diff --git a/Übung 2/flower_training.ipynb b/Übung 2/flower_training.ipynb index fc498c4..3c46b8e 100644 --- a/Übung 2/flower_training.ipynb +++ b/Übung 2/flower_training.ipynb @@ -1610,52 +1610,17 @@ { "metadata": { "ExecuteTime": { - "end_time": "2026-10-12T12:51:03.812995400Z", - "start_time": "2026-10-12T12:51:03.671309200Z" + "end_time": "2026-10-12T13:07:30.903434200Z", + "start_time": "2026-10-12T13:07:30.477945600Z" } }, "cell_type": "code", "source": [ "clustering = DBSCAN()\n", - "y = clustering.fit_predict(two_features)\n", - "y" - ], - "id": "9dbd47608c6c240b", - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 22 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2026-10-12T12:50:17.430869100Z", - "start_time": "2026-10-12T12:50:17.064419600Z" - } - }, - "cell_type": "code", - "source": [ - "\n", + "y = clustering.fit_predict(second_two_features)\n", "knc3 = KNeighborsClassifier(1)\n", - "knc3.fit(two_features, y) # Kein Tippfehler, wirklich y - warum?\n", - "plotTwoFeatures(two_features, T, knc3.predict)" + "knc3.fit(second_two_features, y) # Kein Tippfehler, wirklich y - warum?\n", + "plotTwoFeatures(second_two_features, T, knc3.predict)" ], "id": "8d8426139ecbe953", "outputs": [ @@ -1664,13 +1629,13 @@ "text/plain": [ "
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" 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" }, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 21 + "execution_count": 38 }, { "metadata": {