From c8675ad9778babf65da649d974fb920ee4793b93 Mon Sep 17 00:00:00 2001 From: crvidondo Date: Wed, 9 Oct 2024 18:43:08 +0200 Subject: [PATCH] Carlos Neural Networks Carlos solutions to Neural Networks Lab --- your-code/challenge-1.ipynb | 902 +++++++++++++++++++++++++++++++- your-code/tensorflow-chall2.png | Bin 0 -> 250664 bytes your-code/tic-tac-toe.keras | Bin 0 -> 88858 bytes 3 files changed, 889 insertions(+), 13 deletions(-) create mode 100644 your-code/tensorflow-chall2.png create mode 100644 your-code/tic-tac-toe.keras diff --git a/your-code/challenge-1.ipynb b/your-code/challenge-1.ipynb index 2487c5f..0694e66 100644 --- a/your-code/challenge-1.ipynb +++ b/your-code/challenge-1.ipynb @@ -34,11 +34,434 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " TL TM TR ML MM MR BL BM BR class\n", + "0 x x x x o o x o o True\n", + "1 x x x x o o o x o True\n", + "2 x x x x o o o o x True\n", + "3 x x x x o o o b b True\n", + "4 x x x x o o b o b True" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 1. Read `tic-tac-toe.csv` into a dataframe.\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "game = pd.read_csv('tic-tac-toe.csv')\n", + "game.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TL object\n", + "TM object\n", + "TR object\n", + "ML object\n", + "MM object\n", + "MR object\n", + "BL object\n", + "BM object\n", + "BR object\n", + "class bool\n", + "dtype: object" + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 2. Inspect the dataset. Determine if the dataset is reliable by eyeballing the data.\n", + "game.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\crvid\\AppData\\Local\\Temp\\ipykernel_26140\\3521100472.py:4: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n", + " game2.replace({'x': 1, 'o': 2, 'b': 0}, inplace=True)\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " TL TM TR ML MM MR BL BM BR class\n", + "0 1.0 1.0 1.0 1.0 2.0 2.0 1.0 2.0 2.0 1.0\n", + "1 1.0 1.0 1.0 1.0 2.0 2.0 2.0 1.0 2.0 1.0\n", + "2 1.0 1.0 1.0 1.0 2.0 2.0 2.0 2.0 1.0 1.0\n", + "3 1.0 1.0 1.0 1.0 2.0 2.0 2.0 0.0 0.0 1.0\n", + "4 1.0 1.0 1.0 1.0 2.0 2.0 0.0 2.0 0.0 1.0\n", + ".. ... ... ... ... ... ... ... ... ... ...\n", + "953 2.0 1.0 1.0 1.0 2.0 2.0 2.0 1.0 1.0 0.0\n", + "954 2.0 1.0 2.0 1.0 1.0 2.0 1.0 2.0 1.0 0.0\n", + "955 2.0 1.0 2.0 1.0 2.0 1.0 1.0 2.0 1.0 0.0\n", + "956 2.0 1.0 2.0 2.0 1.0 1.0 1.0 2.0 1.0 0.0\n", + "957 2.0 2.0 1.0 1.0 1.0 2.0 2.0 1.0 1.0 0.0\n", + "\n", + "[958 rows x 10 columns]" + ] + }, + "execution_count": 159, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 3. Convert the categorical values to numeric in all columns.\n", + "game2 = game.copy()\n", + "\n", + "game2.replace({'x': 1, 'o': 2, 'b': 0}, inplace=True)\n", + "game2.astype(\"float32\")" + ] + }, + { + "cell_type": "code", + "execution_count": 160, "metadata": {}, "outputs": [], "source": [ - "# your code here" + "# 4. Separate the inputs and outputs.\n", + "X = game2.drop(columns=[\"class\"]) # inputs\n", + "y = game2[\"class\"] # outputs" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.5, 0.5, 0.5, ..., 0.5, 1. , 1. ],\n", + " [0.5, 0.5, 0.5, ..., 1. , 0.5, 1. ],\n", + " [0.5, 0.5, 0.5, ..., 1. , 1. , 0.5],\n", + " ...,\n", + " [1. , 0.5, 1. , ..., 0.5, 1. , 0.5],\n", + " [1. , 0.5, 1. , ..., 0.5, 1. , 0.5],\n", + " [1. , 1. , 0.5, ..., 1. , 0.5, 0.5]])" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 5. Normalize the input data.\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "\n", + "scaler = MinMaxScaler() # Initialize the scaler\n", + "\n", + "X_normalized = scaler.fit_transform(X) # Fit and transform \n", + "\n", + "X_normalized\n" ] }, { @@ -60,11 +483,173 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 162, + "metadata": {}, + "outputs": [], + "source": [ + "# 1. Split the training and test data.\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X_normalized, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [], + "source": [ + "# 2. Create a `Sequential` model.\n", + "import tensorflow as tf\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, Dropout\n", + "\n", + "model = Sequential() # Initialize the model" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\crvid\\anaconda3\\Lib\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + } + ], + "source": [ + "# 3. Add several layers to your model. Make sure you use ReLU as the activation function for the middle layers. \n", + "# Use Softmax for the output layer because each output has a single lable and all the label probabilities add up to 1.