From b600a8cc18a437383e2e1cc8a9838fb96fd467cb Mon Sep 17 00:00:00 2001 From: adjavon Date: Sun, 25 Aug 2024 02:17:59 +0000 Subject: [PATCH] Commit from GitHub Actions (Build Notebooks) --- exercise.ipynb | 204 ++++++++++++++++++++++++------------------------ solution.ipynb | 206 ++++++++++++++++++++++++------------------------- 2 files changed, 205 insertions(+), 205 deletions(-) diff --git a/exercise.ipynb b/exercise.ipynb index 557e3a5..ce5541a 100644 --- a/exercise.ipynb +++ b/exercise.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "d5acca24", + "id": "0cd70499", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -29,7 +29,7 @@ }, { "cell_type": "markdown", - "id": "cb662602", + "id": "e52861f4", "metadata": { "lines_to_next_cell": 0 }, @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "7af25d33", + "id": "f698709b", "metadata": {}, "source": [ "\n", @@ -54,7 +54,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f2d6db31", + "id": "b1479afd", "metadata": { "lines_to_next_cell": 0 }, @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "3ef3bfa9", + "id": "c13bdaa6", "metadata": { "lines_to_next_cell": 0 }, @@ -84,7 +84,7 @@ { "cell_type": "code", "execution_count": null, - "id": "02be6af2", + "id": "e7a258c4", "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "markdown", - "id": "6a76f50d", + "id": "25b44375", "metadata": { "lines_to_next_cell": 0 }, @@ -113,7 +113,7 @@ }, { "cell_type": "markdown", - "id": "fae7773e", + "id": "7c65a197", "metadata": { "lines_to_next_cell": 0 }, @@ -130,7 +130,7 @@ { "cell_type": "code", "execution_count": null, - "id": "01199870", + "id": "c8d1b312", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -155,7 +155,7 @@ }, { "cell_type": "markdown", - "id": "137cd457", + "id": "1f42db2b", "metadata": { "lines_to_next_cell": 0 }, @@ -166,7 +166,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3c09237d", + "id": "4608b115", "metadata": {}, "outputs": [], "source": [ @@ -193,7 +193,7 @@ }, { "cell_type": "markdown", - "id": "92af9975", + "id": "32165b5c", "metadata": {}, "source": [ "# Part 2: Using Integrated Gradients to find what the classifier knows\n", @@ -203,7 +203,7 @@ }, { "cell_type": "markdown", - "id": "c6d16b90", + "id": "ba1b31ba", "metadata": {}, "source": [ "## Attributions through integrated gradients\n", @@ -216,7 +216,7 @@ { "cell_type": "code", "execution_count": null, - "id": "29c8613f", + "id": "d4b61831", "metadata": { "tags": [] }, @@ -234,7 +234,7 @@ }, { "cell_type": "markdown", - "id": "ba7abfbe", + "id": "7ab9612b", "metadata": { "tags": [] }, @@ -250,7 +250,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a842f6b9", + "id": "56e54423", "metadata": { "tags": [ "task" @@ -271,7 +271,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d4148689", + "id": "bb4628ed", "metadata": { "tags": [] }, @@ -284,7 +284,7 @@ }, { "cell_type": "markdown", - "id": "276c658d", + "id": "99e4bafa", "metadata": { "lines_to_next_cell": 2, "tags": [] @@ -296,7 +296,7 @@ { "cell_type": "code", "execution_count": null, - "id": "30d569fb", + "id": "e915c3a4", "metadata": { "tags": [] }, @@ -324,7 +324,7 @@ { "cell_type": "code", "execution_count": null, - "id": "570a7ccd", + "id": "89222b41", "metadata": { "tags": [] }, @@ -337,7 +337,7 @@ }, { "cell_type": "markdown", - "id": "4f13b2f4", + "id": "0b7e0279", "metadata": { "lines_to_next_cell": 2 }, @@ -351,7 +351,7 @@ }, { "cell_type": "markdown", - "id": "8c8790d3", + "id": "5d44c63e", "metadata": { "lines_to_next_cell": 0 }, @@ -364,7 +364,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ab2e8a0d", + "id": "615265b5", "metadata": {}, "outputs": [], "source": [ @@ -389,7 +389,7 @@ }, { "cell_type": "markdown", - "id": "b031ab39", + "id": "852890c4", "metadata": { "lines_to_next_cell": 0 }, @@ -403,7 +403,7 @@ }, { "cell_type": "markdown", - "id": "e0a15147", + "id": "05113f49", "metadata": {}, "source": [ "\n", @@ -429,7 +429,7 @@ }, { "cell_type": "markdown", - "id": "10e59bd9", + "id": "a9133160", "metadata": {}, "source": [ "

