From 6c0130a3a7abd5e1e5964bd7aabfae2d8e17cff8 Mon Sep 17 00:00:00 2001 From: franzi Date: Mon, 1 Nov 2021 10:19:18 +0100 Subject: [PATCH] update exercise description --- notebooks/1_visualize_text.ipynb | 10 +++++++--- other/exercise_ml_use_cases_spotlight.docx | Bin 266298 -> 266284 bytes other/exercise_ml_use_cases_spotlight.pdf | Bin 43140 -> 42893 bytes 3 files changed, 7 insertions(+), 3 deletions(-) diff --git a/notebooks/1_visualize_text.ipynb b/notebooks/1_visualize_text.ipynb index 0a164c8..d7a9690 100644 --- a/notebooks/1_visualize_text.ipynb +++ b/notebooks/1_visualize_text.ipynb @@ -67,7 +67,11 @@ "metadata": {}, "outputs": [], "source": [ - "# extract all paragraphs with a list comprehension (have a look at the Python tutorial if this is new to you)\n", + "# extract all paragraphs with a list comprehension\n", + "# for every article key \"a\" in the dictionary,\n", + "# you get the corresponding list of paragraphs with articles[a]\n", + "# then take all of these paragraphs from all articles to form a long list\n", + "# (have a look at the Python tutorial if this is new to you)\n", "paragraphs_corpus = [p for a in articles for p in articles[a]]\n", "print(f\"Our dataset contains {len(paragraphs_corpus)} paragraphs\")" ] @@ -235,7 +239,7 @@ "source": [ "### Task 1: remove outliers and compute Kernel PCA again\n", "\n", - "1. Remove the `BEGIN DOCUMENT` and `END DOCUMENT` \"paragraphs\" from the dataset, i.e., the first and last elements of the list of paragraphs for each article \n", + "1. Remove the `BEGIN DOCUMENT` and `END DOCUMENT` \"paragraphs\" from the dataset, i.e., the first and last elements of the list of paragraphs for each article. You can accomplish this by indexing the list of paragraphs of an article with `[1:-1]` to take only the second until the second-to-last elements.\n", "2. Transform this new list of paragraphs into TF-IDF vectors again\n", "3. Compute KernelPCA like before and plot the scatter plot (with colors) again\n", "4. Look at the eigenvalue spectrum again - what do you observe?" @@ -247,7 +251,7 @@ "metadata": {}, "outputs": [], "source": [ - "# remove outliers (i.e. first and last \"paragraph\" for each article)\n", + "# remove outliers (i.e., first and last \"paragraph\" for each article)\n", "paragraphs_corpus = ..." ] }, diff --git a/other/exercise_ml_use_cases_spotlight.docx b/other/exercise_ml_use_cases_spotlight.docx index 43c2c43fc98e7c10a421e7a7ed536c4cb9fd807f..6482259f4ce71653e31d4aae76e49a80f4d19faa 100644 GIT binary patch delta 4637 zcmZ9Qbx;&u*T)xGmRx#CiFJtuq-!bZ?oKITmsCV4i3Mq7DZwR`P7#$B=|C^&%E#ZJkOoEGvD($_j~8e{o~Bs^C_3|Z7wC)KpP)O3m_sQ0vJ$QzZ?e9eSkRu z@&D-RIH2OK8!-%G`Ip!s;=sEh5E3;0U-1$P=0+oaksh-NNlRHju%`HuVzZ>tyD;()^sXxA+`~Iw6ttPLd#D-+5Qde;@BULWe&oKf{YGgO7D={FeY8{B9+CNmKL6==xXj0VlR9|d#Gj^$6Q2}e%k@~Wr$j#kB z;aE70sE`@rAt19k5Puva<=y17|zpzhxbM# zHj~(iiqcjitsigi4rRlkK-)rrqYkQLE0L9RSd#rLK7khVF2Y1Uwi zd^@`b6#KrKz=!%d-QP2zrvs7ug+eitXPoLZCWd8rx1oAz7cNB&+y}C1bptWPY=T}y 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