From 46492a0d9e495505c1e04dacf62baab6667036eb Mon Sep 17 00:00:00 2001
From: vmirly <mirjalil@msu.edu>
Date: Sun, 24 Nov 2019 15:03:16 -0500
Subject: [PATCH] Rerun all cells
---
ch13/ch13_part2.ipynb | 220 +++++++++++++++++++++---------------------
1 file changed, 110 insertions(+), 110 deletions(-)
diff --git a/ch13/ch13_part2.ipynb b/ch13/ch13_part2.ipynb
index fb53a94d..e09c13fd 100644
--- a/ch13/ch13_part2.ipynb
+++ b/ch13/ch13_part2.ipynb
@@ -369,15 +369,15 @@
"Epoch 1/200\n",
"10/10 [==============================] - 0s 31ms/sample - loss: 27.8562 - mae: 4.5967 - mse: 27.8562\n",
"Epoch 2/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 18.6235 - mae: 3.7249 - mse: 18.6235\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 18.6235 - mae: 3.7249 - mse: 18.6235\n",
"Epoch 3/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 12.5081 - mae: 3.0572 - mse: 12.5081\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 12.5081 - mae: 3.0572 - mse: 12.5081\n",
"Epoch 4/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 8.4484 - mae: 2.4816 - mse: 8.4484\n",
"Epoch 5/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 5.7520 - mae: 2.0644 - mse: 5.7520\n",
"Epoch 6/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 3.9580 - mae: 1.7283 - mse: 3.9580\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 3.9580 - mae: 1.7283 - mse: 3.9580\n",
"Epoch 7/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 2.7617 - mae: 1.4792 - mse: 2.7617\n",
"Epoch 8/200\n",
@@ -385,7 +385,7 @@
"Epoch 9/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 1.4485 - mae: 1.0911 - mse: 1.4485\n",
"Epoch 10/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 1.1002 - mae: 0.9636 - mse: 1.1002\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 1.1002 - mae: 0.9636 - mse: 1.1002\n",
"Epoch 11/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.8714 - mae: 0.8620 - mse: 0.8714\n",
"Epoch 12/200\n",
@@ -397,19 +397,19 @@
"Epoch 15/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.5042 - mae: 0.6007 - mse: 0.5042\n",
"Epoch 16/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4740 - mae: 0.5553 - mse: 0.4740\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4740 - mae: 0.5553 - mse: 0.4740\n",
"Epoch 17/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4546 - mae: 0.5334 - mse: 0.4546\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4546 - mae: 0.5334 - mse: 0.4546\n",
"Epoch 18/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4402 - mae: 0.5155 - mse: 0.4402 \n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4402 - mae: 0.5155 - mse: 0.4402 \n",
"Epoch 19/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4310 - mae: 0.5022 - mse: 0.4310\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4310 - mae: 0.5022 - mse: 0.4310\n",
"Epoch 20/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4248 - mae: 0.5025 - mse: 0.4248\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4248 - mae: 0.5025 - mse: 0.4248\n",
"Epoch 21/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4211 - mae: 0.4927 - mse: 0.4211\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4211 - mae: 0.4927 - mse: 0.4211\n",
"Epoch 22/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4175 - mae: 0.5016 - mse: 0.4175\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4175 - mae: 0.5016 - mse: 0.4175\n",
"Epoch 23/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4166 - mae: 0.4911 - mse: 0.4166\n",
"Epoch 24/200\n",
@@ -435,11 +435,11 @@
"Epoch 34/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4898 - mse: 0.4139\n",
"Epoch 35/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4816 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4816 - mse: 0.4137\n",
"Epoch 36/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4933 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4933 - mse: 0.4137\n",
"Epoch 37/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4883 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4883 - mse: 0.4137\n",
"Epoch 38/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4801 - mse: 0.4132\n",
"Epoch 39/200\n",
@@ -451,23 +451,23 @@
"Epoch 42/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4851 - mse: 0.4138\n",
"Epoch 43/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4889 - mse: 0.4132\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4132 - mae: 0.4889 - mse: 0.4132\n",
"Epoch 44/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4928 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4928 - mse: 0.4137\n",
"Epoch 45/200\n",
- "10/10 [==============================] - 0s 3ms/sample - loss: 0.4136 - mae: 0.4864 - mse: 0.4136\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4864 - mse: 0.4136\n",
"Epoch 46/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4923 - mse: 0.4140\n",
"Epoch 47/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4837 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4837 - mse: 0.4138\n",
"Epoch 48/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4909 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4909 - mse: 0.4138\n",
"Epoch 49/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4855 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4855 - mse: 0.4137\n",
"Epoch 50/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4883 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4883 - mse: 0.4138\n",
"Epoch 51/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4890 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4890 - mse: 0.4139\n",
"Epoch 52/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4979 - mse: 0.4138\n",