Task 2.3: Use random noise as a baseline

\n", @@ -441,7 +441,7 @@ { "cell_type": "code", "execution_count": null, - "id": "939622d5", + "id": "c0db983b", "metadata": { "tags": [ "task" @@ -462,7 +462,7 @@ }, { "cell_type": "markdown", - "id": "82e2a1b3", + "id": "00e3a87f", "metadata": { "tags": [] }, @@ -476,7 +476,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8fae20a2", + "id": "df843b27", "metadata": { "tags": [ "task" @@ -499,7 +499,7 @@ }, { "cell_type": "markdown", - "id": "446d0aab", + "id": "b3e583e7", "metadata": { "tags": [] }, @@ -515,7 +515,7 @@ }, { "cell_type": "markdown", - "id": "c0107144", + "id": "82ccf036", "metadata": {}, "source": [ "

BONUS Task: Using different attributions.

\n", @@ -529,7 +529,7 @@ }, { "cell_type": "markdown", - "id": "9a69110b", + "id": "f506bd2a", "metadata": {}, "source": [ "

Checkpoint 2

\n", @@ -549,7 +549,7 @@ }, { "cell_type": "markdown", - "id": "d6cd057a", + "id": "74d9b907", "metadata": { "lines_to_next_cell": 0 }, @@ -577,7 +577,7 @@ }, { "cell_type": "markdown", - "id": "003cd7d6", + "id": "8f0154c0", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -600,7 +600,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c99ee37d", + "id": "c2bc377c", "metadata": {}, "outputs": [], "source": [ @@ -632,7 +632,7 @@ }, { "cell_type": "markdown", - "id": "9a1ba5d0", + "id": "17cd1b0d", "metadata": { "lines_to_next_cell": 0 }, @@ -647,7 +647,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0e255fc6", + "id": "2c8b60ff", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -668,7 +668,7 @@ }, { "cell_type": "markdown", - "id": "d0d5441a", + "id": "1ca6e4be", "metadata": { "tags": [] }, @@ -683,7 +683,7 @@ }, { "cell_type": "markdown", - "id": "1a5da3b0", + "id": "54be787f", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -700,7 +700,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a17d88eb", + "id": "16be453b", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -714,7 +714,7 @@ }, { "cell_type": "markdown", - "id": "6152ae96", + "id": "0f00b606", "metadata": { "lines_to_next_cell": 0 }, @@ -725,7 +725,7 @@ { "cell_type": "code", "execution_count": null, - "id": "47ccc999", + "id": "3bb92ccb", "metadata": {}, "outputs": [], "source": [ @@ -735,7 +735,7 @@ }, { "cell_type": "markdown", - "id": "235ecf34", + "id": "7aeb8a82", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -753,7 +753,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ecd33083", + "id": "cc4f362f", "metadata": { "lines_to_next_cell": 0 }, @@ -765,7 +765,7 @@ }, { "cell_type": "markdown", - "id": "46499a30", + "id": "2f966930", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -784,7 +784,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a75d1d8e", + "id": "67bfde3a", "metadata": {}, "outputs": [], "source": [ @@ -793,7 +793,7 @@ }, { "cell_type": "markdown", - "id": "6f1e7957", + "id": "805cb84f", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -809,7 +809,7 @@ { "cell_type": "code", "execution_count": null, - "id": "48c11783", + "id": "da81d292", "metadata": {}, "outputs": [], "source": [ @@ -818,7 +818,7 @@ }, { "cell_type": "markdown", - "id": "7a403168", + "id": "72ac929b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -830,7 +830,7 @@ { "cell_type": "code", "execution_count": null, - "id": "197f0b55", + "id": "bf33a81f", "metadata": {}, "outputs": [], "source": [ @@ -843,7 +843,7 @@ }, { "cell_type": "markdown", - "id": "14642c7c", + "id": "3c5bc41a", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -857,7 +857,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8567a4c7", + "id": "152f772e", "metadata": {}, "outputs": [], "source": [ @@ -869,7 +869,7 @@ }, { "cell_type": "markdown", - "id": "d617a57b", + "id": "b230f596", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -889,7 +889,7 @@ { "cell_type": "code", "execution_count": null, - "id": "152d1fc2", + "id": "1d598293", "metadata": {}, "outputs": [], "source": [ @@ -913,7 +913,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1beae4d6", + "id": "8bc8455f", "metadata": {}, "outputs": [], "source": [ @@ -923,7 +923,7 @@ }, { "cell_type": "markdown", - "id": "6fba9909", + "id": "35f24ab8", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -945,7 +945,7 @@ }, { "cell_type": "markdown", - "id": "07dd61b7", + "id": "b432475d", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -957,7 +957,7 @@ { "cell_type": "code", "execution_count": null, - "id": "df4f3916", + "id": "cc2b5272", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -1068,7 +1068,7 @@ }, { "cell_type": "markdown", - "id": "0574b61f", + "id": "90d6b878", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1080,7 +1080,7 @@ { "cell_type": "code", "execution_count": null, - "id": "94723f87", + "id": "fb7244dc", "metadata": {}, "outputs": [], "source": [ @@ -1096,7 +1096,7 @@ }, { "cell_type": "markdown", - "id": "a734af98", + "id": "4f17ac64", "metadata": { "tags": [] }, @@ -1111,7 +1111,7 @@ }, { "cell_type": "markdown", - "id": "34e2b5cd", + "id": "b87acfd6", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1123,7 +1123,7 @@ { "cell_type": "code", "execution_count": null, - "id": "22f64934", + "id": "d4f1527e", "metadata": {}, "outputs": [], "source": [ @@ -1145,7 +1145,7 @@ }, { "cell_type": "markdown", - "id": "d8dfbe12", + "id": "da2eec51", "metadata": { "tags": [] }, @@ -1161,7 +1161,7 @@ }, { "cell_type": "markdown", - "id": "32991250", + "id": "6b888bad", "metadata": { "tags": [] }, @@ -1171,7 +1171,7 @@ }, { "cell_type": "markdown", - "id": "216383e1", + "id": "0385b4d1", "metadata": { "tags": [] }, @@ -1188,7 +1188,7 @@ { "cell_type": "code", "execution_count": null, - "id": "54fd4016", + "id": "8b7da4f3", "metadata": { "title": "Loading the test dataset" }, @@ -1208,7 +1208,7 @@ }, { "cell_type": "markdown", - "id": "1dbcc267", + "id": "6ac8e50b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1220,7 +1220,7 @@ { "cell_type": "code", "execution_count": null, - "id": "04b20178", + "id": "aafb5d05", "metadata": {}, "outputs": [], "source": [ @@ -1233,7 +1233,7 @@ }, { "cell_type": "markdown", - "id": "ea19f383", + "id": "a008f00c", "metadata": { "lines_to_next_cell": 0 }, @@ -1243,7 +1243,7 @@ }, { "cell_type": "markdown", - "id": "e10ea481", + "id": "20ba52e7", "metadata": { "lines_to_next_cell": 0 }, @@ -1261,7 +1261,7 @@ { "cell_type": "code", "execution_count": null, - "id": "24f75a7b", + "id": "6b78fa30", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -1297,7 +1297,7 @@ }, { "cell_type": "markdown", - "id": "44a96f81", + "id": "87a8a781", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1309,7 +1309,7 @@ { "cell_type": "code", "execution_count": null, - "id": "83523c2f", + "id": "43274b3a", "metadata": {}, "outputs": [], "source": [ @@ -1322,7 +1322,7 @@ }, { "cell_type": "markdown", - "id": "bee1aa55", + "id": "24edc4de", "metadata": { "tags": [] }, @@ -1337,7 +1337,7 @@ }, { "cell_type": "markdown", - "id": "dbac0e2e", + "id": "84bf4585", "metadata": { "tags": [] }, @@ -1348,7 +1348,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7d263995", + "id": "9727ac14", "metadata": {}, "outputs": [], "source": [ @@ -1362,7 +1362,7 @@ }, { "cell_type": "markdown", - "id": "60081f81", + "id": "bf5f0ebe", "metadata": { "tags": [] }, @@ -1377,7 +1377,7 @@ }, { "cell_type": "markdown", - "id": "a037d368", + "id": "2f1b0de9", "metadata": { "lines_to_next_cell": 0 }, @@ -1392,7 +1392,7 @@ { "cell_type": "code", "execution_count": null, - "id": "308d7f21", + "id": "3e5a4dce", "metadata": {}, "outputs": [], "source": [ @@ -1413,7 +1413,7 @@ { "cell_type": "code", "execution_count": null, - "id": "12c79b2d", + "id": "8118b6af", "metadata": { "title": "Another visualization function" }, @@ -1442,7 +1442,7 @@ { "cell_type": "code", "execution_count": null, - "id": "aa24deb7", + "id": "0e912b30", "metadata": { "lines_to_next_cell": 0 }, @@ -1458,7 +1458,7 @@ }, { "cell_type": "markdown", - "id": "1726fcb6", + "id": "0239083c", "metadata": { "lines_to_next_cell": 0 }, @@ -1474,7 +1474,7 @@ }, { "cell_type": "markdown", - "id": "93aff28e", + "id": "a24b6aec", "metadata": { "lines_to_next_cell": 0 }, @@ -1489,7 +1489,7 @@ }, { "cell_type": "markdown", - "id": "0389b58c", + "id": "efd1a28b", "metadata": { "lines_to_next_cell": 0 }, @@ -1503,7 +1503,7 @@ { "cell_type": "code", "execution_count": null, - "id": "61b9f9a0", + "id": "b7f80588", "metadata": { "lines_to_next_cell": 0 }, @@ -1523,7 +1523,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7e70b512", + "id": "c497452f", "metadata": { "lines_to_next_cell": 0 }, @@ -1559,7 +1559,7 @@ }, { "cell_type": "markdown", - "id": "e9126f01", + "id": "43ede07a", "metadata": { "lines_to_next_cell": 0 }, @@ -1573,7 +1573,7 @@ }, { "cell_type": "markdown", - "id": "d50ea18c", + "id": "c13ce4e4", "metadata": { "lines_to_next_cell": 0 }, @@ -1589,7 +1589,7 @@ }, { "cell_type": "markdown", - "id": "a93a5437", + "id": "bf3287fb", "metadata": { "lines_to_next_cell": 0 }, @@ -1605,7 +1605,7 @@ }, { "cell_type": "markdown", - "id": "b8f44b99", + "id": "ed13c1f9", "metadata": { "lines_to_next_cell": 0 }, @@ -1628,7 +1628,7 @@ }, { "cell_type": "markdown", - "id": "aafe8844", + "id": "ecb17e01", "metadata": {}, "source": [ "

