\n",
@@ -529,7 +529,7 @@
},
{
"cell_type": "markdown",
- "id": "7eda0573",
+ "id": "69d66239",
"metadata": {},
"source": [
"
Checkpoint 2
\n",
@@ -549,7 +549,7 @@
},
{
"cell_type": "markdown",
- "id": "72c21607",
+ "id": "0d20d9cf",
"metadata": {
"lines_to_next_cell": 0
},
@@ -577,7 +577,7 @@
},
{
"cell_type": "markdown",
- "id": "b97bba46",
+ "id": "18cda8e3",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -600,7 +600,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "0333701f",
+ "id": "a4ea7f03",
"metadata": {},
"outputs": [],
"source": [
@@ -632,7 +632,7 @@
},
{
"cell_type": "markdown",
- "id": "00f93b6b",
+ "id": "53e15fe2",
"metadata": {
"lines_to_next_cell": 0
},
@@ -647,7 +647,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "930ccfa0",
+ "id": "35e552da",
"metadata": {
"lines_to_next_cell": 0,
"tags": [
@@ -668,7 +668,7 @@
},
{
"cell_type": "markdown",
- "id": "3debe8ce",
+ "id": "49a9a89d",
"metadata": {
"tags": []
},
@@ -683,7 +683,7 @@
},
{
"cell_type": "markdown",
- "id": "7c953e5d",
+ "id": "fb9b4a59",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -700,7 +700,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "317f211d",
+ "id": "811aec8a",
"metadata": {
"lines_to_next_cell": 0,
"tags": [
@@ -714,7 +714,7 @@
},
{
"cell_type": "markdown",
- "id": "978ac4f7",
+ "id": "ef8dd1e5",
"metadata": {
"lines_to_next_cell": 0
},
@@ -725,7 +725,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "979b230c",
+ "id": "069f2804",
"metadata": {},
"outputs": [],
"source": [
@@ -735,7 +735,7 @@
},
{
"cell_type": "markdown",
- "id": "e0787b89",
+ "id": "380256c9",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -753,7 +753,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "804a2130",
+ "id": "576200cc",
"metadata": {
"lines_to_next_cell": 0
},
@@ -765,7 +765,7 @@
},
{
"cell_type": "markdown",
- "id": "ccb3e2b1",
+ "id": "2885a3a0",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -784,7 +784,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "e3ee8c17",
+ "id": "9cc5eb23",
"metadata": {},
"outputs": [],
"source": [
@@ -793,7 +793,7 @@
},
{
"cell_type": "markdown",
- "id": "9a8f36ae",
+ "id": "5eb04071",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -809,7 +809,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "127df132",
+ "id": "805dfbf2",
"metadata": {},
"outputs": [],
"source": [
@@ -818,7 +818,7 @@
},
{
"cell_type": "markdown",
- "id": "22f6ae4f",
+ "id": "8fab1a3e",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -830,7 +830,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "b87529fb",
+ "id": "dc899114",
"metadata": {},
"outputs": [],
"source": [
@@ -843,7 +843,7 @@
},
{
"cell_type": "markdown",
- "id": "4cb47870",
+ "id": "7e13436e",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -857,7 +857,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "13a45880",
+ "id": "1cb60fb1",
"metadata": {},
"outputs": [],
"source": [
@@ -869,7 +869,7 @@
},
{
"cell_type": "markdown",
- "id": "9f15c007",
+ "id": "e8441eda",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -889,7 +889,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "fa070be6",
+ "id": "6bb72378",
"metadata": {},
"outputs": [],
"source": [
@@ -913,7 +913,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "2ad6071c",
+ "id": "af5d018a",
"metadata": {},
"outputs": [],
"source": [
@@ -923,7 +923,7 @@
},
{
"cell_type": "markdown",
- "id": "8bd3806e",
+ "id": "97aaeef6",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -945,7 +945,7 @@
},
{
"cell_type": "markdown",
- "id": "a367925e",
