From 89dcfc1170b941d7f3d04aeea730bd8a69f1eb6c Mon Sep 17 00:00:00 2001 From: adjavon Date: Wed, 21 Aug 2024 17:37:17 +0000 Subject: [PATCH] Commit from GitHub Actions (Build Notebooks) --- exercise.ipynb | 192 ++++++++++++++++++++++++------------------------ solution.ipynb | 196 ++++++++++++++++++++++++------------------------- 2 files changed, 194 insertions(+), 194 deletions(-) diff --git a/exercise.ipynb b/exercise.ipynb index 92007b0..dd8f750 100644 --- a/exercise.ipynb +++ b/exercise.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "30c11df5", + "id": "46b2ed85", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -29,7 +29,7 @@ }, { "cell_type": "markdown", - "id": "ec2899d4", + "id": "3ca92ed6", "metadata": { "lines_to_next_cell": 0 }, @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "2c084b97", + "id": "5452b543", "metadata": {}, "source": [ "\n", @@ -54,7 +54,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9d26a8bb", + "id": "3f6a6be8", "metadata": { "lines_to_next_cell": 0 }, @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "f8a5937c", + "id": "d521dde9", "metadata": { "lines_to_next_cell": 0 }, @@ -84,7 +84,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9c0ce960", + "id": "6d1b1c06", "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "markdown", - "id": "0cb834e5", + "id": "90516193", "metadata": { "lines_to_next_cell": 0 }, @@ -113,7 +113,7 @@ }, { "cell_type": "markdown", - "id": "a32035d7", + "id": "8ec094ee", "metadata": { "lines_to_next_cell": 0 }, @@ -130,7 +130,7 @@ { "cell_type": "code", "execution_count": null, - "id": "47684cce", + "id": "9709f106", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -155,7 +155,7 @@ }, { "cell_type": "markdown", - "id": "6ecddeb8", + "id": "e8d2799d", "metadata": { "lines_to_next_cell": 0 }, @@ -166,7 +166,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c271ecd9", + "id": "e0a495ea", "metadata": {}, "outputs": [], "source": [ @@ -193,7 +193,7 @@ }, { "cell_type": "markdown", - "id": "46a684f4", + "id": "3e5df200", "metadata": {}, "source": [ "# Part 2: Using Integrated Gradients to find what the classifier knows\n", @@ -203,7 +203,7 @@ }, { "cell_type": "markdown", - "id": "0255c073", + "id": "f3b1fb74", "metadata": {}, "source": [ "## Attributions through integrated gradients\n", @@ -216,7 +216,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e5b162b7", + "id": "df74345f", "metadata": { "tags": [] }, @@ -234,7 +234,7 @@ }, { "cell_type": "markdown", - "id": "6d418ea1", + "id": "43f8c1b4", "metadata": { "tags": [] }, @@ -250,7 +250,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5ce086ee", + "id": "327a7562", "metadata": { "tags": [ "task" @@ -271,7 +271,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e4ba6b3a", + "id": "9907f91b", "metadata": { "tags": [] }, @@ -284,7 +284,7 @@ }, { "cell_type": "markdown", - "id": "56e432ae", + "id": "61bab00d", "metadata": { "lines_to_next_cell": 2, "tags": [] @@ -296,7 +296,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9561d46f", + "id": "93d8ac21", "metadata": { "tags": [] }, @@ -324,7 +324,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a55fe8ec", + "id": "a2476939", "metadata": { "tags": [] }, @@ -337,7 +337,7 @@ }, { "cell_type": "markdown", - "id": "1d8c03a0", + "id": "b7e03da8", "metadata": { "lines_to_next_cell": 2 }, @@ -351,7 +351,7 @@ }, { "cell_type": "markdown", - "id": "2a24c70a", + "id": "627449ca", "metadata": { "lines_to_next_cell": 0 }, @@ -364,7 +364,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6e875faa", + "id": "8c1cee24", "metadata": {}, "outputs": [], "source": [ @@ -389,7 +389,7 @@ }, { "cell_type": "markdown", - "id": "3f73608f", + "id": "e887a55c", "metadata": { "lines_to_next_cell": 0 }, @@ -403,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "a8e71c0b", + "id": "3f5d9121", "metadata": {}, "source": [ "\n", @@ -429,7 +429,7 @@ }, { "cell_type": "markdown", - "id": "dbb04b6f", + "id": "b0ea4cb1", "metadata": {}, "source": [ "

