From 64847229cafca4b026cdf976eea7741ac8dac88b Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 28 Oct 2024 05:48:19 +0100 Subject: [PATCH] correcting typos --- doc/pub/week44/html/._week44-bs000.html | 9 +- doc/pub/week44/html/._week44-bs052.html | 2 +- doc/pub/week44/html/._week44-bs058.html | 2 +- doc/pub/week44/html/week44-bs.html | 9 +- doc/pub/week44/html/week44-reveal.html | 13 +- doc/pub/week44/html/week44-solarized.html | 13 +- doc/pub/week44/html/week44.html | 13 +- doc/pub/week44/ipynb/ipynb-week44-src.tar.gz | Bin 473525 -> 473525 bytes doc/pub/week44/ipynb/week44.ipynb | 462 +++++++++---------- doc/src/week44/week44.do.txt | 6 +- 10 files changed, 257 insertions(+), 272 deletions(-) diff --git a/doc/pub/week44/html/._week44-bs000.html b/doc/pub/week44/html/._week44-bs000.html index e73a75127..de77bf7b2 100644 --- a/doc/pub/week44/html/._week44-bs000.html +++ b/doc/pub/week44/html/._week44-bs000.html @@ -357,14 +357,11 @@ MathJax.Hub.Config({
-Morten Hjorth-Jensen [1, 2] +Morten Hjorth-Jensen
- +
-[1] Department of Physics, University of Oslo -
-
-[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University +Department of Physics, University of Oslo, Norway

diff --git a/doc/pub/week44/html/._week44-bs052.html b/doc/pub/week44/html/._week44-bs052.html index e645f6156..c38aadae3 100644 --- a/doc/pub/week44/html/._week44-bs052.html +++ b/doc/pub/week44/html/._week44-bs052.html @@ -370,7 +370,7 @@ MathJax.Hub.Config({ model.add(layers.Dense(n_neurons_connected, activation='relu', kernel_regularizer=regularizers.l2(lmbd))) model.add(layers.Dense(n_categories, activation='softmax', kernel_regularizer=regularizers.l2(lmbd))) - sgd = optimizers.SGD(lr=eta) + sgd = optimizers.SGD(learning_rate=eta) model.compile(loss='categorical_crossentropy', optimizer=sgd, metrics=['accuracy']) return model diff --git a/doc/pub/week44/html/._week44-bs058.html b/doc/pub/week44/html/._week44-bs058.html index a64052f05..7b0c4004c 100644 --- a/doc/pub/week44/html/._week44-bs058.html +++ b/doc/pub/week44/html/._week44-bs058.html @@ -371,7 +371,7 @@ layer with 10 outputs and a softmax activation. 
model.add(layers.Flatten())
 model.add(layers.Dense(64, activation='relu'))
 model.add(layers.Dense(10))
-Here's the complete architecture of our model.
+# Here's the complete architecture of our model
 
 model.summary()
diff --git a/doc/pub/week44/html/week44-bs.html b/doc/pub/week44/html/week44-bs.html index e73a75127..de77bf7b2 100644 --- a/doc/pub/week44/html/week44-bs.html +++ b/doc/pub/week44/html/week44-bs.html @@ -357,14 +357,11 @@ MathJax.Hub.Config({
-Morten Hjorth-Jensen [1, 2] +Morten Hjorth-Jensen
- +
-[1] Department of Physics, University of Oslo -
-
-[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University +Department of Physics, University of Oslo, Norway

diff --git a/doc/pub/week44/html/week44-reveal.html b/doc/pub/week44/html/week44-reveal.html index 5f68b7a7a..0199a7a45 100644 --- a/doc/pub/week44/html/week44-reveal.html +++ b/doc/pub/week44/html/week44-reveal.html @@ -173,14 +173,11 @@ MathJax.Hub.Config({
-Morten Hjorth-Jensen [1, 2] +Morten Hjorth-Jensen
- +
-[1] Department of Physics, University of Oslo -
-
-[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University +Department of Physics, University of Oslo, Norway

@@ -1525,7 +1522,7 @@ X_train, X_test, Y_train, Y_test = train_test_split(inputs, labels, train_size=t model.add(layers.Dense(n_neurons_connected, activation='relu', kernel_regularizer=regularizers.l2(lmbd))) model.add(layers.Dense(n_categories, activation='softmax', kernel_regularizer=regularizers.l2(lmbd))) - sgd = optimizers.SGD(lr=eta) + sgd = optimizers.SGD(learning_rate=eta) model.compile(loss='categorical_crossentropy', optimizer=sgd, metrics=['accuracy']) return model @@ -1801,7 +1798,7 @@ layer with 10 outputs and a softmax activation. 
model.add(layers.Flatten())
 model.add(layers.Dense(64, activation='relu'))
 model.add(layers.Dense(10))
-Here's the complete architecture of our model.
+# Here's the complete architecture of our model
 
 model.summary()
diff --git a/doc/pub/week44/html/week44-solarized.html b/doc/pub/week44/html/week44-solarized.html index 0f294ff20..a957d23b8 100644 --- a/doc/pub/week44/html/week44-solarized.html +++ b/doc/pub/week44/html/week44-solarized.html @@ -274,14 +274,11 @@ MathJax.Hub.Config({
-Morten Hjorth-Jensen [1, 2] +Morten Hjorth-Jensen
- +
-[1] Department of Physics, University of Oslo -
-
-[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University +Department of Physics, University of Oslo, Norway

@@ -1494,7 +1491,7 @@ X_train, X_test, Y_train, Y_test = train_test_split(inputs, labels, train_size=t model.add(layers.Dense(n_neurons_connected, activation='relu', kernel_regularizer=regularizers.l2(lmbd))) model.add(layers.Dense(n_categories, activation='softmax', kernel_regularizer=regularizers.l2(lmbd))) - sgd = optimizers.SGD(lr=eta) + sgd = optimizers.SGD(learning_rate=eta) model.compile(loss='categorical_crossentropy', optimizer=sgd, metrics=['accuracy']) return model @@ -1769,7 +1766,7 @@ layer with 10 outputs and a softmax activation. 
model.add(layers.Flatten())
 model.add(layers.Dense(64, activation='relu'))
 model.add(layers.Dense(10))
-Here's the complete architecture of our model.
