diff --git a/lessons/pydata/classification_metrics/index.ipynb b/lessons/pydata/classification_metrics/index.ipynb index 7207a87..cad1238 100644 --- a/lessons/pydata/classification_metrics/index.ipynb +++ b/lessons/pydata/classification_metrics/index.ipynb @@ -162,6 +162,13 @@ "100 * ((y_pred == y_test).sum() / len(y_test))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Metriku ale nemusíš sama programovat, k výpočtu **accuracy** nabízí knihovna Scikit-learn funkci `accuracy_score`." + ] + }, { "cell_type": "code", "execution_count": 5, @@ -204,6 +211,13 @@ "za jablko, má tedy na této množině 90% úspěšnost. Nám je ale k ničemu. " ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Podíváme se na zajímavější metriku a tou je **confusion matrix**, česky **matice záměn**." + ] + }, { "cell_type": "code", "execution_count": 6, @@ -211,7 +225,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -223,7 +237,7 @@ "source": [ "from sklearn.metrics import ConfusionMatrixDisplay, confusion_matrix\n", "import matplotlib.pyplot as plt \n", - "%matplotlib inline\n", + "\n", "\n", "cm = confusion_matrix(y_test, y_pred)\n", "\n", @@ -244,6 +258,13 @@ "Tedy v našem případě: Jeden vzor typu Virginica byl oklasifikován chybně jako Versicolor, dva vzory typu Versicolor byly oklasifikovány chybně jako Virginica. " ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Metriky pro binární klasifikaci" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -298,7 +319,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -326,7 +347,7 @@ "Počty falešně positivních a falešně negativních případů jsou pro hodnocení úspěšnosti binární klasifikace zásadní. \n", "Správně klasifikované vzorky označujeme jako **true positive** a **true negative**. \n", "\n", - "Obrázek ilustruje rozdělní vzorků na **true positive**, **true negative**, **false negative** a **false positive**. Zelená barva reprezentuje pozitivní vzorky, červená negativní. Vzorky uvnitř kola označil klasifikátor jak pozitivní (zelené jsou tedy **true positive** a červené **false positve**. Vzorky vně kola, označil klasifikátor jako negativní, ty zelené jsou tedy **false negative** a červené **true negative**. \n", + "Obrázek ilustruje rozdělní vzorků na **true positive**, **true negative**, **false negative** a **false positive**. Zelená barva reprezentuje pozitivní vzorky, červená negativní. Vzorky uvnitř kola označil klasifikátor jak pozitivní (zelené jsou tedy **true positive** a červené **false positive**). Vzorky vně kola, označil klasifikátor jako negativní, ty zelené jsou tedy **false negative** a červené **true negative**. \n", "\n", "![obrazek_true_false_positive_negative](static/np_small.png)" ] @@ -474,7 +495,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -484,7 +505,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -524,9 +545,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.12.6" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/lessons/pydata/intro_classification/index.ipynb b/lessons/pydata/intro_classification/index.ipynb index aec36e9..4d535d4 100644 --- a/lessons/pydata/intro_classification/index.ipynb +++ b/lessons/pydata/intro_classification/index.ipynb @@ -271,6 +271,13 @@ "Vyberete si jeden model a zkuste natrénovat na ryby.\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nejprve připravíme data obdobně jako v minulé hodině. Jako sloupeček odezvy použijeme `True` pro okouny a `False` pro ostatní ryby. Sloupeček `Species` pak už nebudeme potřebovat, stejně tak můžeme vypustit sloupeček `ID`." + ] + }, { "cell_type": "code", "execution_count": 2, @@ -283,6 +290,13 @@ "X = data.drop(columns=[\"ID\", \"Species\"])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Dalším krokem je rozdělení na trénovací a validační data. Nezapomeňme na stratifikaci." + ] + }, { "cell_type": "code", "execution_count": 3, @@ -294,6 +308,13 @@ "X_train_raw, X_test_raw, y_train, y_test = train_test_split(X, y, stratify=y)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Data