Task 2.3: Use random noise as a baseline

\n", @@ -441,7 +441,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2fc8f45c", + "id": "d0ac809d", "metadata": { "tags": [ "task" @@ -462,7 +462,7 @@ }, { "cell_type": "markdown", - "id": "bf7e934c", + "id": "9163c4d8", "metadata": { "tags": [] }, @@ -476,7 +476,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2e14f754", + "id": "12152fe9", "metadata": { "tags": [ "task" @@ -499,7 +499,7 @@ }, { "cell_type": "markdown", - "id": "db46361b", + "id": "cb79d651", "metadata": { "tags": [] }, @@ -515,7 +515,7 @@ }, { "cell_type": "markdown", - "id": "e9105812", + "id": "d102ec55", "metadata": {}, "source": [ "

BONUS Task: Using different attributions.

\n", @@ -529,7 +529,7 @@ }, { "cell_type": "markdown", - "id": "0b2d0f2f", + "id": "758de8e5", "metadata": {}, "source": [ "

Checkpoint 2

\n", @@ -549,7 +549,7 @@ }, { "cell_type": "markdown", - "id": "531169e5", + "id": "9dd5ce8d", "metadata": { "lines_to_next_cell": 0 }, @@ -577,7 +577,7 @@ }, { "cell_type": "markdown", - "id": "331e56d6", + "id": "4497f894", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -600,7 +600,7 @@ { "cell_type": "code", "execution_count": null, - "id": "301ee289", + "id": "4eba79a8", "metadata": {}, "outputs": [], "source": [ @@ -632,7 +632,7 @@ }, { "cell_type": "markdown", - "id": "4ce023f6", + "id": "4e369a2c", "metadata": { "lines_to_next_cell": 0 }, @@ -647,7 +647,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c2698719", + "id": "7dfcc3a5", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -668,7 +668,7 @@ }, { "cell_type": "markdown", - "id": "16f87104", + "id": "2f351532", "metadata": { "tags": [] }, @@ -683,7 +683,7 @@ }, { "cell_type": "markdown", - "id": "9f1d1149", + "id": "fef243a6", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -700,7 +700,7 @@ { "cell_type": "code", "execution_count": null, - "id": "14e0c929", + "id": "84848da5", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -714,7 +714,7 @@ }, { "cell_type": "markdown", - "id": "231a5202", + "id": "331a5aa9", "metadata": { "lines_to_next_cell": 0 }, @@ -725,7 +725,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c0a2d54d", + "id": "5da1667d", "metadata": {}, "outputs": [], "source": [ @@ -735,7 +735,7 @@ }, { "cell_type": "markdown", - "id": "4540ef18", + "id": "52c90cba", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -753,7 +753,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b9fc6671", + "id": "bbbf486c", "metadata": { "lines_to_next_cell": 0 }, @@ -765,7 +765,7 @@ }, { "cell_type": "markdown", - "id": "196daf45", + "id": "900d4b51", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -784,7 +784,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1e9ddd12", + "id": "ab86e2bc", "metadata": {}, "outputs": [], "source": [ @@ -793,7 +793,7 @@ }, { "cell_type": "markdown", - "id": "eade7df1", + "id": "bb7046e9", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -809,7 +809,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1deb8b8b", + "id": "049d4a98", "metadata": {}, "outputs": [], "source": [ @@ -818,7 +818,7 @@ }, { "cell_type": "markdown", - "id": "ba4a7f7f", + "id": "8c3e7170", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -830,7 +830,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b5b3d5dc", + "id": "209395dd", "metadata": {}, "outputs": [], "source": [ @@ -843,7 +843,7 @@ }, { "cell_type": "markdown", - "id": "a029e923", + "id": "2513fff6", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -857,7 +857,7 @@ { "cell_type": "code", "execution_count": null, - "id": "54b4de87", + "id": "e6413b39", "metadata": {}, "outputs": [], "source": [ @@ -869,7 +869,7 @@ }, { "cell_type": "markdown", - "id": "014e484e", + "id": "1022dd64", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -889,7 +889,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f6344c83", + "id": "3765f525", "metadata": {}, "outputs": [], "source": [ @@ -913,7 +913,7 @@ { "cell_type": "code", "execution_count": null, - "id": "08b7b3af", + "id": "e6dc12c2", "metadata": {}, "outputs": [], "source": [ @@ -923,7 +923,7 @@ }, { "cell_type": "markdown", - "id": "23fbf680", + "id": "f572e6ab", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -945,7 +945,7 @@ }, { "cell_type": "markdown", - "id": "9cb8281d", + "id": "0725d30d", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -957,7 +957,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3b01306d", + "id": "6feaf7e3", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -1068,7 +1068,7 @@ }, { "cell_type": "markdown", - "id": "4c25819b", + "id": "cf7e2d33", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1080,7 +1080,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0d64d32d", + "id": "f8f84461", "metadata": {}, "outputs": [], "source": [ @@ -1096,7 +1096,7 @@ }, { "cell_type": "markdown", - "id": "326ba2b5", + "id": "425b6eb8", "metadata": { "tags": [] }, @@ -1111,7 +1111,7 @@ }, { "cell_type": "markdown", - "id": "3e58ca01", + "id": "0f81593a", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1123,7 +1123,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1c522efa", + "id": "8fb9650f", "metadata": {}, "outputs": [], "source": [ @@ -1146,7 +1146,7 @@ { "cell_type": "code", "execution_count": null, - "id": "30b6dac9", + "id": "cf9cfe92", "metadata": { "lines_to_next_cell": 0 }, @@ -1155,7 +1155,7 @@ }, { "cell_type": "markdown", - "id": "a3ecbc7b", + "id": "c31b5230", "metadata": { "tags": [] }, @@ -1171,7 +1171,7 @@ }, { "cell_type": "markdown", - "id": "e6bdaecb", + "id": "afb5d3fe", "metadata": { "tags": [] }, @@ -1181,7 +1181,7 @@ }, { "cell_type": "markdown", - "id": "7f994579", + "id": "96e6c29a", "metadata": { "tags": [] }, @@ -1198,7 +1198,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4e4fe83e", + "id": "8fcd2b8a", "metadata": { "title": "Loading the test dataset" }, @@ -1218,7 +1218,7 @@ }, { "cell_type": "markdown", - "id": "049a6b22", + "id": "e58a66c1", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1230,7 +1230,7 @@ { "cell_type": "code", "execution_count": null, - "id": "639f37e2", + "id": "b6984bec", "metadata": {}, "outputs": [], "source": [ @@ -1243,7 +1243,7 @@ }, { "cell_type": "markdown", - "id": "02cb705b", + "id": "09a033e4", "metadata": { "lines_to_next_cell": 0 }, @@ -1253,7 +1253,7 @@ }, { "cell_type": "markdown", - "id": "f41a6ce5", + "id": "8d6dafc8", "metadata": { "lines_to_next_cell": 0 }, @@ -1271,7 +1271,7 @@ { "cell_type": "code", "execution_count": null, - "id": "282f8858", + "id": "98d8e7f1", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -1307,7 +1307,7 @@ }, { "cell_type": "markdown", - "id": "ebffc15f", + "id": "5ed9dc6b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1319,7 +1319,7 @@ { "cell_type": "code", "execution_count": null, - "id": "baac8071", + "id": "83220035", "metadata": {}, "outputs": [], "source": [ @@ -1332,7 +1332,7 @@ }, { "cell_type": "markdown", - "id": "88e7ea0c", + "id": "48b400d0", "metadata": { "tags": [] }, @@ -1347,7 +1347,7 @@ }, { "cell_type": "markdown", - "id": "25972c49", + "id": "28a66131", "metadata": { "tags": [] }, @@ -1358,7 +1358,7 @@ { "cell_type": "code", "execution_count": null, - "id": "12d49576", + "id": "ba72cac7", "metadata": {}, "outputs": [], "source": [ @@ -1372,7 +1372,7 @@ }, { "cell_type": "markdown", - "id": "8e6f04f3", + "id": "7919e4d2", "metadata": { "tags": [] }, @@ -1387,7 +1387,7 @@ }, { "cell_type": "markdown", - "id": "50728ff2", + "id": "5727914c", "metadata": { "lines_to_next_cell": 0 }, @@ -1402,7 +1402,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dedc0f83", + "id": "0db3b836", "metadata": {}, "outputs": [], "source": [ @@ -1422,7 +1422,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5446e796", + "id": "eda02588", "metadata": { "title": "Another visualization function" }, @@ -1451,7 +1451,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5e2fb59e", + "id": "8d6fc8bf", "metadata": { "lines_to_next_cell": 0 }, @@ -1467,7 +1467,7 @@ }, { "cell_type": "markdown", - "id": "b393a8f1", + "id": "b723e27b", "metadata": { "lines_to_next_cell": 0 }, @@ -1483,7 +1483,7 @@ }, { "cell_type": "markdown", - "id": "5ba47fc6", + "id": "66ec380e", "metadata": { "lines_to_next_cell": 0 }, @@ -1498,7 +1498,7 @@ }, { "cell_type": "markdown", - "id": "2654d788", + "id": "7592e83d", "metadata": { "lines_to_next_cell": 0 }, @@ -1521,7 +1521,7 @@ }, { "cell_type": "markdown", - "id": "76559366", + "id": "a7400c5c", "metadata": {}, "source": [ "