"Epoch 53/200\n",
@@ -475,13 +475,13 @@
"Epoch 54/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4830 - mse: 0.4132\n",
"Epoch 55/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4130 - mae: 0.4840 - mse: 0.4130\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4130 - mae: 0.4840 - mse: 0.4130\n",
"Epoch 56/200\n",
- "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4892 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4892 - mse: 0.4135\n",
"Epoch 57/200\n",
- "10/10 [==============================] - 0s 1ms/sample - loss: 0.4133 - mae: 0.4945 - mse: 0.4133\n",
+ "10/10 [==============================] - 0s 2ms/sample - loss: 0.4133 - mae: 0.4945 - mse: 0.4133\n",
"Epoch 58/200\n",
- "10/10 [==============================] - 0s 1ms/sample - loss: 0.4131 - mae: 0.4946 - mse: 0.4131\n",
+ "10/10 [==============================] - 0s 2ms/sample - loss: 0.4131 - mae: 0.4946 - mse: 0.4131\n",
"Epoch 59/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4834 - mse: 0.4135\n",
"Epoch 60/200\n",
@@ -495,17 +495,17 @@
"Epoch 64/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4892 - mse: 0.4140\n",
"Epoch 65/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4129 - mae: 0.4811 - mse: 0.4129\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4129 - mae: 0.4811 - mse: 0.4129\n",
"Epoch 66/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4914 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4914 - mse: 0.4138\n",
"Epoch 67/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4957 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4957 - mse: 0.4137\n",
"Epoch 68/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4915 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4915 - mse: 0.4138\n",
"Epoch 69/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4129 - mae: 0.4910 - mse: 0.4129\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4129 - mae: 0.4910 - mse: 0.4129\n",
"Epoch 70/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4919 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4919 - mse: 0.4138\n",
"Epoch 71/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4926 - mse: 0.4137\n",
"Epoch 72/200\n",
@@ -521,21 +521,21 @@
"text": [
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4875 - mse: 0.4136\n",
"Epoch 75/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4810 - mse: 0.4136\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4810 - mse: 0.4136\n",
"Epoch 76/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4874 - mse: 0.4140\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4874 - mse: 0.4140\n",
"Epoch 77/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4874 - mse: 0.4140\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4874 - mse: 0.4140\n",
"Epoch 78/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4810 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4810 - mse: 0.4135\n",
"Epoch 79/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4840 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4840 - mse: 0.4137\n",
"Epoch 80/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4855 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4855 - mse: 0.4138\n",
"Epoch 81/200\n",
"10/10 [==============================] - 0s 1ms/sample - loss: 0.4132 - mae: 0.4876 - mse: 0.4132\n",
"Epoch 82/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4899 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4899 - mse: 0.4138\n",
"Epoch 83/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4850 - mse: 0.4136\n",
"Epoch 84/200\n",
@@ -543,7 +543,7 @@
"Epoch 85/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4924 - mse: 0.4138\n",
"Epoch 86/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4956 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4956 - mse: 0.4135\n",
"Epoch 87/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4832 - mse: 0.4132\n",
"Epoch 88/200\n",
@@ -551,13 +551,13 @@
"Epoch 89/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4900 - mse: 0.4136\n",
"Epoch 90/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4911 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4911 - mse: 0.4139\n",
"Epoch 91/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4846 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4846 - mse: 0.4137\n",
"Epoch 92/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4901 - mse: 0.4140\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4901 - mse: 0.4140\n",
"Epoch 93/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4845 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4845 - mse: 0.4137\n",
"Epoch 94/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4134 - mae: 0.4819 - mse: 0.4134\n",
"Epoch 95/200\n",
@@ -565,17 +565,17 @@
"Epoch 96/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4903 - mse: 0.4139\n",
"Epoch 97/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4885 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4885 - mse: 0.4135\n",
"Epoch 98/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4818 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4818 - mse: 0.4137\n",
"Epoch 99/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4875 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4875 - mse: 0.4138\n",
"Epoch 100/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4857 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4857 - mse: 0.4137\n",
"Epoch 101/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4911 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4911 - mse: 0.4139\n",