přeškálujeme." + ] + }, { "cell_type": "code", "execution_count": 4, @@ -307,6 +328,13 @@ "X_test = scaler.transform(X_test_raw)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Jako model zvolíme *rozhodovací strom*. Neboj se zkusit jiný klasifikátor dle své volby." + ] + }, { "cell_type": "code", "execution_count": 5, @@ -321,12 +349,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# natrénujte\n", - "model.fit(X_train, y_train)" + "model.fit(X_train, y_train);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Máme natrénovaný model, jdeme se podívat, jak funguje na validačních datech." ] }, { @@ -454,12 +489,10 @@ "metadata": {}, "outputs": [], "source": [ - "# zkus naučit různé modely a vyber nejlepší\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.ensemble import RandomForestClassifier \n", "from sklearn.svm import SVC\n", - "from sklearn.metrics import confusion_matrix\n", "\n", "# zkus naučit různé modely a vyber nejlepší\n", "models = {}\n", @@ -481,13 +514,282 @@ " models[(\"SVC\", 10**C)] = SVC(C=10**C, class_weight='balanced')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Vytvořili jsme si slušnou zásobu modelů, uložili jsme je do slovníku. Každý model máme pro různé hodnoty příslušného hyper-parametru. " + ] + }, { "cell_type": "code", "execution_count": 11, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{('nearest neighbors',\n", + " 1): KNeighborsClassifier(n_neighbors=1, weights='distance'),\n", + " ('nearest neighbors',\n", + " 3): KNeighborsClassifier(n_neighbors=3, weights='distance'),\n", + " ('nearest neighbors', 5): KNeighborsClassifier(weights='distance'),\n", + " ('nearest neighbors',\n", + " 7): KNeighborsClassifier(n_neighbors=7, weights='distance'),\n", + " ('tree', 3): DecisionTreeClassifier(class_weight='balanced', max_depth=3),\n", + " ('tree', 4): DecisionTreeClassifier(class_weight='balanced', max_depth=4),\n", + " ('tree', 5): DecisionTreeClassifier(class_weight='balanced', max_depth=5),\n", + " ('tree', 6): DecisionTreeClassifier(class_weight='balanced', max_depth=6),\n", + " ('tree', 7): DecisionTreeClassifier(class_weight='balanced', max_depth=7),\n", + " ('tree', 8): DecisionTreeClassifier(class_weight='balanced', max_depth=8),\n", + " ('tree', 9): DecisionTreeClassifier(class_weight='balanced', max_depth=9),\n", + " ('tree', 10): DecisionTreeClassifier(class_weight='balanced', max_depth=10),\n", + " ('tree', 11): DecisionTreeClassifier(class_weight='balanced', max_depth=11),\n", + " ('tree', 12): DecisionTreeClassifier(class_weight='balanced', max_depth=12),\n", + " ('tree', 13): DecisionTreeClassifier(class_weight='balanced', max_depth=13),\n", + " ('tree', 14): DecisionTreeClassifier(class_weight='balanced', max_depth=14),\n", + " ('tree', 15): DecisionTreeClassifier(class_weight='balanced', max_depth=15),\n", + " ('tree', 16): DecisionTreeClassifier(class_weight='balanced', max_depth=16),\n", + " ('tree', 17): DecisionTreeClassifier(class_weight='balanced', max_depth=17),\n", + " ('tree', 18): DecisionTreeClassifier(class_weight='balanced', max_depth=18),\n", + " ('tree', 19): DecisionTreeClassifier(class_weight='balanced', max_depth=19),\n", + " ('random forest',\n", + " 1): RandomForestClassifier(class_weight='balanced', n_estimators=1),\n", + " ('random forest',\n", + " 2): RandomForestClassifier(class_weight='balanced', n_estimators=2),\n", + " ('random forest',\n", + " 3): RandomForestClassifier(class_weight='balanced', n_estimators=3),\n", + " ('random forest',\n", + " 4): RandomForestClassifier(class_weight='balanced', n_estimators=4),\n", + " ('random forest',\n", + " 5): RandomForestClassifier(class_weight='balanced', n_estimators=5),\n", + " ('random forest',\n", + " 6): RandomForestClassifier(class_weight='balanced', n_estimators=6),\n", + " ('random forest',\n", + " 7): RandomForestClassifier(class_weight='balanced', n_estimators=7),\n", + " ('random forest',\n", + " 