Task 5.1: Explore the style space

\n", @@ -1533,7 +1533,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f1fdb890", + "id": "f5493fd4", "metadata": {}, "outputs": [], "source": [ @@ -1568,7 +1568,7 @@ }, { "cell_type": "markdown", - "id": "b666769e", + "id": "d57f4253", "metadata": { "lines_to_next_cell": 0 }, @@ -1584,7 +1584,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e61d0c9b", + "id": "4160a32f", "metadata": { "lines_to_next_cell": 0 }, @@ -1611,7 +1611,7 @@ }, { "cell_type": "markdown", - "id": "6f1d3ff3", + "id": "650c6766", "metadata": { "lines_to_next_cell": 0 }, @@ -1625,7 +1625,7 @@ }, { "cell_type": "markdown", - "id": "90889399", + "id": "f88d9484", "metadata": { "lines_to_next_cell": 0 }, @@ -1642,7 +1642,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f67b3f90", + "id": "0b57d333", "metadata": {}, "outputs": [], "source": [ @@ -1665,7 +1665,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b18b2b81", + "id": "4bb3433e", "metadata": { "lines_to_next_cell": 0 }, @@ -1674,7 +1674,7 @@ }, { "cell_type": "markdown", - "id": "bf87e80b", + "id": "516e0112", "metadata": {}, "source": [ "

Questions

\n", @@ -1686,7 +1686,7 @@ }, { "cell_type": "markdown", - "id": "11aafcc5", + "id": "63cef16c", "metadata": {}, "source": [ "

