_moons, {'damping': .75, 'preference': -220, 'n_clusters': 2}),\n",
+    "    (varied, {'eps': .18, 'n_neighbors': 2}),\n",
+    "    (aniso, {'eps': .15, 'n_neighbors': 2}),\n",
+    "    (blobs, {}),\n",
+    "    (no_structure, {})]\n",
+    "\n",
+    "for i_dataset, (dataset, algo_params) in enumerate(datasets):\n",
+    "    # update parameters with dataset-specific values\n",
+    "    params = default_base.copy()\n",
+    "    params.update(algo_params)\n",
+    "\n",
+    "    X, y = dataset\n",
+    "\n",
+    "    # normalize dataset for easier parameter selection\n",
+    "    X = StandardScaler().fit_transform(X)\n",
+    "\n",
+    "    # estimate bandwidth for mean shift\n",
+    "    bandwidth = cluster.estimate_bandwidth(X, quantile=params['quantile'])\n",
+    "\n",
+    "    # connectivity matrix for structured Ward\n",
+    "    connectivity = kneighbors_graph(\n",
+    "        X, n_neighbors=params['n_neighbors'], include_self=False)\n",
+    "    # make connectivity symmetric\n",
+    "    connectivity = 0.5 * (connectivity + connectivity.T)\n",
+    "\n",
+    "    # ============\n",
+    "    # Create cluster objects\n",
+    "    # ============\n",
+    "    ms = cluster.MeanShift(bandwidth=bandwidth, bin_seeding=True)\n",
+    "    two_means = cluster.MiniBatchKMeans(n_clusters=params['n_clusters'])\n",
+    "    ward = cluster.AgglomerativeClustering(\n",
+    "        n_clusters=params['n_clusters'], linkage='ward',\n",
+    "        connectivity=connectivity)\n",
+    "    spectral = cluster.SpectralClustering(\n",
+    "        n_clusters=params['n_clusters'], eigen_solver='arpack',\n",
+    "        affinity=\"nearest_neighbors\")\n",
+    "    dbscan = cluster.DBSCAN(eps=params['eps'])\n",
+    "    affinity_propagation = cluster.AffinityPropagation(\n",
+    "        damping=params['damping'], preference=params['preference'])\n",
+    "    average_linkage = cluster.AgglomerativeClustering(\n",
+    "        linkage=\"average\", affinity=\"cityblock\",\n",
+    "        n_clusters=params['n_clusters'], connectivity=connectivity)\n",
+    "    birch = cluster.Birch(n_clusters=params['n_clusters'])\n",
+    "    gmm = mixture.GaussianMixture(\n",
+    "        n_components=params['n_clusters'], covariance_type='full')\n",
+    "\n",
+    "    clustering_algorithms = (\n",
+    "        ('MiniBatchKMeans', two_means),\n",
+    "        ('AffinityPropagation', affinity_propagation),\n",
+    "        ('MeanShift', ms),\n",
+    "        ('SpectralClustering', spectral),\n",
+    "        ('Ward', ward),\n",
+    "        ('AgglomerativeClustering', average_linkage),\n",
+    "        ('DBSCAN', dbscan),\n",
+    "        ('Birch', birch),\n",
+    "        ('GaussianMixture', gmm)\n",
+    "    )\n",
+    "\n",
+    "    for name, algorithm in clustering_algorithms:\n",
+    "        t0 = time.time()\n",
+    "\n",
+    "        # catch warnings related to kneighbors_graph\n",
+    "        with warnings.catch_warnings():\n",
+    "            warnings.filterwarnings(\n",
+    "                \"ignore\",\n",
+    "                message=\"the number of connected components of the \" +\n",
+    "                \"connectivity matrix is [0-9]{1,2}\" +\n",
+    "                \" > 1. Completing it to avoid stopping the tree early.\",\n",
+    "                category=UserWarning)\n",
+    "            warnings.filterwarnings(\n",
+    "                \"ignore\",\n",
+    "                message=\"Graph is not fully connected, spectral embedding\" +\n",
+    "                \" may not work as expected.\",\n",
+    "                category=UserWarning)\n",
+    "            algorithm.fit(X)\n",
+    "\n",
+    "        t1 = time.time()\n",
+    "        if hasattr(algorithm, 'labels_'):\n",
+    "            y_pred = algorithm.labels_.astype(np.int)\n",
+    "        else:\n",
+    "            y_pred = algorithm.predict(X)\n",
+    "\n",
+    "        plt.subplot(len(datasets), len(clustering_algorithms), plot_num)\n",
+    "        if i_dataset == 0:\n",
+    "            plt.title(name, size=18)\n",
+    "\n",
+    "        colors = np.array(list(islice(cycle(['#377eb8', '#ff7f00', '#4daf4a',\n",
+    "                                             '#f781bf', '#a65628', '#984ea3',\n",
+    "                                             '#999999', '#e41a1c', '#dede00']),\n",
+    "                                      int(max(y_pred) + 1))))\n",
+    "        plt.scatter(X[:, 0], X[:, 1], s=10, color=colors[y_pred])\n",
+    "\n",
+    "        plt.xlim(-2.5, 2.5)\n",
+    "        plt.ylim(-2.5, 2.5)\n",
+    "        plt.xticks(())\n",
+    "        plt.yticks(())\n",
+    "        plt.text(.99, .01, ('%.2fs' % (t1 - t0)).lstrip('0'),\n",
+    "                 transform=plt.gca().transAxes, size=15,\n",
+    "                 horizontalalignment='right')\n",
+    "        plot_num += 1\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Reference\n",
+    "* [Comparing different clustering algorithms on toy datasets](http://scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.5.2"
+  },
+  "main_language": "python"
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/1_kmeans/ClusteringAlgorithms.py b/1_kmeans/ClusteringAlgorithms.py
new file mode 100644
index 0000000..59e0586
--- /dev/null
+++ b/1_kmeans/ClusteringAlgorithms.py
@@ -0,0 +1,191 @@
+# -*- coding: utf-8 -*-
+# ---
+# jupyter:
+#   jupytext_format_version: '1.2'
+#   kernelspec:
+#     display_name: Python 3
+#     language: python
+#     name: python3
+#   language_info:
+#     codemirror_mode:
+#       name: ipython
+#       version: 3
+#     file_extension: .py
+#     mimetype: text/x-python
+#     name: python
+#     nbconvert_exporter: python
+#     pygments_lexer: ipython3
+#     version: 3.5.2
+# ---
+
+# # Comparing different clustering algorithms on toy datasets
+#
+# This example shows characteristics of different clustering algorithms on datasets that are “interesting” but still in 2D. With the exception of the last dataset, the parameters of each of these dataset-algorithm pairs has been tuned to produce good clustering results. Some algorithms are more sensitive to parameter values than others.