+ "id": "74570a78",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -957,7 +957,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "347e72f3",
+ "id": "2b7a8a55",
"metadata": {
"lines_to_next_cell": 0,
"tags": [
@@ -1068,7 +1068,7 @@
},
{
"cell_type": "markdown",
- "id": "5df49703",
+ "id": "41e0e738",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -1080,7 +1080,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "91c819b1",
+ "id": "b49fd330",
"metadata": {},
"outputs": [],
"source": [
@@ -1096,7 +1096,7 @@
},
{
"cell_type": "markdown",
- "id": "892bb751",
+ "id": "77d4f778",
"metadata": {
"tags": []
},
@@ -1111,7 +1111,7 @@
},
{
"cell_type": "markdown",
- "id": "d3e8051b",
+ "id": "2258df98",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -1123,7 +1123,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "aaa41b36",
+ "id": "fa248f8b",
"metadata": {},
"outputs": [],
"source": [
@@ -1145,7 +1145,7 @@
},
{
"cell_type": "markdown",
- "id": "25590b21",
+ "id": "c2db79f3",
"metadata": {
"tags": []
},
@@ -1161,7 +1161,7 @@
},
{
"cell_type": "markdown",
- "id": "ac281344",
+ "id": "de5cb982",
"metadata": {
"tags": []
},
@@ -1171,7 +1171,7 @@
},
{
"cell_type": "markdown",
- "id": "b6eaa388",
+ "id": "ac566b2e",
"metadata": {
"tags": []
},
@@ -1188,7 +1188,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "ce31088a",
+ "id": "af5bbb66",
"metadata": {
"title": "Loading the test dataset"
},
@@ -1208,7 +1208,7 @@
},
{
"cell_type": "markdown",
- "id": "dadc4a40",
+ "id": "e5392251",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -1220,7 +1220,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "592f3bbf",
+ "id": "02808bdf",
"metadata": {},
"outputs": [],
"source": [
@@ -1233,7 +1233,7 @@
},
{
"cell_type": "markdown",
- "id": "fd05abcd",
+ "id": "e2e7f289",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1243,7 +1243,7 @@
},
{
"cell_type": "markdown",
- "id": "d70cf377",
+ "id": "9b936567",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1261,7 +1261,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "e4138b77",
+ "id": "7e5d760d",
"metadata": {
"lines_to_next_cell": 0,
"tags": [
@@ -1297,7 +1297,7 @@
},
{
"cell_type": "markdown",
- "id": "00833090",
+ "id": "35dd9913",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -1309,7 +1309,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "7cc45853",
+ "id": "13fa9bfa",
"metadata": {},
"outputs": [],
"source": [
@@ -1322,7 +1322,7 @@
},
{
"cell_type": "markdown",
- "id": "4243f18d",
+ "id": "449428b9",
"metadata": {
"tags": []
},
@@ -1337,7 +1337,7 @@
},
{
"cell_type": "markdown",
- "id": "c0027712",
+ "id": "cb3d6985",
"metadata": {
"tags": []
},
@@ -1348,7 +1348,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "77fa49cd",
+ "id": "3096db55",
"metadata": {},
"outputs": [],
"source": [
@@ -1362,7 +1362,7 @@
},
{
"cell_type": "markdown",
- "id": "5b53d1fd",
+ "id": "19fd90a6",
"metadata": {
"tags": []
},
@@ -1377,7 +1377,7 @@
},
{
"cell_type": "markdown",
- "id": "7e23ff21",
+ "id": "e0967ec3",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1392,7 +1392,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "c01862a1",
+ "id": "b3312425",
"metadata": {},
"outputs": [],
"source": [
@@ -1413,7 +1413,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "5d9ba6f7",
+ "id": "42c617e2",
"metadata": {
"title": "Another visualization function"
},
@@ -1442,7 +1442,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "65990a9d",
+ "id": "3075be99",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1458,7 +1458,7 @@
},
{
"cell_type": "markdown",