Checkpoint 5

\n", diff --git a/solution.ipynb b/solution.ipynb index b0b9e5a..db548a4 100644 --- a/solution.ipynb +++ b/solution.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "30c11df5", + "id": "46b2ed85", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -29,7 +29,7 @@ }, { "cell_type": "markdown", - "id": "ec2899d4", + "id": "3ca92ed6", "metadata": { "lines_to_next_cell": 0 }, @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "2c084b97", + "id": "5452b543", "metadata": {}, "source": [ "\n", @@ -54,7 +54,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9d26a8bb", + "id": "3f6a6be8", "metadata": { "lines_to_next_cell": 0 }, @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "f8a5937c", + "id": "d521dde9", "metadata": { "lines_to_next_cell": 0 }, @@ -84,7 +84,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9c0ce960", + "id": "6d1b1c06", "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "markdown", - "id": "0cb834e5", + "id": "90516193", "metadata": { "lines_to_next_cell": 0 }, @@ -113,7 +113,7 @@ }, { "cell_type": "markdown", - "id": "a32035d7", + "id": "8ec094ee", "metadata": { "lines_to_next_cell": 0 }, @@ -130,7 +130,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0146821b", + "id": "0801e1e5", "metadata": { "tags": [ "solution" @@ -154,7 +154,7 @@ }, { "cell_type": "markdown", - "id": "6ecddeb8", + "id": "e8d2799d", "metadata": { "lines_to_next_cell": 0 }, @@ -165,7 +165,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c271ecd9", + "id": "e0a495ea", "metadata": {}, "outputs": [], "source": [ @@ -192,7 +192,7 @@ }, { "cell_type": "markdown", - "id": "46a684f4", + "id": "3e5df200", "metadata": {}, "source": [ "# Part 2: Using Integrated Gradients to find what the classifier knows\n", @@ -202,7 +202,7 @@ }, { "cell_type": "markdown", - "id": "0255c073", + "id": "f3b1fb74", "metadata": {}, "source": [ "## Attributions through integrated gradients\n", @@ -215,7 +215,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e5b162b7", + "id": "df74345f", "metadata": { "tags": [] }, @@ -233,7 +233,7 @@ }, { "cell_type": "markdown", - "id": "6d418ea1", + "id": "43f8c1b4", "metadata": { "tags": [] }, @@ -249,7 +249,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f93e8067", + "id": "52eb1aa0", "metadata": { "tags": [ "solution" @@ -273,7 +273,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e4ba6b3a", + "id": "9907f91b", "metadata": { "tags": [] }, @@ -286,7 +286,7 @@ }, { "cell_type": "markdown", - "id": "56e432ae", + "id": "61bab00d", "metadata": { "lines_to_next_cell": 2, "tags": [] @@ -298,7 +298,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9561d46f", + "id": "93d8ac21", "metadata": { "tags": [] }, @@ -326,7 +326,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a55fe8ec", + "id": "a2476939", "metadata": { "tags": [] }, @@ -339,7 +339,7 @@ }, { "cell_type": "markdown", - "id": "1d8c03a0", + "id": "b7e03da8", "metadata": { "lines_to_next_cell": 2 }, @@ -353,7 +353,7 @@ }, { "cell_type": "markdown", - "id": "2a24c70a", + "id": "627449ca", "metadata": { "lines_to_next_cell": 0 }, @@ -366,7 +366,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6e875faa", + "id": "8c1cee24", "metadata": {}, "outputs": [], "source": [ @@ -391,7 +391,7 @@ }, { "cell_type": "markdown", - "id": "3f73608f", + "id": "e887a55c", "metadata": { "lines_to_next_cell": 0 }, @@ -405,7 +405,7 @@ }, { "cell_type": "markdown", - "id": "a8e71c0b", + "id": "3f5d9121", "metadata": {}, "source": [ "\n", @@ -431,7 +431,7 @@ }, { "cell_type": "markdown", - "id": "dbb04b6f", + "id": "b0ea4cb1", "metadata": {}, "source": [ "