Task 5.1: Explore the style space

\n", @@ -1640,7 +1640,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0128d7bd", + "id": "e97ffac7", "metadata": {}, "outputs": [], "source": [ @@ -1675,7 +1675,7 @@ }, { "cell_type": "markdown", - "id": "609028bd", + "id": "d741ca91", "metadata": { "lines_to_next_cell": 0 }, @@ -1691,7 +1691,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8b7185c5", + "id": "bf0fd38b", "metadata": { "lines_to_next_cell": 0 }, @@ -1718,7 +1718,7 @@ }, { "cell_type": "markdown", - "id": "772e4231", + "id": "cad404f2", "metadata": { "lines_to_next_cell": 0 }, @@ -1732,7 +1732,7 @@ }, { "cell_type": "markdown", - "id": "7d159c2b", + "id": "9b28eccc", "metadata": { "lines_to_next_cell": 0 }, @@ -1749,7 +1749,7 @@ { "cell_type": "code", "execution_count": null, - "id": "13eb454f", + "id": "1c3f1744", "metadata": {}, "outputs": [], "source": [ @@ -1772,7 +1772,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3ddc6a07", + "id": "304baabb", "metadata": { "lines_to_next_cell": 0 }, @@ -1781,7 +1781,7 @@ }, { "cell_type": "markdown", - "id": "303338b1", + "id": "3c35b725", "metadata": {}, "source": [ "

Questions

\n", @@ -1793,7 +1793,7 @@ }, { "cell_type": "markdown", - "id": "e18da1e0", + "id": "1b0a418f", "metadata": {}, "source": [ "