\n", + "\"\"\" 9 is the number of columns in X\"\"\"\n", + "model.add(Dense(80, activation='relu', input_shape=(9,))) \n", + "model.add(Dense(30, activation='relu'))\n", + "model.add(Dense(50, activation='relu'))\n", + "\n", + "model.add(Dense(2, activation='softmax'))" + ] + }, + { + "cell_type": "code", + "execution_count": 165, "metadata": {}, "outputs": [], "source": [ - "# your code here" + "# 4. Compile the model using `adam` as the optimizer and `sparse_categorical_crossentropy` as the loss function. For metrics, use `accuracy` for now.\n", + "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.5262 - loss: 0.7170 - val_accuracy: 0.6510 - val_loss: 0.6335\n", + "Epoch 2/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.6470 - loss: 0.6288 - val_accuracy: 0.6562 - val_loss: 0.5993\n", + "Epoch 3/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.6595 - loss: 0.5969 - val_accuracy: 0.6562 - val_loss: 0.5735\n", + "Epoch 4/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.6931 - loss: 0.5688 - val_accuracy: 0.6615 - val_loss: 0.5309\n", + "Epoch 5/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.7018 - loss: 0.5207 - val_accuracy: 0.6562 - val_loss: 0.4961\n", + "Epoch 6/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.7380 - loss: 0.4944 - val_accuracy: 0.7396 - val_loss: 0.4665\n", + "Epoch 7/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.7615 - loss: 0.4626 - val_accuracy: 0.7917 - val_loss: 0.4540\n", + "Epoch 8/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.8087 - loss: 0.4154 - val_accuracy: 0.8021 - val_loss: 0.4126\n", + "Epoch 9/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.7742 - loss: 0.4309 - val_accuracy: 0.8125 - val_loss: 0.4145\n", + "Epoch 10/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.8427 - loss: 0.3582 - val_accuracy: 0.8229 - val_loss: 0.3885\n", + "Epoch 11/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.8460 - loss: 0.3403 - val_accuracy: 0.8229 - val_loss: 0.3632\n", + "Epoch 12/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.8784 - loss: 0.3120 - val_accuracy: 0.8438 - val_loss: 0.3567\n", + "Epoch 13/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.8662 - loss: 0.3113 - val_accuracy: 0.8594 - val_loss: 0.3577\n", + "Epoch 14/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - accuracy: 0.8859 - loss: 0.2808 - val_accuracy: 0.8021 - val_loss: 0.3894\n", + "Epoch 15/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - accuracy: 0.8919 - loss: 0.2736 - val_accuracy: 0.8385 - val_loss: 0.3302\n", + "Epoch 16/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.8960 - loss: 0.2620 - val_accuracy: 0.8490 - val_loss: 0.3509\n", + "Epoch 17/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - accuracy: 0.9098 - loss: 0.2174 - val_accuracy: 0.8594 - val_loss: 0.3031\n", + "Epoch 18/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - accuracy: 0.8822 - loss: 0.2678 - val_accuracy: 0.8542 - val_loss: 0.3242\n", + "Epoch 19/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - accuracy: 0.9044 - loss: 0.2323 - val_accuracy: 0.8698 - val_loss: 0.2851\n", + "Epoch 20/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9397 - loss: 0.1698 - val_accuracy: 0.8698 - val_loss: 0.3179\n", + "Epoch 21/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - accuracy: 0.9012 - loss: 0.2349 - val_accuracy: 0.8438 - val_loss: 0.2910\n", + "Epoch 22/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9291 - loss: 0.1817 - val_accuracy: 0.8542 - val_loss: 0.3062\n", + "Epoch 23/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9611 - loss: 0.1484 - val_accuracy: 0.8698 - val_loss: 0.2995\n", + "Epoch 24/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9153 - loss: 0.1780 - val_accuracy: 0.8802 - val_loss: 0.2587\n", + "Epoch 25/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.9548 - loss: 0.1168 - val_accuracy: 0.8750 - val_loss: 0.2357\n", + "Epoch 26/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9542 - loss: 0.1381 - val_accuracy: 0.8906 - val_loss: 0.2501\n", + "Epoch 27/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9786 - loss: 0.0936 - val_accuracy: 0.8802 - val_loss: 0.2638\n", + "Epoch 28/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - accuracy: 0.9431 - loss: 0.1375 - val_accuracy: 0.8958 - val_loss: 0.2297\n", + "Epoch 29/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9594 - loss: 0.1063 - val_accuracy: 0.8958 - val_loss: 0.2342\n", + "Epoch 30/30\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9385 - loss: 0.1536 - val_accuracy: 0.8802 - val_loss: 0.2532\n" + ] + } + ], + "source": [ + "# 5. Fit the training data.