+# The last dataset is an example of a ‘null’ situation for clustering: the data is homogeneous, and there is no good clustering. For this example, the null dataset uses the same parameters as the dataset in the row above it, which represents a mismatch in the parameter values and the data structure.
+# While these examples give some intuition about the algorithms, this intuition might not apply to very high dimensional data.
+
+# +
+% matplotlib inline
+
+import time
+import warnings
+
+import numpy as np
+import matplotlib.pyplot as plt
+
+from sklearn import cluster, datasets, mixture
+from sklearn.neighbors import kneighbors_graph
+from sklearn.preprocessing import StandardScaler
+from itertools import cycle, islice
+
+np.random.seed(0)
+
+# ============
+# Generate datasets. We choose the size big enough to see the scalability
+# of the algorithms, but not too big to avoid too long running times
+# ============
+n_samples = 1500
+noisy_circles = datasets.make_circles(n_samples=n_samples, factor=.5,
+                                      noise=.05)
+noisy_moons = datasets.make_moons(n_samples=n_samples, noise=.05)
+blobs = datasets.make_blobs(n_samples=n_samples, random_state=8)
+no_structure = np.random.rand(n_samples, 2), None
+
+# Anisotropicly distributed data
+random_state = 170
+X, y = datasets.make_blobs(n_samples=n_samples, random_state=random_state)
+transformation = [[0.6, -0.6], [-0.4, 0.8]]
+X_aniso = np.dot(X, transformation)
+aniso = (X_aniso, y)
+
+# blobs with varied variances
+varied = datasets.make_blobs(n_samples=n_samples,
+                             cluster_std=[1.0, 2.5, 0.5],
+                             random_state=random_state)
+
+
+# ============
+# Set up cluster parameters
+# ============
+plt.figure(figsize=(9 * 2 + 3, 12.5))
+plt.subplots_adjust(left=.02, right=.98, bottom=.001, top=.96, wspace=.05,
+                    hspace=.01)
+
+plot_num = 1
+
+default_base = {'quantile': .3,
+                'eps': .3,
+                'damping': .9,
+                'preference': -200,
+                'n_neighbors': 10,
+                'n_clusters': 3}
+
+datasets = [
+    (noisy_circles, {'damping': .77, 'preference': -240,
+                     'quantile': .2, 'n_clusters': 2}),
+    (noisy_moons, {'damping': .75, 'preference': -220, 'n_clusters': 2}),
+    (varied, {'eps': .18, 'n_neighbors': 2}),
+    (aniso, {'eps': .15, 'n_neighbors': 2}),
+    (blobs, {}),
+    (no_structure, {})]
+
+for i_dataset, (dataset, algo_params) in enumerate(datasets):
+    # update parameters with dataset-specific values
+    params = default_base.copy()
+    params.update(algo_params)
+
+    X, y = dataset
+
+    # normalize dataset for easier parameter selection
+    X = StandardScaler().fit_transform(X)
+
+    # estimate bandwidth for mean shift
+    bandwidth = cluster.estimate_bandwidth(X, quantile=params['quantile'])
+
+    # connectivity matrix for structured Ward
+    connectivity = kneighbors_graph(
+        X, n_neighbors=params['n_neighbors'], include_self=False)
+    # make connectivity symmetric
+    connectivity = 0.5 * (connectivity + connectivity.T)
+
+    # ============
+    # Create cluster objects
+    # ============
+    ms = cluster.MeanShift(bandwidth=bandwidth, bin_seeding=True)
+    two_means = cluster.MiniBatchKMeans(n_clusters=params['n_clusters'])
+    ward = cluster.AgglomerativeClustering(
+        n_clusters=params['n_clusters'], linkage='ward',
+        connectivity=connectivity)
+    spectral = cluster.SpectralClustering(
+        n_clusters=params['n_clusters'], eigen_solver='arpack',
+        affinity="nearest_neighbors")
+    dbscan = cluster.DBSCAN(eps=params['eps'])
+    affinity_propagation = cluster.AffinityPropagation(
+        damping=params['damping'], preference=params['preference'])
+    average_linkage = cluster.AgglomerativeClustering(
+        linkage="average", affinity="cityblock",
+        n_clusters=params['n_clusters'], connectivity=connectivity)
+    birch = cluster.Birch(n_clusters=params['n_clusters'])
+    gmm = mixture.GaussianMixture(
+        n_components=params['n_clusters'], covariance_type='full')
+
+    clustering_algorithms = (
+        ('MiniBatchKMeans', two_means),
+        ('AffinityPropagation', affinity_propagation),
+        ('MeanShift', ms),
+        ('SpectralClustering', spectral),
+        ('Ward', ward),
+        ('AgglomerativeClustering', average_linkage),
+        ('DBSCAN', dbscan),
+        ('Birch', birch),
+        ('GaussianMixture', gmm)
+    )
+
+    for name, algorithm in clustering_algorithms:
+        t0 = time.time()
+
+        # catch warnings related to kneighbors_graph
+        with warnings.catch_warnings():
+            warnings.filterwarnings(
+                "ignore",