Task 2.3: Use random noise as a baseline

\n", @@ -443,7 +443,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cde2c2ff", + "id": "72ceec17", "metadata": { "tags": [ "solution" @@ -469,7 +469,7 @@ }, { "cell_type": "markdown", - "id": "bf7e934c", + "id": "9163c4d8", "metadata": { "tags": [] }, @@ -483,7 +483,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a0cb195e", + "id": "8ae711b1", "metadata": { "tags": [ "solution" @@ -511,7 +511,7 @@ }, { "cell_type": "markdown", - "id": "db46361b", + "id": "cb79d651", "metadata": { "tags": [] }, @@ -527,7 +527,7 @@ }, { "cell_type": "markdown", - "id": "e9105812", + "id": "d102ec55", "metadata": {}, "source": [ "

BONUS Task: Using different attributions.

\n", @@ -541,7 +541,7 @@ }, { "cell_type": "markdown", - "id": "0b2d0f2f", + "id": "758de8e5", "metadata": {}, "source": [ "

Checkpoint 2

\n", @@ -561,7 +561,7 @@ }, { "cell_type": "markdown", - "id": "531169e5", + "id": "9dd5ce8d", "metadata": { "lines_to_next_cell": 0 }, @@ -589,7 +589,7 @@ }, { "cell_type": "markdown", - "id": "331e56d6", + "id": "4497f894", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -612,7 +612,7 @@ { "cell_type": "code", "execution_count": null, - "id": "301ee289", + "id": "4eba79a8", "metadata": {}, "outputs": [], "source": [ @@ -644,7 +644,7 @@ }, { "cell_type": "markdown", - "id": "4ce023f6", + "id": "4e369a2c", "metadata": { "lines_to_next_cell": 0 }, @@ -659,7 +659,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b491022a", + "id": "69fb25c6", "metadata": { "tags": [ "solution" @@ -676,7 +676,7 @@ }, { "cell_type": "markdown", - "id": "16f87104", + "id": "2f351532", "metadata": { "tags": [] }, @@ -691,7 +691,7 @@ }, { "cell_type": "markdown", - "id": "9f1d1149", + "id": "fef243a6", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -708,7 +708,7 @@ { "cell_type": "code", "execution_count": null, - "id": "71695d57", + "id": "1923e528", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -722,7 +722,7 @@ }, { "cell_type": "markdown", - "id": "231a5202", + "id": "331a5aa9", "metadata": { "lines_to_next_cell": 0 }, @@ -733,7 +733,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c0a2d54d", + "id": "5da1667d", "metadata": {}, "outputs": [], "source": [ @@ -743,7 +743,7 @@ }, { "cell_type": "markdown", - "id": "4540ef18", + "id": "52c90cba", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -761,7 +761,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b9fc6671", + "id": "bbbf486c", "metadata": { "lines_to_next_cell": 0 }, @@ -773,7 +773,7 @@ }, { "cell_type": "markdown", - "id": "196daf45", + "id": "900d4b51", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -792,7 +792,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1e9ddd12", + "id": "ab86e2bc", "metadata": {}, "outputs": [], "source": [ @@ -801,7 +801,7 @@ }, { "cell_type": "markdown", - "id": "eade7df1", + "id": "bb7046e9", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -817,7 +817,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1deb8b8b", + "id": "049d4a98", "metadata": {}, "outputs": [], "source": [ @@ -826,7 +826,7 @@ }, { "cell_type": "markdown", - "id": "ba4a7f7f", + "id": "8c3e7170", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -838,7 +838,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b5b3d5dc", + "id": "209395dd", "metadata": {}, "outputs": [], "source": [ @@ -851,7 +851,7 @@ }, { "cell_type": "markdown", - "id": "a029e923", + "id": "2513fff6", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -865,7 +865,7 @@ { "cell_type": "code", "execution_count": null, - "id": "54b4de87", + "id": "e6413b39", "metadata": {}, "outputs": [], "source": [ @@ -877,7 +877,7 @@ }, { "cell_type": "markdown", - "id": "014e484e", + "id": "1022dd64", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -897,7 +897,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f6344c83", + "id": "3765f525", "metadata": {}, "outputs": [], "source": [ @@ -921,7 +921,7 @@ { "cell_type": "code", "execution_count": null, - "id": "08b7b3af", + "id": "e6dc12c2", "metadata": {}, "outputs": [], "source": [ @@ -931,7 +931,7 @@ }, { "cell_type": "markdown", - "id": "23fbf680", + "id": "f572e6ab", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -953,7 +953,7 @@ }, { "cell_type": "markdown", - "id": "9cb8281d", + "id": "0725d30d", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -965,7 +965,7 @@ { "cell_type": "code", "execution_count": null, - "id": "699b3220", + "id": "a50de214", "metadata": { "lines_to_next_cell": 2, "tags": [ @@ -1035,7 +1035,7 @@ }, { "cell_type": "markdown", - "id": "4c25819b", + "id": "cf7e2d33", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1047,7 +1047,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0d64d32d", + "id": "f8f84461", "metadata": {}, "outputs": [], "source": [ @@ -1063,7 +1063,7 @@ }, { "cell_type": "markdown", - "id": "326ba2b5", + "id": "425b6eb8", "metadata": { "tags": [] }, @@ -1078,7 +1078,7 @@ }, { "cell_type": "markdown", - "id": "3e58ca01", + "id": "0f81593a", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1090,7 +1090,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1c522efa", + "id": "8fb9650f", "metadata": {}, "outputs": [], "source": [ @@ -1113,7 +1113,7 @@ { "cell_type": "code", "execution_count": null, - "id": "30b6dac9", + "id": "cf9cfe92", "metadata": { "lines_to_next_cell": 0 }, @@ -1122,7 +1122,7 @@ }, { "cell_type": "markdown", - "id": "a3ecbc7b", + "id": "c31b5230", "metadata": { "tags": [] }, @@ -1138,7 +1138,7 @@ }, { "cell_type": "markdown", - "id": "e6bdaecb", + "id": "afb5d3fe", "metadata": { "tags": [] }, @@ -1148,7 +1148,7 @@ }, { "cell_type": "markdown", - "id": "7f994579", + "id": "96e6c29a", "metadata": { "tags": [] }, @@ -1165,7 +1165,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4e4fe83e", + "id": "8fcd2b8a", "metadata": { "title": "Loading the test dataset" }, @@ -1185,7 +1185,7 @@ }, { "cell_type": "markdown", - "id": "049a6b22", + "id": "e58a66c1", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1197,7 +1197,7 @@ { "cell_type": "code", "execution_count": null, - "id": "639f37e2", + "id": "b6984bec", "metadata": {}, "outputs": [], "source": [ @@ -1210,7 +1210,7 @@ }, { "cell_type": "markdown", - "id": "02cb705b", + "id": "09a033e4", "metadata": { "lines_to_next_cell": 0 }, @@ -1220,7 +1220,7 @@ }, { "cell_type": "markdown", - "id": "f41a6ce5", + "id": "8d6dafc8", "metadata": { "lines_to_next_cell": 0 }, @@ -1238,7 +1238,7 @@ { "cell_type": "code", "execution_count": null, - "id": "00616e67", + "id": "51f8114a", "metadata": { "tags": [ "solution" @@ -1275,7 +1275,7 @@ }, { "cell_type": "markdown", - "id": "ebffc15f", + "id": "5ed9dc6b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1287,7 +1287,7 @@ { "cell_type": "code", "execution_count": null, - "id": "baac8071", + "id": "83220035", "metadata": {}, "outputs": [], "source": [ @@ -1300,7 +1300,7 @@ }, { "cell_type": "markdown", - "id": "88e7ea0c", + "id": "48b400d0", "metadata": { "tags": [] }, @@ -1315,7 +1315,7 @@ }, { "cell_type": "markdown", - "id": "25972c49", + "id": "28a66131", "metadata": { "tags": [] }, @@ -1326,7 +1326,7 @@ { "cell_type": "code", "execution_count": null, - "id": "12d49576", + "id": "ba72cac7", "metadata": {}, "outputs": [], "source": [ @@ -1340,7 +1340,7 @@ }, { "cell_type": "markdown", - "id": "8e6f04f3", + "id": "7919e4d2", "metadata": { "tags": [] }, @@ -1355,7 +1355,7 @@ }, { "cell_type": "markdown", - "id": "50728ff2", + "id": "5727914c", "metadata": { "lines_to_next_cell": 0 }, @@ -1370,7 +1370,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dedc0f83", + "id": "0db3b836", "metadata": {}, "outputs": [], "source": [ @@ -1390,7 +1390,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5446e796", + "id": "eda02588", "metadata": { "title": "Another visualization function" }, @@ -1419,7 +1419,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5e2fb59e", + "id": "8d6fc8bf", "metadata": { "lines_to_next_cell": 0 }, @@ -1435,7 +1435,7 @@ }, { "cell_type": "markdown", - "id": "b393a8f1", + "id": "b723e27b", "metadata": { "lines_to_next_cell": 0 }, @@ -1451,7 +1451,7 @@ }, { "cell_type": "markdown", - "id": "5ba47fc6", + "id": "66ec380e", "metadata": { "lines_to_next_cell": 0 }, @@ -1466,7 +1466,7 @@ }, { "cell_type": "markdown", - "id": "2654d788", + "id": "7592e83d", "metadata": { "lines_to_next_cell": 0 }, @@ -1489,7 +1489,7 @@ }, { "cell_type": "markdown", - "id": "76559366", + "id": "a7400c5c", "metadata": {}, "source": [ "