\n", + "history = model.fit(X_train, y_train, batch_size=9, epochs=30, verbose=1, validation_data=(X_test, y_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m6/6\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.8676 - loss: 0.2843\n", + "Test Loss: 0.25319504737854004\n", + "Test Accuracy: 0.8802083134651184\n" + ] + } + ], + "source": [ + "# 5. Evaluate your neural network model with the test data.\n", + "test_loss, test_accuracy = model.evaluate(X_test, y_test)\n", + "\n", + "print(f\"Test Loss: {test_loss}\")\n", + "print(f\"Test Accuracy: {test_accuracy}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [], + "source": [ + "# 6. Save your model as `tic-tac-toe.model`.\n", + "model.save('tic-tac-toe.keras')" ] }, { @@ -78,11 +663,69 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 169, "metadata": {}, "outputs": [], "source": [ - "# your code here" + "# Load your saved model\n", + "from tensorflow.keras.models import load_model\n", + "\n", + "saved_model = load_model('tic-tac-toe.keras')" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 68ms/step\n", + "Actual Labels: [False True False True True]\n", + "Predicted Labels: [1 1 0 1 0]\n" + ] + } + ], + "source": [ + "# Make predictions on a few random rows in the test dataset\n", + "# Select a few random rows from the test dataset (e.g., 5 random rows)\n", + "random_indices = np.random.choice(X_test.shape[0], size=5, replace=False)\n", + "X_sample = X_test[random_indices]\n", + "y_sample = y_test.iloc[random_indices]\n", + "\n", + "# Make predictions\n", + "predictions = saved_model.predict(X_sample)\n", + "\n", + "# Convert predictions to class labels (argmax because of softmax)\n", + "predicted_labels = np.argmax(predictions, axis=1)\n", + "\n", + "# Print actual and predicted values\n", + "print(\"Actual Labels: \", y_sample.values)\n", + "print(\"Predicted Labels: \", predicted_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 331ms/step - accuracy: 0.6000 - loss: 0.4731\n", + "loss 0.4731330871582031\n", + "accuracy 0.6000000238418579\n" + ] + } + ], + "source": [ + "# Check if the predictions are correct.\n", + "loss, accuracy = saved_model.evaluate(X_sample, y_sample)\n", + "print('loss', loss)\n", + "print('accuracy', accuracy)" ] }, { @@ -104,11 +747,244 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 172, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 8ms/step - accuracy: 0.5816 - loss: 0.6826 - val_accuracy: 0.6510 - val_loss: 0.6383\n", + "Epoch 2/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.6604 - loss: 0.6442 - val_accuracy: 0.6510 - val_loss: 0.6235\n", + "Epoch 3/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.6208 - loss: 0.6480 - val_accuracy: 0.6510 - val_loss: 0.5973\n", + "Epoch 4/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.6637 - loss: 0.6037 - val_accuracy: 0.6510 - val_loss: 0.5741\n", + "Epoch 5/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.6600 - loss: 0.6154 - val_accuracy: 0.6771 - val_loss: 0.5583\n", + "Epoch 6/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.6816 - loss: 0.5612 - val_accuracy: 0.6562 - val_loss: 0.5072\n", + "Epoch 7/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.6800 - loss: 0.5473 - val_accuracy: 0.7708 - val_loss: 0.4999\n", + "Epoch 8/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.7580 - loss: 0.5240 - val_accuracy: 0.7604 - val_loss: 0.4601\n", + "Epoch 9/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.7255 - loss: 0.5271 - val_accuracy: 0.7135 - val_loss: 0.4771\n", + "Epoch 10/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.7342 - loss: 0.4815 - val_accuracy: 0.7812 - val_loss: 0.4333\n", + "Epoch 11/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - accuracy: 0.7528 - loss: 0.4621 - val_accuracy: 0.7708 - val_loss: 0.4376\n", + "Epoch 12/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.7994 - loss: 0.4296 - val_accuracy: 0.8021 - val_loss: 0.4083\n", + "Epoch 