added documentation for model components. Arranged modules to expose utils

examples/Simple_Classification.ipynb → examples/Binary_Classification_with_defaults.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -33,7 +33,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -198,7 +198,7 @@
        "4              30  United-States           0             0  "
       ]
      },
-     "execution_count": 10,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -218,7 +218,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -233,7 +233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -251,7 +251,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -266,7 +266,7 @@
        "       [0., 0., 0., ..., 0., 0., 0.]])"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -277,39 +277,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[ 0.        ,  0.        ,  0.        , ...,  0.        ,\n",
-       "        -0.99512893, -0.03408696],\n",
-       "       [ 1.        ,  1.        ,  0.        , ...,  0.        ,\n",
-       "        -0.04694151,  0.77292975],\n",
-       "       [ 2.        ,  1.        ,  1.        , ...,  0.        ,\n",
-       "        -0.77631645, -0.03408696],\n",
-       "       ...,\n",
-       "       [ 1.        ,  3.        ,  0.        , ...,  0.        ,\n",
-       "         1.41180837, -0.03408696],\n",
-       "       [ 1.        ,  0.        ,  0.        , ...,  0.        ,\n",
-       "        -1.21394141, -1.64812038],\n",
-       "       [ 1.        ,  4.        ,  6.        , ...,  0.        ,\n",
-       "         0.97418341, -0.03408696]])"
+       "(48842, 7)"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "X_deep"
+    "X_deep.shape"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -322,7 +310,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -333,7 +321,7 @@
        ")"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -344,7 +332,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -373,7 +361,7 @@
        ")"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -384,7 +372,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -393,7 +381,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -430,7 +418,7 @@
        ")"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -441,7 +429,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [