diff --git "a/src/TrashSort_Training_Notebook.ipynb" "b/src/TrashSort_Training_Notebook.ipynb" --- "a/src/TrashSort_Training_Notebook.ipynb" +++ "b/src/TrashSort_Training_Notebook.ipynb" @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 8, + "execution_count": 1, "id": "ac80a687", "metadata": {}, "outputs": [], @@ -17,12 +17,12 @@ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", - "import os" + "import os\n" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "id": "e45a6baa", "metadata": {}, "outputs": [], @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "id": "957a1e3e", "metadata": {}, "outputs": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "id": "2213192b", "metadata": {}, "outputs": [ @@ -104,10 +104,18 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "id": "7a66c30c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AttributeError: module 'ml_dtypes' has no attribute 'float4_e2m1fn'\n" + ] + } + ], "source": [ "# Build model using MobileNetV2\n", "base_model = MobileNetV2(weights='imagenet', include_top=False, input_shape=(IMG_SIZE, IMG_SIZE, 3))\n", @@ -124,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "id": "8c4c5d15", "metadata": {}, "outputs": [ @@ -132,7 +140,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\Users\\Cherilyn\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\keras\\src\\trainers\\data_adapters\\py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n", + "c:\\Users\\Cherilyn\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\keras\\src\\trainers\\data_adapters\\py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n", " self._warn_if_super_not_called()\n" ] }, @@ -141,35 +149,35 @@ "output_type": "stream", "text": [ "Epoch 1/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 562ms/step - accuracy: 0.3658 - loss: 1.6455 - val_accuracy: 0.6303 - val_loss: 0.9275\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 331ms/step - accuracy: 0.4190 - loss: 1.5131 - val_accuracy: 0.6471 - val_loss: 0.9059\n", "Epoch 2/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 272ms/step - accuracy: 0.6936 - loss: 0.7798 - val_accuracy: 0.6765 - val_loss: 0.8273\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 285ms/step - accuracy: 0.7037 - loss: 0.7874 - val_accuracy: 0.6849 - val_loss: 0.8123\n", "Epoch 3/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 273ms/step - accuracy: 0.7771 - loss: 0.6054 - val_accuracy: 0.7290 - val_loss: 0.7569\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 306ms/step - accuracy: 0.7438 - loss: 0.6373 - val_accuracy: 0.7290 - val_loss: 0.7049\n", "Epoch 4/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 269ms/step - accuracy: 0.8023 - loss: 0.5575 - val_accuracy: 0.7059 - val_loss: 0.7802\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 375ms/step - accuracy: 0.7903 - loss: 0.5633 - val_accuracy: 0.7311 - val_loss: 0.7072\n", "Epoch 5/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 272ms/step - accuracy: 0.8167 - loss: 0.4857 - val_accuracy: 0.7290 - val_loss: 0.7199\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 367ms/step - accuracy: 0.8171 - loss: 0.4796 - val_accuracy: 0.7395 - val_loss: 0.6687\n", "Epoch 6/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 270ms/step - accuracy: 0.8273 - loss: 0.4506 - val_accuracy: 0.7626 - val_loss: 0.6881\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 303ms/step - accuracy: 0.8351 - loss: 0.4439 - val_accuracy: 0.7458 - val_loss: 0.6819\n", "Epoch 7/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 269ms/step - accuracy: 0.8527 - loss: 0.3887 - val_accuracy: 0.7332 - val_loss: 0.7583\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 357ms/step - accuracy: 0.8358 - loss: 0.4349 - val_accuracy: 0.7542 - val_loss: 0.7027\n", "Epoch 8/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 271ms/step - accuracy: 0.8408 - loss: 0.4061 - val_accuracy: 0.7437 - val_loss: 0.7043\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 335ms/step - accuracy: 0.8482 - loss: 0.4211 - val_accuracy: 0.7731 - val_loss: 0.6575\n", "Epoch 9/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 272ms/step - accuracy: 0.8605 - loss: 0.3765 - val_accuracy: 0.7479 - val_loss: 0.7031\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 357ms/step - accuracy: 0.8607 - loss: 0.4064 - val_accuracy: 0.7416 - val_loss: 0.7120\n", "Epoch 10/15\n", - "\u001b[1m60/60\u001b[0m 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0.6822\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 331ms/step - accuracy: 0.8711 - loss: 0.3419 - val_accuracy: 0.7626 - val_loss: 0.6785\n", "Epoch 13/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 271ms/step - accuracy: 0.8866 - loss: 0.3294 - val_accuracy: 0.7479 - val_loss: 0.6629\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 357ms/step - accuracy: 0.8709 - loss: 0.3318 - val_accuracy: 0.7710 - val_loss: 0.6565\n", "Epoch 14/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 277ms/step - accuracy: 0.8790 - loss: 0.3133 - val_accuracy: 0.7647 - val_loss: 0.6745\n", + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 348ms/step - accuracy: 0.8790 - loss: 0.3214 - val_accuracy: 0.7374 - val_loss: 0.7105\n", "Epoch 15/15\n", - "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 272ms/step - accuracy: 0.9020 - loss: 0.2824 - val_accuracy: 0.7626 - val_loss: 0.7227\n" + "\u001b[1m60/60\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 324ms/step - accuracy: 0.8875 - loss: 0.3023 - val_accuracy: 0.7311 - val_loss: 0.7408\n" ] } ], @@ -184,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "id": "c16f29c9", "metadata": {}, "outputs": [ @@ -204,13 +212,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 8, "id": "241fc8ea", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -241,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "id": "c021009a", "metadata": {}, "outputs": [ @@ -249,12 +257,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m15/15\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 284ms/step\n" + "\u001b[1m15/15\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 266ms/step\n" ] }, { "data": { - "image/png": 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", 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" ] @@ -283,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "id": "4a2c4514", "metadata": {}, "outputs": [ @@ -293,15 +301,15 @@ "text": [ " precision recall f1-score support\n", "\n", - " cardboard 0.95 0.66 0.78 80\n", - " glass 0.69 0.68 0.68 100\n", - " metal 0.73 0.74 0.74 82\n", - " paper 0.72 0.95 0.82 118\n", - " plastic 0.77 0.67 0.72 96\n", + " cardboard 0.96 0.65 0.78 80\n", + " glass 0.62 0.80 0.70 100\n", + " metal 0.78 0.73 0.75 82\n", + " paper 0.71 0.92 0.80 118\n", + " plastic 0.77 0.50 0.61 96\n", "\n", - " accuracy 0.75 476\n", - " macro avg 0.77 0.74 0.75 476\n", - "weighted avg 0.76 0.75 0.75 476\n", + " accuracy 0.73 476\n", + " macro avg 0.77 0.72 0.73 476\n", + "weighted avg 0.76 0.73 0.73 476\n", "\n" ] } @@ -328,7 +336,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.2" + "version": "3.10.0" } }, "nbformat": 4,