+# Here's the complete architecture of our model
 
 model.summary()
diff --git a/doc/pub/week44/html/week44.html b/doc/pub/week44/html/week44.html index 5592c0311..611985d0f 100644 --- a/doc/pub/week44/html/week44.html +++ b/doc/pub/week44/html/week44.html @@ -351,14 +351,11 @@ MathJax.Hub.Config({
-Morten Hjorth-Jensen [1, 2] +Morten Hjorth-Jensen
- +
-[1] Department of Physics, University of Oslo -
-
-[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University +Department of Physics, University of Oslo, Norway

@@ -1571,7 +1568,7 @@ X_train, X_test, Y_train, Y_test = train_tes model.add(layers.Dense(n_neurons_connected, activation='relu', kernel_regularizer=regularizers.l2(lmbd))) model.add(layers.Dense(n_categories, activation='softmax', kernel_regularizer=regularizers.l2(lmbd))) - sgd = optimizers.SGD(lr=eta) + sgd = optimizers.SGD(learning_rate=eta) model.compile(loss='categorical_crossentropy', optimizer=sgd, metrics=['accuracy']) return model @@ -1846,7 +1843,7 @@ layer with 10 outputs and a softmax activation. 
model.add(layers.Flatten())
 model.add(layers.Dense(64, activation='relu'))
 model.add(layers.Dense(10))
-Here's the complete architecture of our model.
+# Here's the complete architecture of our model
 
 model.summary()
diff --git a/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz b/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz index 74399d93234a9a6f3588836f2c324a17cdf43202..22c9dee20c994469d64b0c9ebf4cfb35835a4e50 100644 GIT binary patch delta 38 tcmdn`S!U~J88-QD4u(4MMz&Tq##T0_RyO8VHkMX4)>byQt!(V;EdlAj3SIyJ delta 38 ucmdn`S!U~J88-QD4u+MYjcl!KjIC@;t!&J#Y%Hy8tgUQpTiMvxTLJ*?6bgp` diff --git a/doc/pub/week44/ipynb/week44.ipynb b/doc/pub/week44/ipynb/week44.ipynb index 6460a1fd0..20171ddb6 100644 --- a/doc/pub/week44/ipynb/week44.ipynb +++ b/doc/pub/week44/ipynb/week44.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "eb5b9ba3", + "id": "dc01b8a4", "metadata": { "editable": true }, @@ -14,20 +14,20 @@ }, { "cell_type": "markdown", - "id": "26c3b839", + "id": "96f11533", "metadata": { "editable": true }, "source": [ "# Week 44, Convolutional Neural Networks (CNN)\n", - "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n", + "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo, Norway\n", "\n", "Date: **October 28-November 1 **" ] }, { "cell_type": "markdown", - "id": "43b75648", + "id": "cc149251", "metadata": { "editable": true }, @@ -55,7 +55,7 @@ }, { "cell_type": "markdown", - "id": "e4b628e2", + "id": "cb91fe3f", "metadata": { "editable": true }, @@ -71,7 +71,7 @@ }, { "cell_type": "markdown", - "id": "bdbb2f02", + "id": "a4b9ec87", "metadata": { "editable": true }, @@ -81,7 +81,7 @@ }, { "cell_type": "markdown", - "id": "6869e73d", + "id": "be0fb3b3", "metadata": { "editable": true }, @@ -108,7 +108,7 @@ }, { "cell_type": "markdown", - "id": "ad008db0", + "id": "dca41cde", "metadata": { "editable": true }, @@ -124,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "99968c7d", + "id": "7105a270", "metadata": { "editable": true }, @@ -142,7 +142,7 @@ }, { "cell_type": "markdown", - "id": "ede81326", + "id": "4ace549e", "metadata": { "editable": true }, @@ -172,7 +172,7 @@ }, { "cell_type": "markdown", - "id": "3eda879d", + "id": "da0cb6c8", "metadata": { "editable": true }, @@ -202,7 +202,7 @@ }, { "cell_type": "markdown", - "id": "71201a7e", + "id": "5b622758", "metadata": { "editable": true }, @@ -242,7 +242,7 @@ }, { "cell_type": "markdown", - "id": "5c19c911", + "id": "29c5c182", "metadata": { "editable": true }, @@ -269,7 +269,7 @@ }, { "cell_type": "markdown", - "id": "4e36a19f", + "id": "fceb2409", "metadata": { "editable": true }, @@ -281,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "15bdcf25", + "id": "36313c49", "metadata": { "editable": true }, @@ -291,7 +291,7 @@ }, { "cell_type": "markdown", - "id": "20e64a8f", + "id": "81b9cf02", "metadata": { "editable": true }, @@ -309,7 +309,7 @@ }, { "cell_type": "markdown", - "id": "6ac3273b", + "id": "7d7c1544", "metadata": { "editable": true }, @@ -338,7 +338,7 @@ }, { "cell_type": "markdown", - "id": "63e60007", + "id": "28fa62d6", "metadata": { "editable": true }, @@ -360,7 +360,7 @@ }, { "cell_type": "markdown", - "id": "d9d4ad18", + "id": "efa30734", "metadata": { "editable": true }, @@ -382,7 +382,7 @@ }, { "cell_type": "markdown", - "id": "010d56f0", + "id": "9a435714", "metadata": { "editable": true }, @@ -398,7 +398,7 @@ }, { "cell_type": "markdown", - "id": "4876c352", + "id": "aed2d756", "metadata": { "editable": true }, @@ -415,7 +415,7 @@ }, { "cell_type": "markdown", - "id": "cb4c5e7b", + "id": "68e1ac1b", "metadata": { "editable": true }, @@ -439,7 +439,7 @@ }, { "cell_type": "markdown", - "id": "f4dc5cbd", + "id": "866c9fc7", "metadata": { "editable": true }, @@ -450,7 +450,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "82c8bc1e", + "id": "3809b7f8", "metadata": { "collapsed": false, "editable": true @@ -521,7 +521,7 @@ }, { "cell_type": "markdown", - "id": "6dba3ada", + "id": "2d46cd2c", "metadata": { "editable": true }, @@ -544,7 +544,7 @@ }, { "cell_type": "markdown", - "id": "207a033a", + "id": "b2b7cf91", "metadata": { "editable": true }, @@ -556,7 +556,7 @@ }, { "cell_type": "markdown", - "id": "f07342b7", + "id": "d7e0ed27", "metadata": { "editable": true }, @@ -568,7 +568,7 @@ }, { "cell_type": "markdown", - "id": "f65ae7e2", + "id": "f5780c89", "metadata": { "editable": true }, @@ -580,7 +580,7 @@ }, { "cell_type": "markdown", - "id": "26e8c43a", + "id": "e7a0f90c", "metadata": { "editable": true }, @@ -590,7 +590,7 @@ }, { "cell_type": "markdown", - "id": "ff63939b", + "id": "1819294d", "metadata": { "editable": true }, @@ -602,7 +602,7 @@ }, { "cell_type": "markdown", - "id": "6920d5c5", + "id": "b1140da6", "metadata": { "editable": true }, @@ -614,7 +614,7 @@ }, { "cell_type": "markdown", - "id": "5c81fc69", + "id": "a6e6e69a", "metadata": { "editable": true }, @@ -637,7 +637,7 @@ }, { "cell_type": "markdown", - "id": "29145257", + "id": "b6566857", "metadata": { "editable": true }, @@ -649,7 +649,7 @@ }, { "cell_type": "markdown", - "id": "d69392c2", + "id": "d287ce8e", "metadata": { "editable": true }, @@ -661,7 +661,7 @@ }, { "cell_type": "markdown", - "id": "3bcc01e9", + "id": "688b3c77", "metadata": { "editable": true }, @@ -673,7 +673,7 @@ }, { "cell_type": "markdown", - "id": "17ac2b45", + "id": "839e96f3", "metadata": { "editable": true }, @@ -683,7 +683,7 @@ }, { "cell_type": "markdown", - "id": "00ad9c0b", + "id": "71855a8f", "metadata": { "editable": true }, @@ -695,7 +695,7 @@ }, { "cell_type": "markdown", - "id": "cca6de09", + "id": "b4949f55", "metadata": { "editable": true }, @@ -707,7 +707,7 @@ }, { "cell_type": "markdown", - "id": "f9c24acc", + "id": "3390b6b3", "metadata": { "editable": true }, @@ -726,7 +726,7 @@ }, { "cell_type": "markdown", - "id": "c249ab57", + "id": "8b13b77d", "metadata": { "editable": true }, @@ -738,7 +738,7 @@ }, { "cell_type": "markdown", - "id": "cc2e004b", + "id": "0a8f0215", "metadata": { "editable": true }, @@ -748,7 +748,7 @@ }, { "cell_type": "markdown", - "id": "d5ceddc1", + "id": "f71bd497", "metadata": { "editable": true }, @@ -760,7 +760,7 @@ }, { "cell_type": "markdown", - "id": "4435c19d", + "id": "347bcaf2", "metadata": { "editable": true }, @@ -770,7 +770,7 @@ }, { "cell_type": "markdown", - "id": "55069e63", + "id": "e381d21e", "metadata": { "editable": true }, @@ -782,7 +782,7 @@ }, { "cell_type": "markdown", - "id": "c99899c6", + "id": "9c6b7be9", "metadata": { "editable": true }, @@ -795,7 +795,7 @@ }, { "cell_type": "markdown", - "id": "be8c662d", + "id": "5e776582", "metadata": { "editable": true }, @@ -814,7 +814,7 @@ }, { "cell_type": "markdown", - "id": "a04e7c0b", + "id": "0f4ccfff", "metadata": { "editable": true }, @@ -826,7 +826,7 @@ }, { "cell_type": "markdown", - "id": "338ac316", + "id": "4e37b9b5", "metadata": { "editable": true }, @@ -838,7 +838,7 @@ }, { "cell_type": "markdown", - "id": "b5d95275", + "id": "4bc06433", "metadata": { "editable": true }, @@ -848,7 +848,7 @@ }, { "cell_type": "markdown", - "id": "252e9e0f", + "id": "23989fd4", "metadata": { "editable": true }, @@ -860,7 +860,7 @@ }, { "cell_type": "markdown", - "id": "035cdf4a", + "id": "724837cb", "metadata": { "editable": true }, @@ -872,7 +872,7 @@ }, { "cell_type": "markdown", - "id": "d499561c", + "id": "b6cb72c3", "metadata": { "editable": true }, @@ -884,7 +884,7 @@ }, { "cell_type": "markdown", - "id": "b3184764", + "id": "33e4a7dc", "metadata": { "editable": true }, @@ -895,7 +895,7 @@ }, { "cell_type": "markdown", - "id": "c1f2bb44", + "id": "85138b80", "metadata": { "editable": true }, @@ -909,7 +909,7 @@ }, { "cell_type": "markdown", - "id": "724342ac", + "id": "a13e9010", "metadata": { "editable": true }, @@ -927,7 +927,7 @@ }, { "cell_type": "markdown", - "id": "74231212", + "id": "fa3caefc", "metadata": { "editable": true }, @@ -940,7 +940,7 @@ }, { "cell_type": "markdown", - "id": "e49db96c", + "id": "172a8a08", "metadata": { "editable": true }, @@ -958,7 +958,7 @@ }, { "cell_type": "markdown", - "id": "33bfc290", + "id": "4ac06a92", "metadata": { "editable": true }, @@ -972,7 +972,7 @@ }, { "cell_type": "markdown", - "id": "292a27b8", + "id": "0616100a", "metadata": { "editable": true }, @@ -988,7 +988,7 @@ }, { "cell_type": "markdown", - "id": "1aadd8f9", + "id": "cecd64c6", "metadata": { "editable": true }, @@ -1006,7 +1006,7 @@ }, { "cell_type": "markdown", - "id": "2c04c419", + "id": "31eecb48", "metadata": { "editable": true }, @@ -1022,7 +1022,7 @@ }, { "cell_type": "markdown", - "id": "a17e2ce7", + "id": "216deb07", "metadata": { "editable": true }, @@ -1037,7 +1037,7 @@ }, { "cell_type": "markdown", - "id": "2590ecf5", + "id": "7c493c62", "metadata": { "editable": true }, @@ -1056,7 +1056,7 @@ }, { "cell_type": "markdown", - "id": "97e18086", + "id": "00c500fa", "metadata": { "editable": true }, @@ -1068,7 +1068,7 @@ }, { "cell_type": "markdown", - "id": "49670cad", + "id": "9e6ef884", "metadata": { "editable": true }, @@ -1079,7 +1079,7 @@ }, { "cell_type": "markdown", - "id": "73e4091f", + "id": "ae753e43", "metadata": { "editable": true }, @@ -1100,7 +1100,7 @@ }, { "cell_type": "markdown", - "id": "b974944d", + "id": "338765ee", "metadata": { "editable": true }, @@ -1116,7 +1116,7 @@ }, { "cell_type": "markdown", - "id": "15319ba5", + "id": "134b1339", "metadata": { "editable": true }, @@ -1134,7 +1134,7 @@ }, { "cell_type": "markdown", - "id": "aeb47546", + "id": "88a54d0b", "metadata": { "editable": true }, @@ -1146,7 +1146,7 @@ }, { "cell_type": "markdown", - "id": "10d44759", + "id": "c08db532", "metadata": { "editable": true }, @@ -1156,7 +1156,7 @@ }, { "cell_type": "markdown", - "id": "bb1af8aa", + "id": "5abec963", "metadata": { "editable": true }, @@ -1168,7 +1168,7 @@ }, { "cell_type": "markdown", - "id": "0ddf7069", + "id": "8443ca56", "metadata": { "editable": true }, @@ -1180,7 +1180,7 @@ }, { "cell_type": "markdown", - "id": "2a6cd4c6", + "id": "fb5ccd85", "metadata": { "editable": true }, @@ -1192,7 +1192,7 @@ }, { "cell_type": "markdown", - "id": "f8e3ce61", + "id": "b6672462", "metadata": { "editable": true }, @@ -1202,7 +1202,7 @@ }, { "cell_type": "markdown", - "id": "08c8f403", + "id": "f32a4c6c", "metadata": { "editable": true }, @@ -1214,7 +1214,7 @@ }, { "cell_type": "markdown", - "id": "b64dcf7f", + "id": "8c6e4830", "metadata": { "editable": true }, @@ -1226,7 +1226,7 @@ }, { "cell_type": "markdown", - "id": "56fb4c30", + "id": "050ee2b1", "metadata": { "editable": true }, @@ -1238,7 +1238,7 @@ }, { "cell_type": "markdown", - "id": "e56843df", + "id": "66b7b033", "metadata": { "editable": true }, @@ -1254,7 +1254,7 @@ }, { "cell_type": "markdown", - "id": "fe166596", + "id": "ed3176b2", "metadata": { "editable": true }, @@ -1267,7 +1267,7 @@ }, { "cell_type": "markdown", - "id": "dc50439a", + "id": "88a97f5d", "metadata": { "editable": true }, @@ -1279,7 +1279,7 @@ }, { "cell_type": "markdown", - "id": "ce7f37bc", + "id": "4a509c92", "metadata": { "editable": true }, @@ -1289,7 +1289,7 @@ }, { "cell_type": "markdown", - "id": "1b024c34", + "id": "4ba88953", "metadata": { "editable": true }, @@ -1301,7 +1301,7 @@ }, { "cell_type": "markdown", - "id": "1b53fb45", + "id": "4dc3fee8", "metadata": { "editable": true }, @@ -1316,7 +1316,7 @@ }, { "cell_type": "markdown", - "id": "d019fba8", + "id": "5cc81f97", "metadata": { "editable": true }, @@ -1331,7 +1331,7 @@ }, { "cell_type": "markdown", - "id": "fc1470d2", + "id": "851d4c45", "metadata": { "editable": true }, @@ -1343,7 +1343,7 @@ }, { "cell_type": "markdown", - "id": "1adf88a4", + "id": "b261ea99", "metadata": { "editable": true }, @@ -1353,7 +1353,7 @@ }, { "cell_type": "markdown", - "id": "081d258b", + "id": "ea27a3c6", "metadata": { "editable": true }, @@ -1365,7 +1365,7 @@ }, { "cell_type": "markdown", - "id": "232aa6bc", + "id": "83c0c6a0", "metadata": { "editable": true }, @@ -1381,7 +1381,7 @@ }, { "cell_type": "markdown", - "id": "ba023438", + "id": "dc0b2072", "metadata": { "editable": true }, @@ -1393,7 +1393,7 @@ }, { "cell_type": "markdown", - "id": "9c825a5f", + "id": "fde836e1", "metadata": { "editable": true }, @@ -1406,7 +1406,7 @@ }, { "cell_type": "markdown", - "id": "64bf9fbc", + "id": "a070285d", "metadata": { "editable": true }, @@ -1420,7 +1420,7 @@ }, { "cell_type": "markdown", - "id": "060bccca", + "id": "bf6e590b", "metadata": { "editable": true }, @@ -1430,7 +1430,7 @@ }, { "cell_type": "markdown", - "id": "ebf54553", + "id": "3d3965b6", "metadata": { "editable": true }, @@ -1443,7 +1443,7 @@ }, { "cell_type": "markdown", - "id": "73d2b460", + "id": "cd0d4353", "metadata": { "editable": true }, @@ -1458,7 +1458,7 @@ }, { "cell_type": "markdown", - "id": "d796a4fa", + "id": "eb62911e", "metadata": { "editable": true }, @@ -1470,7 +1470,7 @@ }, { "cell_type": "markdown", - "id": "da9c9aa5", + "id": "fdb87605", "metadata": { "editable": true }, @@ -1480,7 +1480,7 @@ }, { "cell_type": "markdown", - "id": "fbd0f9e4", + "id": "702d1de3", "metadata": { "editable": true }, @@ -1493,7 +1493,7 @@ }, { "cell_type": "markdown", - "id": "f464698a", + "id": "46f9ffd9", "metadata": { "editable": true }, @@ -1504,7 +1504,7 @@ }, { "cell_type": "markdown", - "id": "b6dd9a91", + "id": "54240b13", "metadata": { "editable": true }, @@ -1516,7 +1516,7 @@ }, { "cell_type": "markdown", - "id": "928c2b77", + "id": "c3cc19f1", "metadata": { "editable": true }, @@ -1526,7 +1526,7 @@ }, { "cell_type": "markdown", - "id": "9cea653c", + "id": "8fd26ae6", "metadata": { "editable": true }, @@ -1541,7 +1541,7 @@ }, { "cell_type": "markdown", - "id": "56c72840", + "id": "907b64ed", "metadata": { "editable": true }, @@ -1551,7 +1551,7 @@ }, { "cell_type": "markdown", - "id": "ffbf2c60", + "id": "ea24309a", "metadata": { "editable": true }, @@ -1563,7 +1563,7 @@ }, { "cell_type": "markdown", - "id": "34081f43", + "id": "9d331112", "metadata": { "editable": true }, @@ -1573,7 +1573,7 @@ }, { "cell_type": "markdown", - "id": "4a23919b", + "id": "da875dab", "metadata": { "editable": true }, @@ -1589,7 +1589,7 @@ }, { "cell_type": "markdown", - "id": "d4f2e0d5", + "id": "628f45dd", "metadata": { "editable": true }, @@ -1617,7 +1617,7 @@ }, { "cell_type": "markdown", - "id": "2fe0bdbe", + "id": "9cd55f79", "metadata": { "editable": true }, @@ -1633,7 +1633,7 @@ }, { "cell_type": "markdown", - "id": "a82b0473", + "id": "5f94b9d4", "metadata": { "editable": true }, @@ -1645,7 +1645,7 @@ }, { "cell_type": "markdown", - "id": "dd64500e", + "id": "0a3b9e01", "metadata": { "editable": true }, @@ -1657,7 +1657,7 @@ }, { "cell_type": "markdown", - "id": "87016e5e", + "id": "8764ddc0", "metadata": { "editable": true }, @@ -1667,7 +1667,7 @@ }, { "cell_type": "markdown", - "id": "d7417ecf", + "id": "d30b4ff0", "metadata": { "editable": true }, @@ -1681,7 +1681,7 @@ }, { "cell_type": "markdown", - "id": "ae0220ff", + "id": "7e5eafdb", "metadata": { "editable": true }, @@ -1693,7 +1693,7 @@ }, { "cell_type": "markdown", - "id": "4e104aa8", + "id": "390faa33", "metadata": { "editable": true }, @@ -1715,7 +1715,7 @@ }, { "cell_type": "markdown", - "id": "e8647fdc", + "id": "11f478e0", "metadata": { "editable": true }, @@ -1747,7 +1747,7 @@ }, { "cell_type": "markdown", - "id": "200fd8d5", + "id": "68226a92", "metadata": { "editable": true }, @@ -1763,7 +1763,7 @@ }, { "cell_type": "markdown", - "id": "ab9cbc55", + "id": "ba4397fc", "metadata": { "editable": true }, @@ -1783,7 +1783,7 @@ }, { "cell_type": "markdown", - "id": "200c198c", + "id": "c04e04d6", "metadata": { "editable": true }, @@ -1800,7 +1800,7 @@ }, { "cell_type": "markdown", - "id": "c6f9dfbd", + "id": "cf546e23", "metadata": { "editable": true }, @@ -1816,7 +1816,7 @@ }, { "cell_type": "markdown", - "id": "d8e9029f", + "id": "b65107c4", "metadata": { "editable": true }, @@ -1835,7 +1835,7 @@ }, { "cell_type": "markdown", - "id": "b86c5d26", + "id": "41864fb7", "metadata": { "editable": true }, @@ -1848,7 +1848,7 @@ }, { "cell_type": "markdown", - "id": "d044bcf6", + "id": "4eebcdb7", "metadata": { "editable": true }, @@ -1860,7 +1860,7 @@ }, { "cell_type": "markdown", - "id": "91b66cbf", + "id": "7a5e62e4", "metadata": { "editable": true }, @@ -1881,7 +1881,7 @@ }, { "cell_type": "markdown", - "id": "e78d269f", + "id": "c7238366", "metadata": { "editable": true }, @@ -1902,7 +1902,7 @@ }, { "cell_type": "markdown", - "id": "45d416f0", + "id": "0b97aeeb", "metadata": { "editable": true }, @@ -1928,7 +1928,7 @@ }, { "cell_type": "markdown", - "id": "80264df6", + "id": "3fd6f59e", "metadata": { "editable": true }, @@ -1947,7 +1947,7 @@ }, { "cell_type": "markdown", - "id": "bb2120c9", + "id": "0172461a", "metadata": { "editable": true }, @@ -1958,7 +1958,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "6fbfcb2f", + "id": "327406f1", "metadata": { "collapsed": false, "editable": true @@ -2009,7 +2009,7 @@ }, { "cell_type": "markdown", - "id": "c7b8383b", + "id": "21cd0cbc", "metadata": { "editable": true }, @@ -2020,7 +2020,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "b8e59957", + "id": "0acee68a", "metadata": { "collapsed": false, "editable": true @@ -2053,7 +2053,7 @@ }, { "cell_type": "markdown", - "id": "9270657f", + "id": "e02f61a7", "metadata": { "editable": true }, @@ -2064,7 +2064,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "55cb8e96", + "id": "91574522", "metadata": { "collapsed": false, "editable": true @@ -2082,7 +2082,7 @@ " model.add(layers.Dense(n_neurons_connected, activation='relu', kernel_regularizer=regularizers.l2(lmbd)))\n", " model.add(layers.Dense(n_categories, activation='softmax', kernel_regularizer=regularizers.l2(lmbd)))\n", " \n", - " sgd = optimizers.SGD(lr=eta)\n", + " sgd = optimizers.SGD(learning_rate=eta)\n", " model.compile(loss='categorical_crossentropy', optimizer=sgd, metrics=['accuracy'])\n", " \n", " return model\n", @@ -2101,7 +2101,7 @@ }, { "cell_type": "markdown", - "id": "9a574946", + "id": "4176bd54", "metadata": { "editable": true }, @@ -2112,7 +2112,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "4ddd053f", + "id": "ec107763", "metadata": { "collapsed": false, "editable": true @@ -2139,7 +2139,7 @@ }, { "cell_type": "markdown", - "id": "a0e2931c", + "id": "72b0127c", "metadata": { "editable": true }, @@ -2150,7 +2150,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "5fb4795c", + "id": "99644dc7", "metadata": { "collapsed": false, "editable": true @@ -2191,7 +2191,7 @@ }, { "cell_type": "markdown", - "id": "37ef01cf", + "id": "1c309dbb", "metadata": { "editable": true }, @@ -2207,7 +2207,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "873a9388", + "id": "6a35ed0c", "metadata": { "collapsed": false, "editable": true @@ -2228,7 +2228,7 @@ }, { "cell_type": "markdown", - "id": "581a4299", + "id": "b150d131", "metadata": { "editable": true }, @@ -2241,7 +2241,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "0390f74a", + "id": "96a7b1f0", "metadata": { "collapsed": false, "editable": true @@ -2265,7 +2265,7 @@ }, { "cell_type": "markdown", - "id": "f3067f2f", + "id": "b6ad06dc", "metadata": { "editable": true }, @@ -2280,7 +2280,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "06da651a", + "id": "0d9a9552", "metadata": { "collapsed": false, "editable": true @@ -2301,7 +2301,7 @@ }, { "cell_type": "markdown", - "id": "9e8c82be", + "id": "c4304aa4", "metadata": { "editable": true }, @@ -2311,7 +2311,7 @@ }, { "cell_type": "markdown", - "id": "c97fe381", + "id": "180db190", "metadata": { "editable": true }, @@ -2330,7 +2330,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "8173bc50", + "id": "8f52da8c", "metadata": { "collapsed": false, "editable": true @@ -2340,14 +2340,14 @@ "model.add(layers.Flatten())\n", "model.add(layers.Dense(64, activation='relu'))\n", "model.add(layers.Dense(10))\n", - "Here's the complete architecture of our model.\n", + "# Here's the complete architecture of our model\n", "\n", "model.summary()" ] }, { "cell_type": "markdown", - "id": "6125e588", + "id": "c5497eff", "metadata": { "editable": true }, @@ -2357,7 +2357,7 @@ }, { "cell_type": "markdown", - "id": "d7f88b84", + "id": "4ba34f8d", "metadata": { "editable": true }, @@ -2368,7 +2368,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "abbbc4d6", + "id": "d2e64017", "metadata": { "collapsed": false, "editable": true @@ -2385,7 +2385,7 @@ }, { "cell_type": "markdown", - "id": "9096d87b", + "id": "00059fe8", "metadata": { "editable": true }, @@ -2396,7 +2396,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "23a9fb47", + "id": "4a1f365f", "metadata": { "collapsed": false, "editable": true @@ -2417,7 +2417,7 @@ }, { "cell_type": "markdown", - "id": "c25f501a", + "id": "aaba024a", "metadata": { "editable": true }, @@ -2450,7 +2450,7 @@ }, { "cell_type": "markdown", - "id": "c526a678", + "id": "764fc43e", "metadata": { "editable": true }, @@ -2474,7 +2474,7 @@ }, { "cell_type": "markdown", - "id": "4d2523f3", + "id": "a16e632d", "metadata": { "editable": true }, @@ -2497,7 +2497,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "0c19073a", + "id": "1deab9eb", "metadata": { "collapsed": false, "editable": true @@ -2638,7 +2638,7 @@ }, { "cell_type": "markdown", - "id": "04e5d590", + "id": "1bf4b5e1", "metadata": { "editable": true }, @@ -2651,7 +2651,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "a3d38983", + "id": "4ccdf2fd", "metadata": { "collapsed": false, "editable": true @@ -2664,7 +2664,7 @@ }, { "cell_type": "markdown", - "id": "eabe4856", + "id": "318c8ba3", "metadata": { "editable": true }, @@ -2675,7 +2675,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "5f33282b", + "id": "3e05068e", "metadata": { "collapsed": false, "editable": true @@ -2697,7 +2697,7 @@ }, { "cell_type": "markdown", - "id": "b7549596", + "id": "0fdd8790", "metadata": { "editable": true }, @@ -2713,7 +2713,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "e60c0f4e", + "id": "4d30014d", "metadata": { "collapsed": false, "editable": true @@ -2760,7 +2760,7 @@ }, { "cell_type": "markdown", - "id": "764c4963", + "id": "3303262d", "metadata": { "editable": true }, @@ -2775,7 +2775,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "ffd3244a", + "id": "4328896b", "metadata": { "collapsed": false, "editable": true @@ -2796,7 +2796,7 @@ }, { "cell_type": "markdown", - "id": "535daa3c", + "id": "9ff7fd7a", "metadata": { "editable": true }, @@ -2813,7 +2813,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "8c660380", + "id": "f44c1e1d", "metadata": { "collapsed": false, "editable": true @@ -2872,7 +2872,7 @@ }, { "cell_type": "markdown", - "id": "d2e6619d", + "id": "2f6650d0", "metadata": { "editable": true }, @@ -2889,7 +2889,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "ea6a35d6", + "id": "d50993c9", "metadata": { "collapsed": false, "editable": true @@ -2910,7 +2910,7 @@ }, { "cell_type": "markdown", - "id": "646e209b", + "id": "a712dc3c", "metadata": { "editable": true }, @@ -2927,7 +2927,7 @@ }, { "cell_type": "markdown", - "id": "fedb7138", + "id": "632866a9", "metadata": { "editable": true }, @@ -2939,7 +2939,7 @@ }, { "cell_type": "markdown", - "id": "5b5ddeb4", + "id": "fb33615f", "metadata": { "editable": true }, @@ -2955,7 +2955,7 @@ }, { "cell_type": "markdown", - "id": "f50eb658", + "id": "c150b10d", "metadata": { "editable": true }, @@ -2967,7 +2967,7 @@ }, { "cell_type": "markdown", - "id": "d2ec25ae", + "id": "29b9caee", "metadata": { "editable": true }, @@ -2982,7 +2982,7 @@ }, { "cell_type": "markdown", - "id": "21f4dd8f", + "id": "8b512529", "metadata": { "editable": true }, @@ -2994,7 +2994,7 @@ }, { "cell_type": "markdown", - "id": "42be05f6", + "id": "3c6f0bc9", "metadata": { "editable": true }, @@ -3012,7 +3012,7 @@ }, { "cell_type": "markdown", - "id": "37bf49e4", + "id": "6be766c2", "metadata": { "editable": true }, @@ -3031,7 +3031,7 @@ }, { "cell_type": "markdown", - "id": "c5da49a2", + "id": "30872978", "metadata": { "editable": true }, @@ -3043,7 +3043,7 @@ }, { "cell_type": "markdown", - "id": "aa39df3b", + "id": "dab55864", "metadata": { "editable": true }, @@ -3060,7 +3060,7 @@ }, { "cell_type": "markdown", - "id": "f42ea93d", + "id": "59009d4e", "metadata": { "editable": true }, @@ -3073,7 +3073,7 @@ }, { "cell_type": "markdown", - "id": "f8ac79e2", + "id": "cfd71d57", "metadata": { "editable": true }, @@ -3102,7 +3102,7 @@ }, { "cell_type": "markdown", - "id": "8e18a9c1", + "id": "254de1f6", "metadata": { "editable": true }, @@ -3112,7 +3112,7 @@ }, { "cell_type": "markdown", - "id": "fccc7f61", + "id": "277ad313", "metadata": { "editable": true }, @@ -3124,7 +3124,7 @@ }, { "cell_type": "markdown", - "id": "c25c2cd3", + "id": "4408da81", "metadata": { "editable": true }, @@ -3145,7 +3145,7 @@ }, { "cell_type": "markdown", - "id": "a9c9d3b4", + "id": "97f368a4", "metadata": { "editable": true }, @@ -3163,7 +3163,7 @@ }, { "cell_type": "markdown", - "id": "1c299c32", + "id": "2157445c", "metadata": { "editable": true }, @@ -3179,7 +3179,7 @@ }, { "cell_type": "markdown", - "id": "710fbef3", + "id": "1b823cf8", "metadata": { "editable": true }, @@ -3192,7 +3192,7 @@ }, { "cell_type": "markdown", - "id": "96e1814c", + "id": "fcd68006", "metadata": { "editable": true }, @@ -3216,7 +3216,7 @@ }, { "cell_type": "markdown", - "id": "079e8928", + "id": "57d7a347", "metadata": { "editable": true }, @@ -3237,7 +3237,7 @@ }, { "cell_type": "markdown", - "id": "adfb6996", + "id": "b76fc717", "metadata": { "editable": true }, @@ -3250,7 +3250,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "281564b9", + "id": "47bc5ad3", "metadata": { "collapsed": false, "editable": true @@ -3332,7 +3332,7 @@ }, { "cell_type": "markdown", - "id": "bab9972a", + "id": "435a988d", "metadata": { "editable": true }, @@ -3346,7 +3346,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "5640f2fd", + "id": "2c04ebbf", "metadata": { "collapsed": false, "editable": true @@ -3373,7 +3373,7 @@ }, { "cell_type": "markdown", - "id": "ce4eaaa6", + "id": "66b71a9c", "metadata": { "editable": true }, @@ -3394,7 +3394,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "29697bcf", + "id": "d56d781d", "metadata": { "collapsed": false, "editable": true @@ -3444,7 +3444,7 @@ }, { "cell_type": "markdown", - "id": "7b489593", + "id": "611f44ba", "metadata": { "editable": true }, @@ -3459,7 +3459,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "861cf1b4", + "id": "2ab1f7fd", "metadata": { "collapsed": false, "editable": true @@ -3500,7 +3500,7 @@ }, { "cell_type": "markdown", - "id": "bcd8f4b2", + "id": "edc50ddb", "metadata": { "editable": true }, @@ -3542,7 +3542,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "88c07b19", + "id": "154bca97", "metadata": { "collapsed": false, "editable": true @@ -3828,7 +3828,7 @@ }, { "cell_type": "markdown", - "id": "63ef9aad", + "id": "fd97e246", "metadata": { "editable": true }, @@ -3851,7 +3851,7 @@ }, { "cell_type": "markdown", - "id": "5eb4280a", + "id": "483ec09a", "metadata": { "editable": true }, @@ -3864,7 +3864,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "67e3c0dd", + "id": "34cc7cfe", "metadata": { "collapsed": false, "editable": true @@ -3912,7 +3912,7 @@ }, { "cell_type": "markdown", - "id": "0316f627", + "id": "c7222d94", "metadata": { "editable": true }, @@ -3934,7 +3934,7 @@ }, { "cell_type": "markdown", - "id": "7c379ef3", + "id": "379d2b61", "metadata": { "editable": true }, @@ -3956,7 +3956,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "02a9a4cf", + "id": "bbba88c5", "metadata": { "collapsed": false, "editable": true @@ -4118,7 +4118,7 @@ }, { "cell_type": "markdown", - "id": "845e3464", + "id": "5eb1543d", "metadata": { "editable": true }, @@ -4139,7 +4139,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "3b9abf2f", + "id": "16e0cbb4", "metadata": { "collapsed": false, "editable": true @@ -4202,7 +4202,7 @@ }, { "cell_type": "markdown", - "id": "fb737a67", + "id": "64614807", "metadata": { "editable": true }, @@ -4226,7 +4226,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "74c92d5c", + "id": "a51bc72b", "metadata": { "collapsed": false, "editable": true @@ -4454,7 +4454,7 @@ }, { "cell_type": "markdown", - "id": "2652f606", + "id": "06920905", "metadata": { "editable": true }, @@ -4475,7 +4475,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "29ad6f7c", + "id": "5e83fa76", "metadata": { "collapsed": false, "editable": true @@ -4779,7 +4779,7 @@ }, { "cell_type": "markdown", - "id": "395f9902", + "id": "ca41cb1a", "metadata": { "editable": true }, @@ -4792,7 +4792,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "cdd943f8", + "id": "286cc674", "metadata": { "collapsed": false, "editable": true @@ -5327,7 +5327,7 @@ }, { "cell_type": "markdown", - "id": "831ae54f", + "id": "6ef4db14", "metadata": { "editable": true }, @@ -5346,7 +5346,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "6a97d78d", + "id": "945f7d8f", "metadata": { "collapsed": false, "editable": true @@ -5359,7 +5359,7 @@ }, { "cell_type": "markdown", - "id": "b2431975", + "id": "d408af9d", "metadata": { "editable": true }, @@ -5375,7 +5375,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "3886f7ca", + "id": "30f3c371", "metadata": { "collapsed": false, "editable": true @@ -5401,7 +5401,7 @@ }, { "cell_type": "markdown", - "id": "2cc2458f", + "id": "c573fd8e", "metadata": { "editable": true }, @@ -5425,7 +5425,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "1a5923ed", + "id": "048be09a", "metadata": { "collapsed": false, "editable": true @@ -5460,7 +5460,7 @@ }, { "cell_type": "markdown", - "id": "9b0e2828", + "id": "28786469", "metadata": { "editable": true }, @@ -5479,7 +5479,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "ba15b81d", + "id": "4802753a", "metadata": { "collapsed": false, "editable": true @@ -5507,7 +5507,7 @@ }, { "cell_type": "markdown", - "id": "133aa0a3", + "id": "f56208e1", "metadata": { "editable": true }, @@ -5536,7 +5536,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "5388d00d", + "id": "980e32cb", "metadata": { "collapsed": false, "editable": true @@ -5605,7 +5605,7 @@ }, { "cell_type": "markdown", - "id": "d90444ef", + "id": "f685c435", "metadata": { "editable": true }, @@ -5623,7 +5623,7 @@ }, { "cell_type": "markdown", - "id": "04853024", + "id": "24fe6c43", "metadata": { "editable": true }, @@ -5647,7 +5647,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "595540dd", + "id": "308cc1ff", "metadata": { "collapsed": false, "editable": true @@ -5678,7 +5678,7 @@ }, { "cell_type": "markdown", - "id": "f8e2a91f", + "id": "ec8c5476", "metadata": { "editable": true }, @@ -5708,7 +5708,7 @@ }, { "cell_type": "markdown", - "id": "31a9149b", + "id": "1980bd23", "metadata": { "editable": true }, @@ -5719,7 +5719,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "6cfdb448", + "id": "da7442ee", "metadata": { "collapsed": false, "editable": true @@ -5769,7 +5769,7 @@ }, { "cell_type": "markdown", - "id": "7480a4ff", + "id": "84438582", "metadata": { "editable": true }, @@ -5790,7 +5790,7 @@ }, { "cell_type": "markdown", - "id": "c702ba45", + "id": "f8973e64", "metadata": { "editable": true }, @@ -5801,7 +5801,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "0f16fec2", + "id": "f57676b2", "metadata": { "collapsed": false, "editable": true @@ -5822,7 +5822,7 @@ }, { "cell_type": "markdown", - "id": "80344fd3", + "id": "fca3cae7", "metadata": { "editable": true }, diff --git a/doc/src/week44/week44.do.txt b/doc/src/week44/week44.do.txt index e55978a66..a1b6e3be4 100644 --- a/doc/src/week44/week44.do.txt +++ b/doc/src/week44/week44.do.txt @@ -1,5 +1,5 @@ TITLE: Week 44, Convolutional Neural Networks (CNN) -AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo & Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University +AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo, Norway DATE: October 28-November 1 @@ -1131,7 +1131,7 @@ def create_convolutional_neural_network_keras(input_shape, receptive_field, model.add(layers.Dense(n_neurons_connected, activation='relu', kernel_regularizer=regularizers.l2(lmbd))) model.add(layers.Dense(n_categories, activation='softmax', kernel_regularizer=regularizers.l2(lmbd))) - sgd = optimizers.SGD(lr=eta) + sgd = optimizers.SGD(learning_rate=eta) model.compile(loss='categorical_crossentropy', optimizer=sgd, metrics=['accuracy']) return model @@ -1294,7 +1294,7 @@ layer with 10 outputs and a softmax activation. model.add(layers.Flatten()) model.add(layers.Dense(64, activation='relu')) model.add(layers.Dense(10)) -Here's the complete architecture of our model. +# Here's the complete architecture of our model model.summary() !ec