+                message="the number of connected components of the " +
+                "connectivity matrix is [0-9]{1,2}" +
+                " > 1. Completing it to avoid stopping the tree early.",
+                category=UserWarning)
+            warnings.filterwarnings(
+                "ignore",
+                message="Graph is not fully connected, spectral embedding" +
+                " may not work as expected.",
+                category=UserWarning)
+            algorithm.fit(X)
+
+        t1 = time.time()
+        if hasattr(algorithm, 'labels_'):
+            y_pred = algorithm.labels_.astype(np.int)
+        else:
+            y_pred = algorithm.predict(X)
+
+        plt.subplot(len(datasets), len(clustering_algorithms), plot_num)
+        if i_dataset == 0:
+            plt.title(name, size=18)
+
+        colors = np.array(list(islice(cycle(['#377eb8', '#ff7f00', '#4daf4a',
+                                             '#f781bf', '#a65628', '#984ea3',
+                                             '#999999', '#e41a1c', '#dede00']),
+                                      int(max(y_pred) + 1))))
+        plt.scatter(X[:, 0], X[:, 1], s=10, color=colors[y_pred])
+
+        plt.xlim(-2.5, 2.5)
+        plt.ylim(-2.5, 2.5)
+        plt.xticks(())
+        plt.yticks(())
+        plt.text(.99, .01, ('%.2fs' % (t1 - t0)).lstrip('0'),
+                 transform=plt.gca().transAxes, size=15,
+                 horizontalalignment='right')
+        plot_num += 1
+
+plt.show()
+# -
+
+# ## Reference
+# * [Comparing different clustering algorithms on toy datasets](http://scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html)
diff --git a/1_logistic_regression/Least_squares.ipynb b/1_logistic_regression/Least_squares.ipynb
index c298cf0..0de3486 100644
--- a/1_logistic_regression/Least_squares.ipynb
+++ b/1_logistic_regression/Least_squares.ipynb
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -106,7 +106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -165,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -450,7 +450,13 @@
       "epoch  275: loss = 2018321.374339, a = 403.082778, b = 152.868098\n",
       "epoch  276: loss = 2017130.524440, a = 404.173271, b = 152.867402\n",
       "epoch  277: loss = 2015944.427495, a = 405.261583, b = 152.866707\n",
-      "epoch  278: loss = 2014763.064523, a = 406.347719, b = 152.866013\n",
+      "epoch  278: loss = 2014763.064523, a = 406.347719, b = 152.866013\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "epoch  279: loss = 2013586.416620, a = 407.431683, b = 152.865321\n",
       "epoch  280: loss = 2012414.464959, a = 408.513480, b = 152.864630\n",
       "epoch  281: loss = 2011247.190786, a = 409.593113, b = 152.863940\n",
@@ -957,13 +963,7 @@
       "epoch  782: loss = 1759170.611896, a = 750.757929, b = 152.646039\n",
       "epoch  783: loss = 1759013.596294, a = 751.153187, b = 152.645787\n",
       "epoch  784: loss = 1758857.206248, a = 751.547654, b = 152.645535\n",
-      "epoch  785: loss = 1758701.439262, a = 751.941332, b = 152.645284\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "epoch  785: loss = 1758701.439262, a = 751.941332, b = 152.645284\n",
       "epoch  786: loss = 1758546.292851, a = 752.334224, b = 152.645033\n",
       "epoch  787: loss = 1758391.764538, a = 752.726329, b = 152.644782\n",
       "epoch  788: loss = 1758237.851858, a = 753.117651, b = 152.644532\n",
@@ -1444,13 +1444,7 @@
       "epoch 1263: loss = 1725515.535491, a = 872.948173, b = 152.567997\n",
       "epoch 1264: loss = 1725492.434749, a = 873.099091, b = 152.567901\n",
       "epoch 1265: loss = 1725469.425625, a = 873.249707, b = 152.567804\n",
-      "epoch 1266: loss = 1725446.507753, a = 873.400021, b = 152.567708\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "epoch 1266: loss = 1725446.507753, a = 873.400021, b = 152.567708\n",
       "epoch 1267: loss = 1725423.680772, a = 873.550035, b = 152.567613\n",
       "epoch 1268: loss = 1725400.944319, a = 873.699749, b = 152.567517\n",
       "epoch 1269: loss = 1725378.298033, a = 873.849164, b = 152.567421\n",
@@ -1650,7 +1644,13 @@
       "epoch 1463: loss = 1722320.669650, a = 897.846452, b = 152.552095\n",
       "epoch 1464: loss = 1722310.221696, a = 897.947581, b = 152.552030\n",
       "epoch 1465: loss = 1722299.815032, a = 898.048508, b = 152.551965\n",
-      "epoch 1466: loss = 1722289.449493, a = 898.149233, b = 152.551901\n",
+      "epoch 1466: loss = 1722289.449493, a = 898.149233, b = 152.551901\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "epoch 1467: loss = 1722279.124916, a = 898.249757, b = 152.551837\n",
       "epoch 1468: loss = 1722268.841137, a = 898.350080, b = 152.551773\n",
       "epoch 1469: loss = 1722258.597995, a = 898.450202, b = 152.551709\n",