Checkpoint 5

\n", @@ -1811,7 +1811,7 @@ }, { "cell_type": "markdown", - "id": "b74f495b", + "id": "6d2115d5", "metadata": { "lines_to_next_cell": 0 }, diff --git a/solution.ipynb b/solution.ipynb index dcdff0d..f890a5b 100644 --- a/solution.ipynb +++ b/solution.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "d5acca24", + "id": "0cd70499", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -29,7 +29,7 @@ }, { "cell_type": "markdown", - "id": "cb662602", + "id": "e52861f4", "metadata": { "lines_to_next_cell": 0 }, @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "7af25d33", + "id": "f698709b", "metadata": {}, "source": [ "\n", @@ -54,7 +54,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f2d6db31", + "id": "b1479afd", "metadata": { "lines_to_next_cell": 0 }, @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "3ef3bfa9", + "id": "c13bdaa6", "metadata": { "lines_to_next_cell": 0 }, @@ -84,7 +84,7 @@ { "cell_type": "code", "execution_count": null, - "id": "02be6af2", + "id": "e7a258c4", "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "markdown", - "id": "6a76f50d", + "id": "25b44375", "metadata": { "lines_to_next_cell": 0 }, @@ -113,7 +113,7 @@ }, { "cell_type": "markdown", - "id": "fae7773e", + "id": "7c65a197", "metadata": { "lines_to_next_cell": 0 }, @@ -130,7 +130,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d0b3ad78", + "id": "7981af9b", "metadata": { "tags": [ "solution" @@ -154,7 +154,7 @@ }, { "cell_type": "markdown", - "id": "137cd457", + "id": "1f42db2b", "metadata": { "lines_to_next_cell": 0 }, @@ -165,7 +165,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3c09237d", + "id": "4608b115", "metadata": {}, "outputs": [], "source": [ @@ -192,7 +192,7 @@ }, { "cell_type": "markdown", - "id": "92af9975", + "id": "32165b5c", "metadata": {}, "source": [ "# Part 2: Using Integrated Gradients to find what the classifier knows\n", @@ -202,7 +202,7 @@ }, { "cell_type": "markdown", - "id": "c6d16b90", + "id": "ba1b31ba", "metadata": {}, "source": [ "## Attributions through integrated gradients\n", @@ -215,7 +215,7 @@ { "cell_type": "code", "execution_count": null, - "id": "29c8613f", + "id": "d4b61831", "metadata": { "tags": [] }, @@ -233,7 +233,7 @@ }, { "cell_type": "markdown", - "id": "ba7abfbe", + "id": "7ab9612b", "metadata": { "tags": [] }, @@ -249,7 +249,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c4e89e02", + "id": "c04d8612", "metadata": { "tags": [ "solution" @@ -273,7 +273,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d4148689", + "id": "bb4628ed", "metadata": { "tags": [] }, @@ -286,7 +286,7 @@ }, { "cell_type": "markdown", - "id": "276c658d", + "id": "99e4bafa", "metadata": { "lines_to_next_cell": 2, "tags": [] @@ -298,7 +298,7 @@ { "cell_type": "code", "execution_count": null, - "id": "30d569fb", + "id": "e915c3a4", "metadata": { "tags": [] }, @@ -326,7 +326,7 @@ { "cell_type": "code", "execution_count": null, - "id": "570a7ccd", + "id": "89222b41", "metadata": { "tags": [] }, @@ -339,7 +339,7 @@ }, { "cell_type": "markdown", - "id": "4f13b2f4", + "id": "0b7e0279", "metadata": { "lines_to_next_cell": 2 }, @@ -353,7 +353,7 @@ }, { "cell_type": "markdown", - "id": "8c8790d3", + "id": "5d44c63e", "metadata": { "lines_to_next_cell": 0 }, @@ -366,7 +366,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ab2e8a0d", + "id": "615265b5", "metadata": {}, "outputs": [], "source": [ @@ -391,7 +391,7 @@ }, { "cell_type": "markdown", - "id": "b031ab39", + "id": "852890c4", "metadata": { "lines_to_next_cell": 0 }, @@ -405,7 +405,7 @@ }, { "cell_type": "markdown", - "id": "e0a15147", + "id": "05113f49", "metadata": {}, "source": [ "\n", @@ -431,7 +431,7 @@ }, { "cell_type": "markdown", - "id": "10e59bd9", + "id": "a9133160", "metadata": {}, "source": [ "