"Epoch 102/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4904 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4904 - mse: 0.4139\n",
"Epoch 103/200\n",
"10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4911 - mse: 0.4138\n",
"Epoch 104/200\n",
@@ -585,83 +585,83 @@
"Epoch 106/200\n",
"10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4861 - mse: 0.4139\n",
"Epoch 107/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4843 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4843 - mse: 0.4135\n",
"Epoch 108/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4863 - mse: 0.4136\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4863 - mse: 0.4136\n",
"Epoch 109/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4938 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4938 - mse: 0.4139\n",
"Epoch 110/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4134 - mae: 0.4853 - mse: 0.4134\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4134 - mae: 0.4853 - mse: 0.4134\n",
"Epoch 111/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4918 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4918 - mse: 0.4138\n",
"Epoch 112/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4904 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4904 - mse: 0.4139\n",
"Epoch 113/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4854 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4854 - mse: 0.4135\n",
"Epoch 114/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4937 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4937 - mse: 0.4139\n",
"Epoch 115/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4901 - mse: 0.4140\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4901 - mse: 0.4140\n",
"Epoch 116/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4897 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4897 - mse: 0.4138\n",
"Epoch 117/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4881 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4881 - mse: 0.4139\n",
"Epoch 118/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4906 - mse: 0.4140\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4906 - mse: 0.4140\n",
"Epoch 119/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4877 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4877 - mse: 0.4139\n",
"Epoch 120/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4859 - mse: 0.4136\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4859 - mse: 0.4136\n",
"Epoch 121/200\n",
"10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4972 - mse: 0.4136\n",
"Epoch 122/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4900 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4900 - mse: 0.4139\n",
"Epoch 123/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4932 - mse: 0.4132\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4132 - mae: 0.4932 - mse: 0.4132\n",
"Epoch 124/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4805 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4805 - mse: 0.4135\n",
"Epoch 125/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4132 - mae: 0.4915 - mse: 0.4132\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4132 - mae: 0.4915 - mse: 0.4132\n",
"Epoch 126/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4916 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4916 - mse: 0.4139\n",
"Epoch 127/200\n",
"10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4923 - mse: 0.4138\n",
"Epoch 128/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4930 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4930 - mse: 0.4138\n",
"Epoch 129/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4863 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4863 - mse: 0.4139\n",
"Epoch 130/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4908 - mse: 0.4140\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4908 - mse: 0.4140\n",
"Epoch 131/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4875 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4875 - mse: 0.4138\n",
"Epoch 132/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4131 - mae: 0.4763 - mse: 0.4131\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4131 - mae: 0.4763 - mse: 0.4131\n",
"Epoch 133/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4887 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4887 - mse: 0.4139\n",
"Epoch 134/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4131 - mae: 0.4830 - mse: 0.4131\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4131 - mae: 0.4830 - mse: 0.4131\n",
"Epoch 135/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4861 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4861 - mse: 0.4137\n",
"Epoch 136/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4861 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4861 - mse: 0.4135\n",
"Epoch 137/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4842 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4842 - mse: 0.4137\n",
"Epoch 138/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4141 - mae: 0.4924 - mse: 0.4141\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4141 - mae: 0.4924 - mse: 0.4141\n",
"Epoch 139/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4948 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4948 - mse: 0.4138\n",
"Epoch 140/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4842 - mse: 0.4136\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4842 - mse: 0.4136\n",
"Epoch 141/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4956 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4956 - mse: 0.4137\n",