- "id": "01a072ca",
+ "id": "d70f3ff4",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1474,7 +1474,7 @@
},
{
"cell_type": "markdown",
- "id": "8a3dc15b",
+ "id": "593ba2db",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1489,7 +1489,7 @@
},
{
"cell_type": "markdown",
- "id": "41ec67c7",
+ "id": "863c8dca",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1503,7 +1503,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "10338bac",
+ "id": "602db341",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1523,7 +1523,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "8bb78e5c",
+ "id": "cf1e78db",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1559,7 +1559,7 @@
},
{
"cell_type": "markdown",
- "id": "57fed3c6",
+ "id": "6e37fd94",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1573,7 +1573,7 @@
},
{
"cell_type": "markdown",
- "id": "79237c1a",
+ "id": "5b55e69e",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1589,7 +1589,7 @@
},
{
"cell_type": "markdown",
- "id": "ffd9cfa3",
+ "id": "3862ab46",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1605,7 +1605,7 @@
},
{
"cell_type": "markdown",
- "id": "84fc1898",
+ "id": "bedeaf5c",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1628,7 +1628,7 @@
},
{
"cell_type": "markdown",
- "id": "46b4d6c0",
+ "id": "75e28b2c",
"metadata": {},
"source": [
"
Task 5.1: Explore the style space
\n",
@@ -1640,7 +1640,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "6b2e6961",
+ "id": "d2ffe8e5",
"metadata": {},
"outputs": [],
"source": [
@@ -1675,7 +1675,7 @@
},
{
"cell_type": "markdown",
- "id": "d2f1f511",
+ "id": "559a66a2",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1691,7 +1691,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "9ade668d",
+ "id": "4c268ad8",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1718,7 +1718,7 @@
},
{
"cell_type": "markdown",
- "id": "4b30e05f",
+ "id": "7e9d9184",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1732,7 +1732,7 @@
},
{
"cell_type": "markdown",
- "id": "076a1382",
+ "id": "45005d21",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1749,7 +1749,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "cba1aca3",
+ "id": "b6e19ec8",
"metadata": {},
"outputs": [],
"source": [
@@ -1772,7 +1772,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "4d50724e",
+ "id": "7aba6e43",
"metadata": {
"lines_to_next_cell": 0
},
@@ -1781,7 +1781,7 @@
},
{
"cell_type": "markdown",
- "id": "8ccb30e6",
+ "id": "c90115e2",
"metadata": {},
"source": [
"
Questions
\n",
@@ -1793,7 +1793,7 @@
},
{
"cell_type": "markdown",
- "id": "c7bbf446",
+ "id": "6dd82862",
"metadata": {},
"source": [
"
Checkpoint 5
\n",
@@ -1811,7 +1811,7 @@
},
{
"cell_type": "markdown",
- "id": "6a427a76",
+ "id": "b6389689",
"metadata": {
"lines_to_next_cell": 0
},
diff --git a/solution.ipynb b/solution.ipynb
index eb9f116..d22fd9a 100644
--- a/solution.ipynb
+++ b/solution.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "3eb36dc6",
+ "id": "0e557335",
"metadata": {
"lines_to_next_cell": 0,
"tags": []
@@ -29,7 +29,7 @@
},
{
"cell_type": "markdown",
- "id": "cf36f499",
+ "id": "8667a26e",
"metadata": {
"lines_to_next_cell": 0
},
@@ -41,7 +41,7 @@
},
{
"cell_type": "markdown",
- "id": "2672154c",
+ "id": "e36eca8a",
"metadata": {},
"source": [
"\n",
@@ -54,7 +54,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "14abc300",
+ "id": "ffea56f9",
"metadata": {
"lines_to_next_cell": 0
},
@@ -68,7 +68,7 @@
},
{
"cell_type": "markdown",
- "id": "e9f2185a",
+ "id": "55cab99a",
"metadata": {
"lines_to_next_cell": 0
},