8): RandomForestClassifier(class_weight='balanced', n_estimators=8),\n", + " ('random forest',\n", + " 9): RandomForestClassifier(class_weight='balanced', n_estimators=9),\n", + " ('random forest',\n", + " 10): RandomForestClassifier(class_weight='balanced', n_estimators=10),\n", + " ('random forest',\n", + " 11): RandomForestClassifier(class_weight='balanced', n_estimators=11),\n", + " ('random forest',\n", + " 12): RandomForestClassifier(class_weight='balanced', n_estimators=12),\n", + " ('random forest',\n", + " 13): RandomForestClassifier(class_weight='balanced', n_estimators=13),\n", + " ('random forest',\n", + " 14): RandomForestClassifier(class_weight='balanced', n_estimators=14),\n", + " ('random forest',\n", + " 15): RandomForestClassifier(class_weight='balanced', n_estimators=15),\n", + " ('random forest',\n", + " 16): RandomForestClassifier(class_weight='balanced', n_estimators=16),\n", + " ('random forest',\n", + " 17): RandomForestClassifier(class_weight='balanced', n_estimators=17),\n", + " ('random forest',\n", + " 18): RandomForestClassifier(class_weight='balanced', n_estimators=18),\n", + " ('random forest',\n", + " 19): RandomForestClassifier(class_weight='balanced', n_estimators=19),\n", + " ('random forest',\n", + " 20): RandomForestClassifier(class_weight='balanced', n_estimators=20),\n", + " ('random forest',\n", + " 21): RandomForestClassifier(class_weight='balanced', n_estimators=21),\n", + " ('random forest',\n", + " 22): RandomForestClassifier(class_weight='balanced', n_estimators=22),\n", + " ('random forest',\n", + " 23): RandomForestClassifier(class_weight='balanced', n_estimators=23),\n", + " ('random forest',\n", + " 24): RandomForestClassifier(class_weight='balanced', n_estimators=24),\n", + " ('random forest',\n", + " 25): RandomForestClassifier(class_weight='balanced', n_estimators=25),\n", + " ('random forest',\n", + " 26): RandomForestClassifier(class_weight='balanced', n_estimators=26),\n", + " ('random forest',\n", + " 27): RandomForestClassifier(class_weight='balanced', n_estimators=27),\n", + " ('random forest',\n", + " 28): RandomForestClassifier(class_weight='balanced', n_estimators=28),\n", + " ('random forest',\n", + " 29): RandomForestClassifier(class_weight='balanced', n_estimators=29),\n", + " ('random forest',\n", + " 30): RandomForestClassifier(class_weight='balanced', n_estimators=30),\n", + " ('random forest',\n", + " 31): RandomForestClassifier(class_weight='balanced', n_estimators=31),\n", + " ('random forest',\n", + " 32): RandomForestClassifier(class_weight='balanced', n_estimators=32),\n", + " ('random forest',\n", + " 33): RandomForestClassifier(class_weight='balanced', n_estimators=33),\n", + " ('random forest',\n", + " 34): RandomForestClassifier(class_weight='balanced', n_estimators=34),\n", + " ('random forest',\n", + " 35): RandomForestClassifier(class_weight='balanced', n_estimators=35),\n", + " ('random forest',\n", + " 36): RandomForestClassifier(class_weight='balanced', n_estimators=36),\n", + " ('random forest',\n", + " 37): RandomForestClassifier(class_weight='balanced', n_estimators=37),\n", + " ('random forest',\n", + " 38): RandomForestClassifier(class_weight='balanced', n_estimators=38),\n", + " ('random forest',\n", + " 39): RandomForestClassifier(class_weight='balanced', n_estimators=39),\n", + " ('random forest',\n", + " 40): RandomForestClassifier(class_weight='balanced', n_estimators=40),\n", + " ('random forest',\n", + " 41): RandomForestClassifier(class_weight='balanced', n_estimators=41),\n", + " ('random forest',\n", + " 42): RandomForestClassifier(class_weight='balanced', n_estimators=42),\n", + " ('random forest',\n", + " 43): RandomForestClassifier(class_weight='balanced', n_estimators=43),\n", + " ('random forest',\n", + " 44): RandomForestClassifier(class_weight='balanced', n_estimators=44),\n", + " ('random forest',\n", + " 45): RandomForestClassifier(class_weight='balanced', n_estimators=45),\n", + " ('random forest',\n", + " 