@@ -1901,7 +1901,13 @@
       "epoch 1714: loss = 1720654.171533, a = 917.819508, b = 152.539338\n",
       "epoch 1715: loss = 1720650.292133, a = 917.880698, b = 152.539299\n",
       "epoch 1716: loss = 1720646.427958, a = 917.941766, b = 152.539260\n",
-      "epoch 1717: loss = 1720642.578948, a = 918.002711, b = 152.539221\n",
+      "epoch 1717: loss = 1720642.578948, a = 918.002711, b = 152.539221\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "epoch 1718: loss = 1720638.745042, a = 918.063534, b = 152.539182\n",
       "epoch 1719: loss = 1720634.926181, a = 918.124236, b = 152.539143\n",
       "epoch 1720: loss = 1720631.122305, a = 918.184817, b = 152.539104\n",
@@ -1968,13 +1974,7 @@
       "epoch 1781: loss = 1720425.201019, a = 921.660044, b = 152.536885\n",
       "epoch 1782: loss = 1720422.219191, a = 921.713554, b = 152.536851\n",
       "epoch 1783: loss = 1720419.249037, a = 921.766957, b = 152.536817\n",
-      "epoch 1784: loss = 1720416.290510, a = 921.820253, b = 152.536783\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "epoch 1784: loss = 1720416.290510, a = 921.820253, b = 152.536783\n",
       "epoch 1785: loss = 1720413.343564, a = 921.873443, b = 152.536749\n",
       "epoch 1786: loss = 1720410.408153, a = 921.926526, b = 152.536715\n",
       "epoch 1787: loss = 1720407.484232, a = 921.979503, b = 152.536681\n",
@@ -2155,7 +2155,13 @@
       "epoch 1962: loss = 1720037.716759, a = 929.792988, b = 152.531690\n",
       "epoch 1963: loss = 1720036.246549, a = 929.830235, b = 152.531667\n",
       "epoch 1964: loss = 1720034.782046, a = 929.867408, b = 152.531643\n",
-      "epoch 1965: loss = 1720033.323226, a = 929.904506, b = 152.531619\n",
+      "epoch 1965: loss = 1720033.323226, a = 929.904506, b = 152.531619\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "epoch 1966: loss = 1720031.870069, a = 929.941529, b = 152.531596\n",
       "epoch 1967: loss = 1720030.422552, a = 929.978479, b = 152.531572\n",
       "epoch 1968: loss = 1720028.980651, a = 930.015355, b = 152.531548\n",
@@ -2398,13 +2404,7 @@
       "epoch 2205: loss = 1719805.743929, a = 936.967312, b = 152.527108\n",
       "epoch 2206: loss = 1719805.168319, a = 936.990212, b = 152.527094\n",
       "epoch 2207: loss = 1719804.594905, a = 937.013067, b = 152.527079\n",
-      "epoch 2208: loss = 1719804.023681, a = 937.035876, b = 152.527064\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "epoch 2208: loss = 1719804.023681, a = 937.035876, b = 152.527064\n",
       "epoch 2209: loss = 1719803.454636, a = 937.058640, b = 152.527050\n",
       "epoch 2210: loss = 1719802.887762, a = 937.081357, b = 152.527035\n",
       "epoch 2211: loss = 1719802.323051, a = 937.104030, b = 152.527021\n",
@@ -2515,7 +2515,13 @@
       "epoch 2316: loss = 1719753.548720, a = 939.248962, b = 152.525651\n",
       "epoch 2317: loss = 1719753.171404, a = 939.267300, b = 152.525639\n",
       "epoch 2318: loss = 1719752.795512, a = 939.285601, b = 152.525627\n",
-      "epoch 2319: loss = 1719752.421041, a = 939.303866, b = 152.525616\n",
+      "epoch 2319: loss = 1719752.421041, a = 939.303866, b = 152.525616\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "epoch 2320: loss = 1719752.047983, a = 939.322094, b = 152.525604\n",
       "epoch 2321: loss = 1719751.676335, a = 939.340286, b = 152.525593\n",
       "epoch 2322: loss = 1719751.306089, a = 939.358441, b = 152.525581\n",
@@ -2979,13 +2985,7 @@
       "epoch 2780: loss = 1719670.080704, a = 944.796779, b = 152.522108\n",
       "epoch 2781: loss = 1719670.011963, a = 944.804023, b = 152.522103\n",
       "epoch 2782: loss = 1719669.943464, a = 944.811253, b = 152.522098\n",
-      "epoch 2783: loss = 1719669.875206, a = 944.818468, b = 152.522094\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "epoch 2783: loss = 1719669.875206, a = 944.818468, b = 152.522094\n",
       "epoch 2784: loss = 1719669.807189, a = 944.825669, b = 152.522089\n",
       "epoch 2785: loss = 1719669.739411, a = 944.832856, b = 152.522084\n",
       "epoch 2786: loss = 1719669.671871, a = 944.840028, b = 152.522080\n",
@@ -3166,7 +3166,13 @@
       "epoch 2961: loss = 1719660.837327, a = 945.897818, b = 152.521404\n",
       "epoch 2962: loss = 1719660.800573, a = 945.902860, b = 152.521401\n",
       "epoch 2963: loss = 1719660.763943, a = 945.907892, b = 152.521398\n",
-      "epoch 2964: loss = 1719660.727437, a = 945.912915, b = 152.521395\n",
+      "epoch 2964: loss = 1719660.727437, a = 945.912915, b = 152.521395\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "epoch 2965: loss = 1719660.691055, a = 945.917927, b = 152.521391\n",
       "epoch 2966: loss = 1719660.654795, a = 945.922929, b = 152.521388\n",