Task 2.3: Use random noise as a baseline

\n", @@ -443,7 +443,7 @@ { "cell_type": "code", "execution_count": null, - "id": "57012d02", + "id": "f15bb708", "metadata": { "tags": [ "solution" @@ -469,7 +469,7 @@ }, { "cell_type": "markdown", - "id": "82e2a1b3", + "id": "00e3a87f", "metadata": { "tags": [] }, @@ -483,7 +483,7 @@ { "cell_type": "code", "execution_count": null, - "id": "97f80e4a", + "id": "c36a01c0", "metadata": { "tags": [ "solution" @@ -511,7 +511,7 @@ }, { "cell_type": "markdown", - "id": "446d0aab", + "id": "b3e583e7", "metadata": { "tags": [] }, @@ -527,7 +527,7 @@ }, { "cell_type": "markdown", - "id": "c0107144", + "id": "82ccf036", "metadata": {}, "source": [ "

BONUS Task: Using different attributions.

\n", @@ -541,7 +541,7 @@ }, { "cell_type": "markdown", - "id": "9a69110b", + "id": "f506bd2a", "metadata": {}, "source": [ "

Checkpoint 2

\n", @@ -561,7 +561,7 @@ }, { "cell_type": "markdown", - "id": "d6cd057a", + "id": "74d9b907", "metadata": { "lines_to_next_cell": 0 }, @@ -589,7 +589,7 @@ }, { "cell_type": "markdown", - "id": "003cd7d6", + "id": "8f0154c0", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -612,7 +612,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c99ee37d", + "id": "c2bc377c", "metadata": {}, "outputs": [], "source": [ @@ -644,7 +644,7 @@ }, { "cell_type": "markdown", - "id": "9a1ba5d0", + "id": "17cd1b0d", "metadata": { "lines_to_next_cell": 0 }, @@ -659,7 +659,7 @@ { "cell_type": "code", "execution_count": null, - "id": "23a3a52c", + "id": "b6a4aa29", "metadata": { "tags": [ "solution" @@ -676,7 +676,7 @@ }, { "cell_type": "markdown", - "id": "d0d5441a", + "id": "1ca6e4be", "metadata": { "tags": [] }, @@ -691,7 +691,7 @@ }, { "cell_type": "markdown", - "id": "1a5da3b0", + "id": "54be787f", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -708,7 +708,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7488ac02", + "id": "7690e5ae", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -722,7 +722,7 @@ }, { "cell_type": "markdown", - "id": "6152ae96", + "id": "0f00b606", "metadata": { "lines_to_next_cell": 0 }, @@ -733,7 +733,7 @@ { "cell_type": "code", "execution_count": null, - "id": "47ccc999", + "id": "3bb92ccb", "metadata": {}, "outputs": [], "source": [ @@ -743,7 +743,7 @@ }, { "cell_type": "markdown", - "id": "235ecf34", + "id": "7aeb8a82", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -761,7 +761,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ecd33083", + "id": "cc4f362f", "metadata": { "lines_to_next_cell": 0 }, @@ -773,7 +773,7 @@ }, { "cell_type": "markdown", - "id": "46499a30", + "id": "2f966930", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -792,7 +792,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a75d1d8e", + "id": "67bfde3a", "metadata": {}, "outputs": [], "source": [ @@ -801,7 +801,7 @@ }, { "cell_type": "markdown", - "id": "6f1e7957", + "id": "805cb84f", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -817,7 +817,7 @@ { "cell_type": "code", "execution_count": null, - "id": "48c11783", + "id": "da81d292", "metadata": {}, "outputs": [], "source": [ @@ -826,7 +826,7 @@ }, { "cell_type": "markdown", - "id": "7a403168", + "id": "72ac929b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -838,7 +838,7 @@ { "cell_type": "code", "execution_count": null, - "id": "197f0b55", + "id": "bf33a81f", "metadata": {}, "outputs": [], "source": [ @@ -851,7 +851,7 @@ }, { "cell_type": "markdown", - "id": "14642c7c", + "id": "3c5bc41a", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -865,7 +865,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8567a4c7", + "id": "152f772e", "metadata": {}, "outputs": [], "source": [ @@ -877,7 +877,7 @@ }, { "cell_type": "markdown", - "id": "d617a57b", + "id": "b230f596", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -897,7 +897,7 @@ { "cell_type": "code", "execution_count": null, - "id": "152d1fc2", + "id": "1d598293", "metadata": {}, "outputs": [], "source": [ @@ -921,7 +921,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1beae4d6", + "id": "8bc8455f", "metadata": {}, "outputs": [], "source": [ @@ -931,7 +931,7 @@ }, { "cell_type": "markdown", - "id": "6fba9909", + "id": "35f24ab8", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -953,7 +953,7 @@ }, { "cell_type": "markdown", - "id": "07dd61b7", + "id": "b432475d", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -965,7 +965,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5e54a534", + "id": "7621dcd3", "metadata": { "lines_to_next_cell": 2, "tags": [ @@ -1035,7 +1035,7 @@ }, { "cell_type": "markdown", - "id": "0574b61f", + "id": "90d6b878", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1047,7 +1047,7 @@ { "cell_type": "code", "execution_count": null, - "id": "94723f87", + "id": "fb7244dc", "metadata": {}, "outputs": [], "source": [ @@ -1063,7 +1063,7 @@ }, { "cell_type": "markdown", - "id": "a734af98", + "id": "4f17ac64", "metadata": { "tags": [] }, @@ -1078,7 +1078,7 @@ }, { "cell_type": "markdown", - "id": "34e2b5cd", + "id": "b87acfd6", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1090,7 +1090,7 @@ { "cell_type": "code", "execution_count": null, - "id": "22f64934", + "id": "d4f1527e", "metadata": {}, "outputs": [], "source": [ @@ -1112,7 +1112,7 @@ }, { "cell_type": "markdown", - "id": "d8dfbe12", + "id": "da2eec51", "metadata": { "tags": [] }, @@ -1128,7 +1128,7 @@ }, { "cell_type": "markdown", - "id": "32991250", + "id": "6b888bad", "metadata": { "tags": [] }, @@ -1138,7 +1138,7 @@ }, { "cell_type": "markdown", - "id": "216383e1", + "id": "0385b4d1", "metadata": { "tags": [] }, @@ -1155,7 +1155,7 @@ { "cell_type": "code", "execution_count": null, - "id": "54fd4016", + "id": "8b7da4f3", "metadata": { "title": "Loading the test dataset" }, @@ -1175,7 +1175,7 @@ }, { "cell_type": "markdown", - "id": "1dbcc267", + "id": "6ac8e50b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1187,7 +1187,7 @@ { "cell_type": "code", "execution_count": null, - "id": "04b20178", + "id": "aafb5d05", "metadata": {}, "outputs": [], "source": [ @@ -1200,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "ea19f383", + "id": "a008f00c", "metadata": { "lines_to_next_cell": 0 }, @@ -1210,7 +1210,7 @@ }, { "cell_type": "markdown", - "id": "e10ea481", + "id": "20ba52e7", "metadata": { "lines_to_next_cell": 0 }, @@ -1228,7 +1228,7 @@ { "cell_type": "code", "execution_count": null, - "id": "780e6fdd", + "id": "49019db6", "metadata": { "tags": [ "solution" @@ -1265,7 +1265,7 @@ }, { "cell_type": "markdown", - "id": "44a96f81", + "id": "87a8a781", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1277,7 +1277,7 @@ { "cell_type": "code", "execution_count": null, - "id": "83523c2f", + "id": "43274b3a", "metadata": {}, "outputs": [], "source": [ @@ -1290,7 +1290,7 @@ }, { "cell_type": "markdown", - "id": "bee1aa55", + "id": "24edc4de", "metadata": { "tags": [] }, @@ -1305,7 +1305,7 @@ }, { "cell_type": "markdown", - "id": "dbac0e2e", + "id": "84bf4585", "metadata": { "tags": [] }, @@ -1316,7 +1316,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7d263995", + "id": "9727ac14", "metadata": {}, "outputs": [], "source": [ @@ -1330,7 +1330,7 @@ }, { "cell_type": "markdown", - "id": "60081f81", + "id": "bf5f0ebe", "metadata": { "tags": [] }, @@ -1345,7 +1345,7 @@ }, { "cell_type": "markdown", - "id": "a037d368", + "id": "2f1b0de9", "metadata": { "lines_to_next_cell": 0 }, @@ -1360,7 +1360,7 @@ { "cell_type": "code", "execution_count": null, - "id": "308d7f21", + "id": "3e5a4dce", "metadata": {}, "outputs": [], "source": [ @@ -1381,7 +1381,7 @@ { "cell_type": "code", "execution_count": null, - "id": "12c79b2d", + "id": "8118b6af", "metadata": { "title": "Another visualization function" }, @@ -1410,7 +1410,7 @@ { "cell_type": "code", "execution_count": null, - "id": "aa24deb7", + "id": "0e912b30", "metadata": { "lines_to_next_cell": 0 }, @@ -1426,7 +1426,7 @@ }, { "cell_type": "markdown", - "id": "1726fcb6", + "id": "0239083c", "metadata": { "lines_to_next_cell": 0 }, @@ -1442,7 +1442,7 @@ }, { "cell_type": "markdown", - "id": "93aff28e", + "id": "a24b6aec", "metadata": { "lines_to_next_cell": 0 }, @@ -1457,7 +1457,7 @@ }, { "cell_type": "markdown", - "id": "0389b58c", + "id": "efd1a28b", "metadata": { "lines_to_next_cell": 0 }, @@ -1471,7 +1471,7 @@ { "cell_type": "code", "execution_count": null, - "id": "61b9f9a0", + "id": "b7f80588", "metadata": { "lines_to_next_cell": 0 }, @@ -1491,7 +1491,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7e70b512", + "id": "c497452f", "metadata": { "lines_to_next_cell": 0 }, @@ -1527,7 +1527,7 @@ }, { "cell_type": "markdown", - "id": "e9126f01", + "id": "43ede07a", "metadata": { "lines_to_next_cell": 0 }, @@ -1541,7 +1541,7 @@ }, { "cell_type": "markdown", - "id": "d50ea18c", + "id": "c13ce4e4", "metadata": { "lines_to_next_cell": 0 }, @@ -1557,7 +1557,7 @@ }, { "cell_type": "markdown", - "id": "a93a5437", + "id": "bf3287fb", "metadata": { "lines_to_next_cell": 0 }, @@ -1573,7 +1573,7 @@ }, { "cell_type": "markdown", - "id": "b8f44b99", + "id": "ed13c1f9", "metadata": { "lines_to_next_cell": 0 }, @@ -1596,7 +1596,7 @@ }, { "cell_type": "markdown", - "id": "aafe8844", + "id": "ecb17e01", "metadata": {}, "source": [ "