@@ -84,7 +84,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "9346f167",
+ "id": "1fe21cf9",
"metadata": {},
"outputs": [],
"source": [
@@ -102,7 +102,7 @@
},
{
"cell_type": "markdown",
- "id": "f7cf5397",
+ "id": "610b5cdb",
"metadata": {
"lines_to_next_cell": 0
},
@@ -113,7 +113,7 @@
},
{
"cell_type": "markdown",
- "id": "858554f1",
+ "id": "275b9fc0",
"metadata": {
"lines_to_next_cell": 0
},
@@ -130,7 +130,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "9b5848cc",
+ "id": "493d2b7b",
"metadata": {
"tags": [
"solution"
@@ -154,7 +154,7 @@
},
{
"cell_type": "markdown",
- "id": "84932dc9",
+ "id": "3f2739bc",
"metadata": {
"lines_to_next_cell": 0
},
@@ -165,7 +165,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "bb40f771",
+ "id": "9423e54b",
"metadata": {},
"outputs": [],
"source": [
@@ -192,7 +192,7 @@
},
{
"cell_type": "markdown",
- "id": "df3ad138",
+ "id": "cecb6c11",
"metadata": {},
"source": [
"# Part 2: Using Integrated Gradients to find what the classifier knows\n",
@@ -202,7 +202,7 @@
},
{
"cell_type": "markdown",
- "id": "811d2301",
+ "id": "c57a8a9d",
"metadata": {},
"source": [
"## Attributions through integrated gradients\n",
@@ -215,7 +215,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "798e37fa",
+ "id": "a596affd",
"metadata": {
"tags": []
},
@@ -233,7 +233,7 @@
},
{
"cell_type": "markdown",
- "id": "685001c7",
+ "id": "06db8b81",
"metadata": {
"tags": []
},
@@ -249,7 +249,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "74b2e4bf",
+ "id": "78463dad",
"metadata": {
"tags": [
"solution"
@@ -273,7 +273,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "91f925b4",
+ "id": "115b94e7",
"metadata": {
"tags": []
},
@@ -286,7 +286,7 @@
},
{
"cell_type": "markdown",
- "id": "0fda36e1",
+ "id": "6e281067",
"metadata": {
"lines_to_next_cell": 2,
"tags": []
@@ -298,7 +298,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "08ad72ed",
+ "id": "07528ee6",
"metadata": {
"tags": []
},
@@ -326,7 +326,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "5ab9a9e8",
+ "id": "780d14de",
"metadata": {
"tags": []
},
@@ -339,7 +339,7 @@
},
{
"cell_type": "markdown",
- "id": "0eabbed2",
+ "id": "33d9db66",
"metadata": {
"lines_to_next_cell": 2
},
@@ -353,7 +353,7 @@
},
{
"cell_type": "markdown",
- "id": "30ac6257",
+ "id": "81725a7f",
"metadata": {
"lines_to_next_cell": 0
},
@@ -366,7 +366,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "d6581986",
+ "id": "cba802d4",
"metadata": {},
"outputs": [],
"source": [
@@ -391,7 +391,7 @@
},
{
"cell_type": "markdown",
- "id": "ecb99195",
+ "id": "7254eab3",
"metadata": {
"lines_to_next_cell": 0
},
@@ -405,7 +405,7 @@
},
{
"cell_type": "markdown",
- "id": "3e3a3495",
+ "id": "2fd14add",
"metadata": {},
"source": [
"\n",
@@ -431,7 +431,7 @@
},
{
"cell_type": "markdown",
- "id": "6f87e727",
+ "id": "9e88a188",
"metadata": {},
"source": [
"
Task 2.3: Use random noise as a baseline
\n",
@@ -443,7 +443,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "7dcd798f",
+ "id": "3823dfba",
"metadata": {
"tags": [
"solution"
@@ -469,7 +469,7 @@
},
{
"cell_type": "markdown",
- "id": "c6fc06a5",
+ "id": "8d7fbe0e",
"metadata": {
"tags": []
},
@@ -483,7 +483,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "2c818532",
+ "id": "22c8c0fe",
"metadata": {
"tags": [
"solution"
@@ -511,7 +511,7 @@
},
{
"cell_type": "markdown",
- "id": "f81baa20",
+ "id": "220cc456",
"metadata": {
"tags": []
},
@@ -527,7 +527,7 @@
},
{
"cell_type": "markdown",
- "id": "178bd1b4",
+ "id": "83bbf9b4",
"metadata": {},
"source": [
"
BONUS Task: Using different attributions.