       "epoch 2967: loss = 1719660.618658, a = 945.927922, b = 152.521385\n",
@@ -3252,7 +3258,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -4038,7 +4044,799 @@
     {
      "data": {
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\" width=\"432\">"
+       "<img src=\"data:image/png;base64,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\" width=\"432\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img src=\"data:image/png;base64,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\" width=\"432\">"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
diff --git a/1_logistic_regression/PCA_and_Logistic_Regression.ipynb b/1_logistic_regression/PCA_and_Logistic_Regression.ipynb
index 1b7b0b7..0e9aeac 100644
--- a/1_logistic_regression/PCA_and_Logistic_Regression.ipynb
+++ b/1_logistic_regression/PCA_and_Logistic_Regression.ipynb
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -82,7 +82,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -136,7 +136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -175,7 +175,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -208,11 +208,50 @@
    ]
   },
   {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "accuracy train = 0.148921, accuracy_test = 0.102778\n"
+     ]
+    }
+   ],
+   "source": [
+    "# do kernel PCA\n",
+    "#   Ref: http://scikit-learn.org/stable/auto_examples/decomposition/plot_kernel_pca.html\n",
+    "\n",
+    "from sklearn.decomposition import PCA, KernelPCA\n",
+    "\n",
+    "kpca = KernelPCA(n_components=45, kernel=\"rbf\", fit_inverse_transform=True, gamma=10)\n",
+    "kpca.fit(x_train)\n",
+    "\n",
+    "x_train_pca = kpca.transform(x_train)\n",
+    "x_test_pca = kpca.transform(x_test)\n",
+    "\n",
+    "# do logistic regression\n",
+    "lr=LogisticRegression()\n",
+    "lr.fit(x_train_pca,y_train)\n",
+    "\n",
+    "pred_train = lr.predict(x_train_pca)\n",
+    "pred_test  = lr.predict(x_test_pca)\n",
+    "\n",
+    "# calculate train/test accuracy\n",
+    "acc_train = accuracy_score(y_train, pred_train)\n",
+    "acc_test = accuracy_score(y_test, pred_test)\n",
+    "print(\"accuracy train = %f, accuracy_test = %f\" % (acc_train, acc_test))\n"
+   ]
+  },
+  {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## References\n",
-    "* [Pipelining: chaining a PCA and a logistic regression](http://scikit-learn.org/stable/auto_examples/plot_digits_pipe.html)"
+    "* [Pipelining: chaining a PCA and a logistic regression](http://scikit-learn.org/stable/auto_examples/plot_digits_pipe.html)\n",
+    "* [PCA进行无监督降维](https://ljalphabeta.gitbooks.io/python-/content/pca.html)"
    ]
   }
  ],
@@ -233,8 +272,7 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.5.2"
-  },
-  "main_language": "python"
+  }
  },
  "nbformat": 4,
  "nbformat_minor": 2
diff --git a/1_logistic_regression/PCA_and_Logistic_Regression.py b/1_logistic_regression/PCA_and_Logistic_Regression.py
index 9b28bec..d2745bf 100644
--- a/1_logistic_regression/PCA_and_Logistic_Regression.py
+++ b/1_logistic_regression/PCA_and_Logistic_Regression.py
@@ -135,7 +135,33 @@ acc_train = accuracy_score(y_train, pred_train)
 acc_test = accuracy_score(y_test, pred_test)
 print("accuracy train = %f, accuracy_test = %f" % (acc_train, acc_test))
 
+
+# +
+# do kernel PCA
+#   Ref: http://scikit-learn.org/stable/auto_examples/decomposition/plot_kernel_pca.html
+
+from sklearn.decomposition import PCA, KernelPCA
+
+kpca = KernelPCA(n_components=45, kernel="rbf", fit_inverse_transform=True, gamma=10)
+kpca.fit(x_train)
+
+x_train_pca = kpca.transform(x_train)
+x_test_pca = kpca.transform(x_test)
+
+# do logistic regression
+lr=LogisticRegression()
+lr.fit(x_train_pca,y_train)
+
+pred_train = lr.predict(x_train_pca)
+pred_test  = lr.predict(x_test_pca)
+
+# calculate train/test accuracy
+acc_train = accuracy_score(y_train, pred_train)
+acc_test = accuracy_score(y_test, pred_test)
+print("accuracy train = %f, accuracy_test = %f" % (acc_train, acc_test))
+
 # -
 
 # ## References
 # * [Pipelining: chaining a PCA and a logistic regression](http://scikit-learn.org/stable/auto_examples/plot_digits_pipe.html)
+# * [PCA进行无监督降维](https://ljalphabeta.gitbooks.io/python-/content/pca.html)
diff --git a/References.md b/References.md
index 1ae5da2..a439ae5 100644
--- a/References.md
+++ b/References.md
@@ -1,5 +1,6 @@
 # References
-更多的学习资料，可以自行在下属列表找找到适合自己的学习资料。
+可以自行在下属列表找找到适合自己的学习资料，虽然罗列的比较多，但是个人最好选择一个深入阅读、练习。当练习到一定程度，可以再看看其他的资料，这样弥补单一学习资料可能存在的欠缺。
+
 
 ## Python & IPython
 * [Python教程](https://www.liaoxuefeng.com/wiki/0014316089557264a6b348958f449949df42a6d3a2e542c000)
@@ -8,7 +9,6 @@
 * [IPython tutorials](https://nbviewer.jupyter.org/github/ipython/ipython/blob/master/examples/IPython%20Kernel/Index.ipynb)
 * [Examples from the IPython mini-book](https://github.com/rossant/ipython-minibook)