46): RandomForestClassifier(class_weight='balanced', n_estimators=46),\n", + " ('random forest',\n", + " 47): RandomForestClassifier(class_weight='balanced', n_estimators=47),\n", + " ('random forest',\n", + " 48): RandomForestClassifier(class_weight='balanced', n_estimators=48),\n", + " ('random forest',\n", + " 49): RandomForestClassifier(class_weight='balanced', n_estimators=49),\n", + " ('random forest',\n", + " 50): RandomForestClassifier(class_weight='balanced', n_estimators=50),\n", + " ('random forest',\n", + " 51): RandomForestClassifier(class_weight='balanced', n_estimators=51),\n", + " ('random forest',\n", + " 52): RandomForestClassifier(class_weight='balanced', n_estimators=52),\n", + " ('random forest',\n", + " 53): RandomForestClassifier(class_weight='balanced', n_estimators=53),\n", + " ('random forest',\n", + " 54): RandomForestClassifier(class_weight='balanced', n_estimators=54),\n", + " ('random forest',\n", + " 55): RandomForestClassifier(class_weight='balanced', n_estimators=55),\n", + " ('random forest',\n", + " 56): RandomForestClassifier(class_weight='balanced', n_estimators=56),\n", + " ('random forest',\n", + " 57): RandomForestClassifier(class_weight='balanced', n_estimators=57),\n", + " ('random forest',\n", + " 58): RandomForestClassifier(class_weight='balanced', n_estimators=58),\n", + " ('random forest',\n", + " 59): RandomForestClassifier(class_weight='balanced', n_estimators=59),\n", + " ('random forest',\n", + " 60): RandomForestClassifier(class_weight='balanced', n_estimators=60),\n", + " ('random forest',\n", + " 61): RandomForestClassifier(class_weight='balanced', n_estimators=61),\n", + " ('random forest',\n", + " 62): RandomForestClassifier(class_weight='balanced', n_estimators=62),\n", + " ('random forest',\n", + " 63): RandomForestClassifier(class_weight='balanced', n_estimators=63),\n", + " ('random forest',\n", + " 64): RandomForestClassifier(class_weight='balanced', n_estimators=64),\n", + " ('random forest',\n", + " 65): RandomForestClassifier(class_weight='balanced', n_estimators=65),\n", + " ('random forest',\n", + " 66): RandomForestClassifier(class_weight='balanced', n_estimators=66),\n", + " ('random forest',\n", + " 67): RandomForestClassifier(class_weight='balanced', n_estimators=67),\n", + " ('random forest',\n", + " 68): RandomForestClassifier(class_weight='balanced', n_estimators=68),\n", + " ('random forest',\n", + " 69): RandomForestClassifier(class_weight='balanced', n_estimators=69),\n", + " ('random forest',\n", + " 70): RandomForestClassifier(class_weight='balanced', n_estimators=70),\n", + " ('random forest',\n", + " 71): RandomForestClassifier(class_weight='balanced', n_estimators=71),\n", + " ('random forest',\n", + " 72): RandomForestClassifier(class_weight='balanced', n_estimators=72),\n", + " ('random forest',\n", + " 73): RandomForestClassifier(class_weight='balanced', n_estimators=73),\n", + " ('random forest',\n", + " 74): RandomForestClassifier(class_weight='balanced', n_estimators=74),\n", + " ('random forest',\n", + " 75): RandomForestClassifier(class_weight='balanced', n_estimators=75),\n", + " ('random forest',\n", + " 76): RandomForestClassifier(class_weight='balanced', n_estimators=76),\n", + " ('random forest',\n", + " 77): RandomForestClassifier(class_weight='balanced', n_estimators=77),\n", + " ('random forest',\n", + " 78): RandomForestClassifier(class_weight='balanced', n_estimators=78),\n", + " ('random forest',\n", + " 79): RandomForestClassifier(class_weight='balanced', n_estimators=79),\n", + " ('random forest',\n", + " 80): RandomForestClassifier(class_weight='balanced', n_estimators=80),\n", + " ('random forest',\n", + " 81): RandomForestClassifier(class_weight='balanced', n_estimators=81),\n", + " ('random forest',\n", + " 82): RandomForestClassifier(class_weight='balanced', n_estimators=82),\n", + " ('random forest',\n", + " 83): RandomForestClassifier(class_weight='balanced', n_estimators=83),\n", + " ('random