"Epoch 142/200\n",
"10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4872 - mse: 0.4137\n",
"Epoch 143/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4895 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4895 - mse: 0.4139\n",
"Epoch 144/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4865 - mse: 0.4136\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4865 - mse: 0.4136\n",
"Epoch 145/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4940 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4940 - mse: 0.4137\n",
"Epoch 146/200\n",
"10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4884 - mse: 0.4139\n",
"Epoch 147/200\n"
@@ -713,55 +713,55 @@
"Epoch 167/200\n",
"10/10 [==============================] - 0s 1ms/sample - loss: 0.4134 - mae: 0.4799 - mse: 0.4134\n",
"Epoch 168/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4864 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4864 - mse: 0.4137\n",
"Epoch 169/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4134 - mae: 0.4937 - mse: 0.4134\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4134 - mae: 0.4937 - mse: 0.4134\n",
"Epoch 170/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4894 - mse: 0.4140\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4894 - mse: 0.4140\n",
"Epoch 171/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4887 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4887 - mse: 0.4137\n",
"Epoch 172/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4906 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4906 - mse: 0.4139\n",
"Epoch 173/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4860 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4860 - mse: 0.4135\n",
"Epoch 174/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4947 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4947 - mse: 0.4135\n",
"Epoch 175/200\n",
"10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4869 - mse: 0.4139\n",
"Epoch 176/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4864 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4864 - mse: 0.4135\n",
"Epoch 177/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4841 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4841 - mse: 0.4138\n",
"Epoch 178/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4133 - mae: 0.4857 - mse: 0.4133\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4133 - mae: 0.4857 - mse: 0.4133\n",
"Epoch 179/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4915 - mse: 0.4140\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4915 - mse: 0.4140\n",
"Epoch 180/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4901 - mse: 0.4139\n",
"Epoch 181/200\n",
- "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4932 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4932 - mse: 0.4137\n",
"Epoch 182/200\n",
- "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4887 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4887 - mse: 0.4138\n",
"Epoch 183/200\n",
"10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4905 - mse: 0.4137\n",
"Epoch 184/200\n",
"10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4861 - mse: 0.4138\n",
"Epoch 185/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4136 - mae: 0.4954 - mse: 0.4136\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4136 - mae: 0.4954 - mse: 0.4136\n",
"Epoch 186/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4933 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4933 - mse: 0.4139\n",
"Epoch 187/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4905 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4905 - mse: 0.4139\n",
"Epoch 188/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4797 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4797 - mse: 0.4135\n",
"Epoch 189/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4140 - mae: 0.4899 - mse: 0.4140\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4140 - mae: 0.4899 - mse: 0.4140\n",
"Epoch 190/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4942 - mse: 0.4138\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4138 - mae: 0.4942 - mse: 0.4138\n",
"Epoch 191/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4856 - mse: 0.4139\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4139 - mae: 0.4856 - mse: 0.4139\n",
"Epoch 192/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4137 - mae: 0.4908 - mse: 0.4137\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4137 - mae: 0.4908 - mse: 0.4137\n",
"Epoch 193/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4914 - mse: 0.4139\n",
"Epoch 194/200\n",
@@ -769,7 +769,7 @@
"Epoch 195/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4139 - mae: 0.4894 - mse: 0.4139\n",
"Epoch 196/200\n",
- "10/10 [==============================] - 0s 2ms/sample - loss: 0.4135 - mae: 0.4965 - mse: 0.4135\n",
+ "10/10 [==============================] - 0s 1ms/sample - loss: 0.4135 - mae: 0.4965 - mse: 0.4135\n",
"Epoch 197/200\n",
"10/10 [==============================] - 0s 2ms/sample - loss: 0.4138 - mae: 0.4930 - mse: 0.4138\n",
"Epoch 198/200\n",
@@ -783,7 +783,7 @@
{
"data": {
"text/plain": [
- "<tensorflow.python.keras.callbacks.History at 0x7f385c608d10>"
+ "<tensorflow.python.keras.callbacks.History at 0x7f4013d4e950>"
]
},
"execution_count": 12,
@@ -1778,7 +1778,7 @@
"output_type": "stream",
"text": [
"[NbConvertApp] Converting notebook ch13_part2.ipynb to script\n",
- "[NbConvertApp] Writing 13911 bytes to ch13_part2.py\n"
+ "[NbConvertApp] Writing 13934 bytes to ch13_part2.py\n"
]
}
],