Task 5.1: Explore the style space

\n", @@ -1501,7 +1501,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f1fdb890", + "id": "f5493fd4", "metadata": {}, "outputs": [], "source": [ @@ -1536,7 +1536,7 @@ }, { "cell_type": "markdown", - "id": "b666769e", + "id": "d57f4253", "metadata": { "lines_to_next_cell": 0 }, @@ -1552,7 +1552,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e61d0c9b", + "id": "4160a32f", "metadata": { "lines_to_next_cell": 0 }, @@ -1579,7 +1579,7 @@ }, { "cell_type": "markdown", - "id": "6f1d3ff3", + "id": "650c6766", "metadata": { "lines_to_next_cell": 0 }, @@ -1593,7 +1593,7 @@ }, { "cell_type": "markdown", - "id": "90889399", + "id": "f88d9484", "metadata": { "lines_to_next_cell": 0 }, @@ -1610,7 +1610,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f67b3f90", + "id": "0b57d333", "metadata": {}, "outputs": [], "source": [ @@ -1633,7 +1633,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b18b2b81", + "id": "4bb3433e", "metadata": { "lines_to_next_cell": 0 }, @@ -1642,7 +1642,7 @@ }, { "cell_type": "markdown", - "id": "bf87e80b", + "id": "516e0112", "metadata": {}, "source": [ "

Questions

\n", @@ -1654,7 +1654,7 @@ }, { "cell_type": "markdown", - "id": "11aafcc5", + "id": "63cef16c", "metadata": {}, "source": [ "

Checkpoint 5

\n", @@ -1672,7 +1672,7 @@ }, { "cell_type": "markdown", - "id": "a5c8b45e", + "id": "e0cb271b", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -1687,7 +1687,7 @@ { "cell_type": "code", "execution_count": null, - "id": "45e17541", + "id": "86681224", "metadata": { "tags": [ "solution"