 * [Code of the IPython Cookbook, Second Edition (2018)](https://github.com/ipython-books/cookbook-2nd-code)
-* [scientific-python-lectures](http://nbviewer.jupyter.org/github/jrjohansson/scientific-python-lectures/tree/master/)
 
 
 ## Libs
@@ -24,6 +24,8 @@
 * [ipython-notebooks: A collection of IPython notebooks covering various topics](https://github.com/jdwittenauer/ipython-notebooks)
 * [Learn Data Science](http://learnds.com/)
 * [AM207 2016](https://github.com/AM207/2016/tree/master)
+* [Python机器学习](https://ljalphabeta.gitbooks.io/python-/content/)
+* [scientific-python-lectures](http://nbviewer.jupyter.org/github/jrjohansson/scientific-python-lectures/tree/master/)
 
 
 ## Awesome series
diff --git a/nn/Perceptron.ipynb b/nn/Perceptron.ipynb
new file mode 100644
index 0000000..cf4c788
--- /dev/null
+++ b/nn/Perceptron.ipynb
@@ -0,0 +1,252 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 感知机\n",
+    "\n",
+    "感知机（perceptron）是二分类的线性分类模型，输入为实例的特征向量，输出为实例的类别（取+1和-1）。感知机对应于输入空间中将实例划分为两类的分离超平面。感知机旨在求出该超平面，为求得超平面导入了基于误分类的损失函数，利用梯度下降法 对损失函数进行最优化（最优化）。感知机的学习算法具有简单而易于实现的优点，分为原始形式和对偶形式。感知机预测是用学习得到的感知机模型对新的实例进行预测的，因此属于判别模型。感知机由Rosenblatt于1957年提出的，是神经网络和支持向量机的基础。\n",
+    "\n",
+    "模仿的是生物神经系统内的神经元，它能够接受来自多个源的信号输入，然后将信号转化为便于传播的信号在进行输出(在生物体内表现为电信号)。\n",
+    "\n",
+    "![neuron](images/neuron.png)\n",
+    "\n",
+    "* dendrites - 树突\n",
+    "* nucleus - 细胞核\n",
+    "* axon - 轴突\n",
+    "\n",
+    "心理学家Rosenblatt构想了感知机，它作为简化的数学模型解释大脑神经元如何工作：它取一组二进制输入值（附近的神经元），将每个输入值乘以一个连续值权重（每个附近神经元的突触强度），并设立一个阈值，如果这些加权输入值的和超过这个阈值，就输出1，否则输出0（同理于神经元是否放电）。对于感知机，绝大多数输入值不是一些数据，就是别的感知机的输出值。\n",
+    "\n",
+    "麦卡洛克-皮兹模型缺乏一个对AI而言至关重要的学习机制。这就是感知机更出色的地方所在——罗森布拉特受到唐纳德·赫布(Donald Hebb) 基础性工作的启发，想出一个让这种人工神经元学习的办法。赫布提出了一个出人意料并影响深远的想法，称知识和学习发生在大脑主要是通过神经元间突触的形成与变化，简要表述为赫布法则：\n",
+    "\n",
+    ">当细胞A的轴突足以接近以激发细胞B，并反复持续地对细胞B放电，一些生长过程或代谢变化将发生在某一个或这两个细胞内，以致A作为对B放电的细胞中的一个，效率增加。\n",
+    "\n",
+    "\n",
+    "感知机并没有完全遵循这个想法，**但通过调输入值的权重，可以有一个非常简单直观的学习方案：给定一个有输入输出实例的训练集，感知机应该「学习」一个函数：对每个例子，若感知机的输出值比实例低太多，则增加它的权重，否则若设比实例高太多，则减少它的权重。**\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 1. 感知机模型\n",
+    "\n",
+    "假设输入空间(特征向量)为X⊆Rn，输出空间为Y={-1, +1}。输入x∈X表示实例的特征向量，对应于输入空间的点；输出y∈Y表示示例的类别。由输入空间到输出空间的函数为\n",
+    "\n",
+    "$$\n",
+    "f(x) = sign(w x + b)\n",
+    "$$\n",
+    "\n",
+    "称为感知机。其中，参数w叫做权值向量，b称为偏置。w·x表示w和x的内积。sign为符号函数，即\n",
+    "![sign_function](images/sign.png)\n",
+    "\n",
+    "### 几何解释    \n",
+    "感知机模型是线性分类模型，感知机模型的假设空间是定义在特征空间中的所有线性分类模型，即函数集合{f|f(x)=w·x+b}。线性方程 w·x+b=0对应于特征空间Rn中的一个超平面S，其中w是超平面的法向量，b是超平面的截踞。这个超平面把特征空间划分为两部分。位于两侧的点分别为正负两类。超平面S称为分离超平面，如下图：\n",
+    "![perceptron_geometry_def](images/perceptron_geometry_def.png)\n",
+    "\n",
+    "### 生物学类比\n",
+    "![perceptron_2](images/perceptron_2.PNG)\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2. 感知机学习策略\n",
+    "\n",
+    "假设训练数据集是线性可分的，感知机学习的目标是求得一个能够将训练数据的正负实例点完全分开的分离超平面，即最终求得参数w、b。这需要一个学习策略，即定义（经验）损失函数并将损失函数最小化。\n",
+    "\n",
+    "损失函数的一个自然的选择是误分类的点的总数。但是这样得到的损失函数不是参数w、b的连续可导函数，不宜优化。损失函数的另一个选择是误分类点到分里面的距离之和。\n",
+    "\n",
+    "首先，对于任意一点xo到超平面的距离为\n",
+    "$$\n",
+    "\\frac{1}{||w||} | w \\cdot xo + b |\n",
+    "$$\n",
+    "\n",
+    "其次，对于误分类点（xi,yi）来说 -yi(w·xi+b)>0\n",
+    "\n",
+    "这样，假设超平面S的总的误分类点集合为M，那么所有误分类点到S的距离之和为\n",
+    "$$\n",
+    "-\\frac{1}{||w||} \\sum_{x_i \\in M} y_i (w \\cdot x_i + b)\n",
+    "$$\n",
+    "不考虑1/||w||，就得到了感知机学习的损失函数。\n",
+    "\n",
+    "### 经验风险函数\n",
+    "\n",
+    "给定数据集T={(x1,y1),(x2,y2)...(xN,yN)}（其中xi∈X=Rn，yi∈Y={-1, +1}，i=1,2...N），感知机sign(w·x+b)学习的损失函数定义为\n",
+    "$$\n",
+    "L(w, b) = - \\sum_{x_i \\in M} y_i (w \\cdot x_i + b)\n",
+    "$$\n",
+    "其中M为误分类点的集合，这个损失函数就是感知机学习的[经验风险函数](https://blog.csdn.net/zhzhx1204/article/details/70163099)。\n",
+    "\n",
+    "显然，损失函数L(w,b)是非负的。如果没有误分类点，那么L(w,b)为0，误分类点数越少，L(w,b)值越小。一个特定的损失函数：在误分类时是参数w,b的线性函数，在正确分类时，是0.因此，给定训练数据集T,损失函数L(w,b)是w,b的连续可导函数。\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 3. 感知机学习算法\n",
+    "\n",
+    "\n",
+    "最优化问题：给定数据集T={(x1,y1),(x2,y2)...(xN,yN)}（其中xi∈X=Rn，yi∈Y={-1, +1}，i=1,2...N），求参数w,b,使其成为损失函数的解（M为误分类的集合）：\n",
+    "\n",
+    "$$\n",
+    "min_{w,b} L(w, b) =  - \\sum_{x_i \\in M} y_i (w \\cdot x_i + b)\n",
+    "$$\n",
+    "\n",
+    "感知机学习是误分类驱动的，具体采用[随机梯度下降法](https://blog.csdn.net/zbc1090549839/article/details/38149561)。首先，任意选定$w_0$、$b_0$，然后用梯度下降法不断极小化目标函数，极小化的过程不知一次性的把M中的所有误分类点梯度下降，而是一次随机选取一个误分类点使其梯度下降。\n",
+    "\n",
+    "假设误分类集合M是固定的，那么损失函数L(w,b)的梯度为\n",
+    "$$\n",
+    "\\triangledown_w L(w, b) = - \\sum_{x_i \\in M} y_i x_i \\\\\n",
+    "\\triangledown_b L(w, b) = - \\sum_{x_i \\in M} y_i \\\\\n",
+    "$$\n",
+    "\n",
+    "随机选取一个误分类点$(x_i,y_i)$,对$w,b$进行更新：\n",
+    "$$\n",
+    "w = w + \\eta y_i x_i \\\\\n",
+    "b = b + \\eta y_i\n",