\n",
@@ -541,7 +541,7 @@
},
{
"cell_type": "markdown",
- "id": "7eda0573",
+ "id": "69d66239",
"metadata": {},
"source": [
"
Checkpoint 2
\n",
@@ -561,7 +561,7 @@
},
{
"cell_type": "markdown",
- "id": "72c21607",
+ "id": "0d20d9cf",
"metadata": {
"lines_to_next_cell": 0
},
@@ -589,7 +589,7 @@
},
{
"cell_type": "markdown",
- "id": "b97bba46",
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@@ -644,7 +644,7 @@
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@@ -676,7 +676,7 @@
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@@ -691,7 +691,7 @@
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@@ -708,7 +708,7 @@
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@@ -722,7 +722,7 @@
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@@ -743,7 +743,7 @@
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@@ -773,7 +773,7 @@
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@@ -792,7 +792,7 @@
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@@ -801,7 +801,7 @@
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@@ -817,7 +817,7 @@
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@@ -826,7 +826,7 @@
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@@ -851,7 +851,7 @@
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@@ -865,7 +865,7 @@
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@@ -877,7 +877,7 @@
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@@ -897,7 +897,7 @@
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@@ -921,7 +921,7 @@
{
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@@ -931,7 +931,7 @@
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@@ -953,7 +953,7 @@
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@@ -965,7 +965,7 @@
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@@ -1035,7 +1035,7 @@
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@@ -1047,7 +1047,7 @@
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@@ -1063,7 +1063,7 @@
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@@ -1078,7 +1078,7 @@
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@@ -1090,7 +1090,7 @@
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@@ -1112,7 +1112,7 @@
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{
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@@ -1128,7 +1128,7 @@
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@@ -1138,7 +1138,7 @@
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{
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@@ -1155,7 +1155,7 @@
{
"cell_type": "code",
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- "id": "ce31088a",
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"title": "Loading the test dataset"
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@@ -1175,7 +1175,7 @@
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{
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@@ -1187,7 +1187,7 @@
{
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- "id": "592f3bbf",
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@@ -1200,7 +1200,7 @@
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@@ -1210,7 +1210,7 @@
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@@ -1228,7 +1228,7 @@
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@@ -1265,7 +1265,7 @@
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@@ -1277,7 +1277,7 @@
{
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@@ -1290,7 +1290,7 @@
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@@ -1305,7 +1305,7 @@
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{
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- "id": "c0027712",
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@@ -1316,7 +1316,7 @@
{
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- "id": "77fa49cd",
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@@ -1330,7 +1330,7 @@
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@@ -1345,7 +1345,7 @@
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@@ -1360,7 +1360,7 @@
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@@ -1381,7 +1381,7 @@
{
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- "id": "5d9ba6f7",
+ "id": "42c617e2",
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@@ -1410,7 +1410,7 @@
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@@ -1442,7 +1442,7 @@
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@@ -1491,7 +1491,7 @@
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@@ -1557,7 +1557,7 @@
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"
Task 5.1: Explore the style space
\n",
@@ -1608,7 +1608,7 @@
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- "id": "6b2e6961",
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@@ -1643,7 +1643,7 @@
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@@ -1740,7 +1740,7 @@
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"
Questions
\n",
@@ -1761,7 +1761,7 @@
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"
Checkpoint 5
\n",
@@ -1779,7 +1779,7 @@
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