13/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - accuracy: 0.7849 - loss: 0.4439 - val_accuracy: 0.8073 - val_loss: 0.3832\n", + "Epoch 14/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - accuracy: 0.7953 - loss: 0.4187 - val_accuracy: 0.8073 - val_loss: 0.3859\n", + "Epoch 15/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.8322 - loss: 0.3750 - val_accuracy: 0.8125 - val_loss: 0.3638\n", + "Epoch 16/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.8043 - loss: 0.3721 - val_accuracy: 0.8385 - val_loss: 0.3596\n", + "Epoch 17/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - accuracy: 0.8114 - loss: 0.3998 - val_accuracy: 0.8229 - val_loss: 0.3638\n", + "Epoch 18/100\n", + 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val_accuracy: 0.9062 - val_loss: 0.2337\n", + "Epoch 68/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9546 - loss: 0.1178 - val_accuracy: 0.8698 - val_loss: 0.2690\n", + "Epoch 69/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9655 - loss: 0.1057 - val_accuracy: 0.8958 - val_loss: 0.2509\n", + "Epoch 70/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9635 - loss: 0.0959 - val_accuracy: 0.8958 - val_loss: 0.2366\n", + "Epoch 71/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9477 - loss: 0.1214 - val_accuracy: 0.8958 - val_loss: 0.2123\n", + "Epoch 72/100\n", + "\u001b[1m86/86\u001b[0m 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val_accuracy: 0.8646 - val_loss: 0.3698\n", + "Epoch 77/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9329 - loss: 0.1686 - val_accuracy: 0.9167 - val_loss: 0.2243\n", + "Epoch 78/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.9583 - loss: 0.1142 - val_accuracy: 0.9062 - val_loss: 0.2217\n", + "Epoch 79/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.9728 - loss: 0.0883 - val_accuracy: 0.9062 - val_loss: 0.2182\n", + "Epoch 80/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9659 - loss: 0.0913 - val_accuracy: 0.9167 - val_loss: 0.2229\n", + "Epoch 81/100\n", + "\u001b[1m86/86\u001b[0m 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val_accuracy: 0.9219 - val_loss: 0.2553\n", + "Epoch 86/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9580 - loss: 0.1126 - val_accuracy: 0.9062 - val_loss: 0.3227\n", + "Epoch 87/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9598 - loss: 0.0987 - val_accuracy: 0.9010 - val_loss: 0.2452\n", + "Epoch 88/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9620 - loss: 0.0850 - val_accuracy: 0.9219 - val_loss: 0.2315\n", + "Epoch 89/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.9803 - loss: 0.0634 - val_accuracy: 0.9115 - val_loss: 0.3050\n", + "Epoch 90/100\n", + "\u001b[1m86/86\u001b[0m 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val_accuracy: 0.9115 - val_loss: 0.2527\n", + "Epoch 95/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9741 - loss: 0.0714 - val_accuracy: 0.9271 - val_loss: 0.2617\n", + "Epoch 96/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9780 - loss: 0.0798 - val_accuracy: 0.9167 - val_loss: 0.2442\n", + "Epoch 97/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9683 - loss: 0.1002 - val_accuracy: 0.9271 - val_loss: 0.2622\n", + "Epoch 98/100\n", + "\u001b[1m86/86\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 0.9617 - loss: 0.0989 - val_accuracy: 0.8958 - val_loss: 0.2727\n", + "Epoch 99/100\n", + "\u001b[1m86/86\u001b[0m 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+ "improved_model.add(Dropout(0.2))\n", + "improved_model.add(Dense(16, activation='relu'))\n", + "improved_model.add(Dropout(0.2))\n", + "\n", + "improved_model.add(Dense(2, activation='softmax'))\n", + "\n", + "\n", + "improved_model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "\n", + "history = improved_model.fit(X_train, y_train, batch_size=9, epochs=100, verbose=1, validation_data=(X_test, y_test))\n", + "\n", + "test_loss, test_accuracy = improved_model.evaluate(X_test, y_test)\n", + "\n", + "print(f\"Test Loss: {test_loss}\")\n", + "print(f\"Test Accuracy: {test_accuracy}\")" ] }, { @@ -120,17 +996,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 173, "metadata": {}, "outputs": [], "source": [ - "# your answer here" + "# Neural network improves the performance" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "base", "language": "python", "name": "python3" 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