forest',\n", + " 84): RandomForestClassifier(class_weight='balanced', n_estimators=84),\n", + " ('random forest',\n", + " 85): RandomForestClassifier(class_weight='balanced', n_estimators=85),\n", + " ('random forest',\n", + " 86): RandomForestClassifier(class_weight='balanced', n_estimators=86),\n", + " ('random forest',\n", + " 87): RandomForestClassifier(class_weight='balanced', n_estimators=87),\n", + " ('random forest',\n", + " 88): RandomForestClassifier(class_weight='balanced', n_estimators=88),\n", + " ('random forest',\n", + " 89): RandomForestClassifier(class_weight='balanced', n_estimators=89),\n", + " ('random forest',\n", + " 90): RandomForestClassifier(class_weight='balanced', n_estimators=90),\n", + " ('random forest',\n", + " 91): RandomForestClassifier(class_weight='balanced', n_estimators=91),\n", + " ('random forest',\n", + " 92): RandomForestClassifier(class_weight='balanced', n_estimators=92),\n", + " ('random forest',\n", + " 93): RandomForestClassifier(class_weight='balanced', n_estimators=93),\n", + " ('random forest',\n", + " 94): RandomForestClassifier(class_weight='balanced', n_estimators=94),\n", + " ('random forest',\n", + " 95): RandomForestClassifier(class_weight='balanced', n_estimators=95),\n", + " ('random forest',\n", + " 96): RandomForestClassifier(class_weight='balanced', n_estimators=96),\n", + " ('random forest',\n", + " 97): RandomForestClassifier(class_weight='balanced', n_estimators=97),\n", + " ('random forest',\n", + " 98): RandomForestClassifier(class_weight='balanced', n_estimators=98),\n", + " ('random forest',\n", + " 99): RandomForestClassifier(class_weight='balanced', n_estimators=99),\n", + " ('SVC', 0.01): SVC(C=0.01, class_weight='balanced'),\n", + " ('SVC', 0.1): SVC(C=0.1, class_weight='balanced'),\n", + " ('SVC', 1): SVC(C=1, class_weight='balanced'),\n", + " ('SVC', 10): SVC(C=10, class_weight='balanced'),\n", + " ('SVC', 100): SVC(C=100, class_weight='balanced'),\n", + " ('SVC', 1000): SVC(C=1000, class_weight='balanced'),\n", + " ('SVC', 10000): SVC(C=10000, class_weight='balanced'),\n", + " ('SVC', 100000): SVC(C=100000, class_weight='balanced'),\n", + " ('SVC', 1000000): SVC(C=1000000, class_weight='balanced'),\n", + " ('SVC', 10000000): SVC(C=10000000, class_weight='balanced'),\n", + " ('SVC', 100000000): SVC(C=100000000, class_weight='balanced'),\n", + " ('SVC', 1000000000): SVC(C=1000000000, class_weight='balanced')}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "models" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Obdobně jako v minulé hodině vytvoříme funci, která ohodnotí model a vrátí hodnoty vybrané metriky na trénovací a validační množině.\n", + "Hodnoty vrací ve slovníku (což nám pak umožní snadnější vytvoření *dataframu* s výsledky)." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import f1_score\n", + "from sklearn.metrics import confusion_matrix\n", "\n", "def train_and_eval(X_train, X_test, y_train, y_test, model):\n", " model.fit(X_train, y_train)\n", @@ -500,7 +802,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -630,7 +932,7 @@ "[132 rows x 4 columns]" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -647,14 +949,21 @@ "df_results" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Závislost úspěsnosti modelu (dle zvolené metriky) na hodnotě příslušného hyperparametru si zobrazíme v grafu." + ] + }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -681,9 +990,18 @@ "zobraz_model(\"SVC\", axs[3], logx=True)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Úkol 6:\n", + "\n", + "Vyber si model, který se na validační množině jeví jako nejlepší. Vyzkoušej jej na testovací data." + ] + }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -697,7 +1015,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -708,7 +1026,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -784,9 +1102,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.12.6" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 }