Task 5.1: Explore the style space

\n", @@ -1608,7 +1608,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0128d7bd", + "id": "e97ffac7", "metadata": {}, "outputs": [], "source": [ @@ -1643,7 +1643,7 @@ }, { "cell_type": "markdown", - "id": "609028bd", + "id": "d741ca91", "metadata": { "lines_to_next_cell": 0 }, @@ -1659,7 +1659,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8b7185c5", + "id": "bf0fd38b", "metadata": { "lines_to_next_cell": 0 }, @@ -1686,7 +1686,7 @@ }, { "cell_type": "markdown", - "id": "772e4231", + "id": "cad404f2", "metadata": { "lines_to_next_cell": 0 }, @@ -1700,7 +1700,7 @@ }, { "cell_type": "markdown", - "id": "7d159c2b", + "id": "9b28eccc", "metadata": { "lines_to_next_cell": 0 }, @@ -1717,7 +1717,7 @@ { "cell_type": "code", "execution_count": null, - "id": "13eb454f", + "id": "1c3f1744", "metadata": {}, "outputs": [], "source": [ @@ -1740,7 +1740,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3ddc6a07", + "id": "304baabb", "metadata": { "lines_to_next_cell": 0 }, @@ -1749,7 +1749,7 @@ }, { "cell_type": "markdown", - "id": "303338b1", + "id": "3c35b725", "metadata": {}, "source": [ "

Questions

\n", @@ -1761,7 +1761,7 @@ }, { "cell_type": "markdown", - "id": "e18da1e0", + "id": "1b0a418f", "metadata": {}, "source": [ "

Checkpoint 5

\n", @@ -1779,7 +1779,7 @@ }, { "cell_type": "markdown", - "id": "b74f495b", + "id": "6d2115d5", "metadata": { "lines_to_next_cell": 0 }, @@ -1801,7 +1801,7 @@ { "cell_type": "code", "execution_count": null, - "id": "52f77a00", + "id": "1d4445b6", "metadata": { "tags": [ "solution"