+    "$$\n",
+    "\n",
+    "式中$\\eta$（0 ≤ $ \\eta $ ≤ 1）是步长，在统计学是中成为学习速率。步长越大，梯度下降的速度越快，更能接近极小点。如果步长过大，有可能导致跨过极小点，导致函数发散；如果步长过小，有可能会耗很长时间才能达到极小点。\n",
+    "\n",
+    "直观解释：当一个实例点被误分类时，调整w,b，使分离超平面向该误分类点的一侧移动，以减少该误分类点与超平面的距离，直至超越该点被正确分类。\n",
+    "\n",
+    "\n",
+    "\n",
+    "算法\n",
+    "```\n",
+    "输入：T={(x1,y1),(x2,y2)...(xN,yN)}（其中xi∈X=Rn，yi∈Y={-1, +1}，i=1,2...N，学习速率为η）\n",
+    "输出：w, b;感知机模型f(x)=sign(w·x+b)\n",
+    "(1) 初始化w0,b0\n",
+    "(2) 在训练数据集中选取（xi, yi）\n",
+    "(3) 如果yi(w xi+b)≤0\n",
+    "           w = w + ηyixi\n",
+    "           b = b + ηyi\n",
+    "(4) 转至（2）\n",
+    "```\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 4. Program\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "update weight and bias:  1.5 4.0 0.5\n",
+      "update weight and bias:  -0.5 3.5 0.0\n",
+      "update weight and bias:  -2.0 3.0 -0.5\n",
+      "w =  [-2.0, 3.0]\n",
+      "b =  -0.5\n",
+      "[ 1  1  1  1 -1 -1 -1 -1]\n",
+      "[1, 1, 1, 1, -1, -1, -1, -1]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import random\n",
+    "import numpy as np\n",
+    "\n",
+    "# 符号函数\n",
+    "def sign(v):\n",
+    "    if v > 0:  return 1\n",
+    "    else:      return -1\n",
+    "    \n",
+    "def perceptron_train(train_data, eta=0.5, n_iter=100):\n",
+    "    weight = [0, 0]  # 权重\n",
+    "    bias = 0  # 偏置量\n",
+    "    learning_rate = eta  # 学习速率\n",
+    "\n",
+    "    train_num = n_iter  # 迭代次数\n",
+    "\n",
+    "    for i in range(train_num):\n",
+    "        train = random.choice(train_data)\n",
+    "        x1, x2, y = train\n",
+    "        predict = sign(weight[0] * x1 + weight[1] * x2 + bias)  # 输出\n",
+    "        #print(\"train data: x: (%2d, %2d) y: %2d  ==> predict: %2d\" % (x1, x2, y, predict))\n",
+    "        \n",
+    "        if y * predict <= 0:  # 判断误分类点\n",
+    "            weight[0] = weight[0] + learning_rate * y * x1  # 更新权重\n",
+    "            weight[1] = weight[1] + learning_rate * y * x2\n",
+    "            bias      = bias      + learning_rate * y       # 更新偏置量\n",
+    "            print(\"update weight and bias: \", weight[0], weight[1], bias)\n",
+    "\n",
+    "    #print(\"stop training: \", weight[0], weight[1], bias)\n",
+    "\n",
+    "    return weight, bias\n",
+    "\n",
+    "def perceptron_pred(data, w, b):\n",
+    "    y_pred = []\n",
+    "    for d in data:\n",
+    "        x1, x2, y = d\n",
+    "        yi = sign(w[0]*x1 + w[1]*x2 + b)\n",
+    "        y_pred.append(yi)\n",
+    "        \n",
+    "    return y_pred\n",
+    "\n",
+    "# set training data\n",
+    "train_data = np.array([[1, 3,  1], [2, 5,  1], [3, 8,  1], [2, 6,  1], \n",
+    "                       [3, 1, -1], [4, 1, -1], [6, 2, -1], [7, 3, -1]])\n",
+    "\n",
+    "# do training\n",
+    "w, b = perceptron_train(train_data)\n",
+    "print(\"w = \", w)\n",
+    "print(\"b = \", b)\n",
+    "\n",
+    "# predict \n",
+    "y_pred = perceptron_pred(train_data, w, b)\n",
+    "\n",
+    "print(train_data[:, 2])\n",
+    "print(y_pred)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Reference\n",
+    "* [感知机（Python实现）](http://www.cnblogs.com/kaituorensheng/p/3561091.html)\n",
+    "* [Programming a Perceptron in Python](https://blog.dbrgn.ch/2013/3/26/perceptrons-in-python/)\n",
+    "* [损失函数、风险函数、经验风险最小化、结构风险最小化](https://blog.csdn.net/zhzhx1204/article/details/70163099)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.5.2"
+  },
+  "main_language": "python"
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/nn/Perceptron.py b/nn/Perceptron.py
new file mode 100644
index 0000000..bc46e72
--- /dev/null
+++ b/nn/Perceptron.py
@@ -0,0 +1,202 @@
+# -*- coding: utf-8 -*-
+# ---
+# jupyter:
+#   jupytext_format_version: '1.2'
+#   kernelspec:
+#     display_name: Python 3
+#     language: python
+#     name: python3
+#   language_info:
+#     codemirror_mode:
+#       name: ipython
+#       version: 3
+#     file_extension: .py
+#     mimetype: text/x-python
+#     name: python
+#     nbconvert_exporter: python
+#     pygments_lexer: ipython3
+#     version: 3.5.2
+# ---
+
+# ## 感知机
+#
+# 感知机（perceptron）是二分类的线性分类模型，输入为实例的特征向量，输出为实例的类别（取+1和-1）。感知机对应于输入空间中将实例划分为两类的分离超平面。感知机旨在求出该超平面，为求得超平面导入了基于误分类的损失函数，利用梯度下降法 对损失函数进行最优化（最优化）。感知机的学习算法具有简单而易于实现的优点，分为原始形式和对偶形式。感知机预测是用学习得到的感知机模型对新的实例进行预测的，因此属于判别模型。感知机由Rosenblatt于1957年提出的，是神经网络和支持向量机的基础。
+#
+# 模仿的是生物神经系统内的神经元，它能够接受来自多个源的信号输入，然后将信号转化为便于传播的信号在进行输出(在生物体内表现为电信号)。
+#
+# ![neuron](images/neuron.png)
+#
+# * dendrites - 树突
+# * nucleus - 细胞核
+# * axon - 轴突
+#
+# 心理学家Rosenblatt构想了感知机，它作为简化的数学模型解释大脑神经元如何工作：它取一组二进制输入值（附近的神经元），将每个输入值乘以一个连续值权重（每个附近神经元的突触强度），并设立一个阈值，如果这些加权输入值的和超过这个阈值，就输出1，否则输出0（同理于神经元是否放电）。对于感知机，绝大多数输入值不是一些数据，就是别的感知机的输出值。
+#
+# 麦卡洛克-皮兹模型缺乏一个对AI而言至关重要的学习机制。这就是感知机更出色的地方所在——罗森布拉特受到唐纳德·赫布(Donald Hebb) 基础性工作的启发，想出一个让这种人工神经元学习的办法。赫布提出了一个出人意料并影响深远的想法，称知识和学习发生在大脑主要是通过神经元间突触的形成与变化，简要表述为赫布法则：
+#
+# >当细胞A的轴突足以接近以激发细胞B，并反复持续地对细胞B放电，一些生长过程或代谢变化将发生在某一个或这两个细胞内，以致A作为对B放电的细胞中的一个，效率增加。
+#
+#
+# 感知机并没有完全遵循这个想法，**但通过调输入值的权重，可以有一个非常简单直观的学习方案：给定一个有输入输出实例的训练集，感知机应该「学习」一个函数：对每个例子，若感知机的输出值比实例低太多，则增加它的权重，否则若设比实例高太多，则减少它的权重。**
+#
+
+# ## 1. 感知机模型
+#
+# 假设输入空间(特征向量)为X⊆Rn，输出空间为Y={-1, +1}。输入x∈X表示实例的特征向量，对应于输入空间的点；输出y∈Y表示示例的类别。由输入空间到输出空间的函数为
+#
+# $$
+# f(x) = sign(w x + b)
+# $$
+#
+# 称为感知机。其中，参数w叫做权值向量，b称为偏置。w·x表示w和x的内积。sign为符号函数，即
+# ![sign_function](images/sign.png)
+#
+# ### 几何解释    
+# 感知机模型是线性分类模型，感知机模型的假设空间是定义在特征空间中的所有线性分类模型，即函数集合{f|f(x)=w·x+b}。线性方程 w·x+b=0对应于特征空间Rn中的一个超平面S，其中w是超平面的法向量，b是超平面的截踞。这个超平面把特征空间划分为两部分。位于两侧的点分别为正负两类。超平面S称为分离超平面，如下图：
+# ![perceptron_geometry_def](images/perceptron_geometry_def.png)
+#
+# ### 生物学类比
+# ![perceptron_2](images/perceptron_2.PNG)
+#
+#
+#
+
+# ## 2. 感知机学习策略
+#
+# 假设训练数据集是线性可分的，感知机学习的目标是求得一个能够将训练数据的正负实例点完全分开的分离超平面，即最终求得参数w、b。这需要一个学习策略，即定义（经验）损失函数并将损失函数最小化。
+#
+# 损失函数的一个自然的选择是误分类的点的总数。但是这样得到的损失函数不是参数w、b的连续可导函数，不宜优化。损失函数的另一个选择是误分类点到分里面的距离之和。
+#
+# 首先，对于任意一点xo到超平面的距离为
+# $$
+# \frac{1}{||w||} | w \cdot xo + b |
+# $$
+#
+# 其次，对于误分类点（xi,yi）来说 -yi(w·xi+b)>0
+#
+# 这样，假设超平面S的总的误分类点集合为M，那么所有误分类点到S的距离之和为
+# $$
+# -\frac{1}{||w||} \sum_{x_i \in M} y_i (w \cdot x_i + b)
+# $$
+# 不考虑1/||w||，就得到了感知机学习的损失函数。
+#
+# ### 经验风险函数
+#
+# 给定数据集T={(x1,y1),(x2,y2)...(xN,yN)}（其中xi∈X=Rn，yi∈Y={-1, +1}，i=1,2...N），感知机sign(w·x+b)学习的损失函数定义为
+# $$
+# L(w, b) = - \sum_{x_i \in M} y_i (w \cdot x_i + b)
+# $$
+# 其中M为误分类点的集合，这个损失函数就是感知机学习的[经验风险函数](https://blog.csdn.net/zhzhx1204/article/details/70163099)。
+#
+# 显然，损失函数L(w,b)是非负的。如果没有误分类点，那么L(w,b)为0，误分类点数越少，L(w,b)值越小。一个特定的损失函数：在误分类时是参数w,b的线性函数，在正确分类时，是0.因此，给定训练数据集T,损失函数L(w,b)是w,b的连续可导函数。
+#
+
+# ## 3. 感知机学习算法
+#
+#
+# 最优化问题：给定数据集T={(x1,y1),(x2,y2)...(xN,yN)}（其中xi∈X=Rn，yi∈Y={-1, +1}，i=1,2...N），求参数w,b,使其成为损失函数的解（M为误分类的集合）：
+#
+# $$
+# min_{w,b} L(w, b) =  - \sum_{x_i \in M} y_i (w \cdot x_i + b)
+# $$
+#
+# 感知机学习是误分类驱动的，具体采用[随机梯度下降法](https://blog.csdn.net/zbc1090549839/article/details/38149561)。首先，任意选定$w_0$、$b_0$，然后用梯度下降法不断极小化目标函数，极小化的过程不知一次性的把M中的所有误分类点梯度下降，而是一次随机选取一个误分类点使其梯度下降。
+#
+# 假设误分类集合M是固定的，那么损失函数L(w,b)的梯度为
+# $$
+# \triangledown_w L(w, b) = - \sum_{x_i \in M} y_i x_i \\
+# \triangledown_b L(w, b) = - \sum_{x_i \in M} y_i \\
+# $$
+#
+# 随机选取一个误分类点$(x_i,y_i)$,对$w,b$进行更新：
+# $$
+# w = w + \eta y_i x_i \\
+# b = b + \eta y_i
+# $$
+#
+# 式中$\eta$（0 ≤ $ \eta $ ≤ 1）是步长，在统计学是中成为学习速率。步长越大，梯度下降的速度越快，更能接近极小点。如果步长过大，有可能导致跨过极小点，导致函数发散；如果步长过小，有可能会耗很长时间才能达到极小点。
+#
+# 直观解释：当一个实例点被误分类时，调整w,b，使分离超平面向该误分类点的一侧移动，以减少该误分类点与超平面的距离，直至超越该点被正确分类。
+#
+#
+#
+# 算法
+# ```
+# 输入：T={(x1,y1),(x2,y2)...(xN,yN)}（其中xi∈X=Rn，yi∈Y={-1, +1}，i=1,2...N，学习速率为η）
+# 输出：w, b;感知机模型f(x)=sign(w·x+b)
+# (1) 初始化w0,b0
+# (2) 在训练数据集中选取（xi, yi）
+# (3) 如果yi(w xi+b)≤0
+#            w = w + ηyixi
+#            b = b + ηyi
+# (4) 转至（2）
+# ```
+#
+#
+
+# ## 4. Program
+#
+
+# +
+import random
+import numpy as np
+
+# 符号函数
+def sign(v):
+    if v > 0:  return 1
+    else:      return -1
+    
+def perceptron_train(train_data, eta=0.5, n_iter=100):
+    weight = [0, 0]  # 权重
+    bias = 0  # 偏置量
+    learning_rate = eta  # 学习速率
+
+    train_num = n_iter  # 迭代次数
+
+    for i in range(train_num):
+        train = random.choice(train_data)
+        x1, x2, y = train
+        predict = sign(weight[0] * x1 + weight[1] * x2 + bias)  # 输出
+        #print("train data: x: (%2d, %2d) y: %2d  ==> predict: %2d" % (x1, x2, y, predict))
+        
+        if y * predict <= 0:  # 判断误分类点
+            weight[0] = weight[0] + learning_rate * y * x1  # 更新权重
+            weight[1] = weight[1] + learning_rate * y * x2
+            bias      = bias      + learning_rate * y       # 更新偏置量
+            print("update weight and bias: ", weight[0], weight[1], bias)
+
+    #print("stop training: ", weight[0], weight[1], bias)
+
+    return weight, bias
+
+def perceptron_pred(data, w, b):
+    y_pred = []
+    for d in data:
+        x1, x2, y = d
+        yi = sign(w[0]*x1 + w[1]*x2 + b)
+        y_pred.append(yi)
+        
+    return y_pred
+
+# set training data
+train_data = np.array([[1, 3,  1], [2, 5,  1], [3, 8,  1], [2, 6,  1], 
+                       [3, 1, -1], [4, 1, -1], [6, 2, -1], [7, 3, -1]])
+
+# do training
+w, b = perceptron_train(train_data)
+print("w = ", w)
+print("b = ", b)
+
+# predict 
+y_pred = perceptron_pred(train_data, w, b)
+
+print(train_data[:, 2])
+print(y_pred)
+
+
+# -
+
+# ## Reference
+# * [感知机（Python实现）](http://www.cnblogs.com/kaituorensheng/p/3561091.html)
+# * [Programming a Perceptron in Python](https://blog.dbrgn.ch/2013/3/26/perceptrons-in-python/)
+# * [损失函数、风险函数、经验风险最小化、结构风险最小化](https://blog.csdn.net/zhzhx1204/article/details/70163099)
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