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ClassifAI_ 5 - Feed-Forward NN
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ClassifAI_ 5 - Feed-Forward NN
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{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"ClassifAI: 5 - Feed-Forward NN","provenance":[{"file_id":"1cLMfgehH3xM0GAkW4x1-1Q2tb4nAuTpC","timestamp":1653951483055}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"3_Z_eI9qScxH"},"source":["#Convolutional Neural Networks!!\n","We will be moving forward with more complex images classifying different flower types. You have all the prerequsite knowledge to "]},{"cell_type":"code","metadata":{"id":"fLKkVx74Q2qR","executionInfo":{"status":"ok","timestamp":1660582761742,"user_tz":420,"elapsed":6188,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}}},"source":["import matplotlib.pyplot as plt\n","import numpy as np\n","import os\n","import PIL\n","import tensorflow as tf\n","\n","from tensorflow import keras\n","from tensorflow.keras import layers\n","from tensorflow.keras.models import Sequential\n"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"5ab_-dRORHor","executionInfo":{"status":"ok","timestamp":1660582770428,"user_tz":420,"elapsed":8696,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"1fc205ba-ac4e-4204-b958-38ad525803d9"},"source":["import pathlib\n","dataset_url = \"https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz\"\n","data_dir = tf.keras.utils.get_file('flower_photos', origin=dataset_url, untar=True)\n","data_dir = pathlib.Path(data_dir)"],"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading data from https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz\n","228818944/228813984 [==============================] - 5s 0us/step\n","228827136/228813984 [==============================] - 5s 0us/step\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":288},"id":"EjGRSb0qSudo","executionInfo":{"status":"ok","timestamp":1660582770429,"user_tz":420,"elapsed":16,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}},"outputId":"10e73339-8df5-4f8d-d66b-cdd9d3b19922"},"source":["roses = list(data_dir.glob('roses/*'))\n","PIL.Image.open(str(roses[0]))"],"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<PIL.JpegImagePlugin.JpegImageFile image mode=RGB 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\n"},"metadata":{},"execution_count":3}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":230},"id":"iRHdjhhQSwBj","executionInfo":{"status":"ok","timestamp":1660582770429,"user_tz":420,"elapsed":12,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}},"outputId":"696519ac-5175-4c74-c719-de7c9ae6278c"},"source":["tulips = list(data_dir.glob('tulips/*'))\n","PIL.Image.open(str(tulips[0]))"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=320x213 at 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\n"},"metadata":{},"execution_count":4}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2h4ShNmuRSvK","executionInfo":{"status":"ok","timestamp":1660582770669,"user_tz":420,"elapsed":248,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}},"outputId":"92a90092-36fa-497d-b501-615fa05d1427"},"source":["batch_size = 32\n","img_height = 180\n","img_width = 180\n","\n","train_ds = tf.keras.preprocessing.image_dataset_from_directory(\n"," data_dir,\n"," validation_split=0.2,\n"," subset=\"training\",\n"," seed=123,\n"," image_size=(img_height, img_width),\n"," batch_size=batch_size)"],"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["Found 3670 files belonging to 5 classes.\n","Using 2936 files for training.\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"g3wNOUCgRVuS","executionInfo":{"status":"ok","timestamp":1660582770670,"user_tz":420,"elapsed":12,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}},"outputId":"f15f4613-6896-4396-d948-9b39c6234cc8"},"source":["val_ds = tf.keras.preprocessing.image_dataset_from_directory(\n"," data_dir,\n"," validation_split=0.2,\n"," subset=\"validation\",\n"," seed=123,\n"," image_size=(img_height, img_width),\n"," batch_size=batch_size)"],"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["Found 3670 files belonging to 5 classes.\n","Using 734 files for validation.\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DBzTNQ-9RYNC","executionInfo":{"status":"ok","timestamp":1660582770671,"user_tz":420,"elapsed":10,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}},"outputId":"ce7b7b82-ef17-4979-9cdf-6462b60cb39c"},"source":["class_names = train_ds.class_names\n","class_names"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['daisy', 'dandelion', 'roses', 'sunflowers', 'tulips']"]},"metadata":{},"execution_count":7}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Hb7xAdw9Rfo2","executionInfo":{"status":"ok","timestamp":1660582775407,"user_tz":420,"elapsed":4743,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}},"outputId":"9dadf719-af39-4910-8905-4da170d18fb7"},"source":["AUTOTUNE = tf.data.AUTOTUNE\n","\n","train_ds = train_ds.cache().shuffle(1000).prefetch(buffer_size=AUTOTUNE)\n","val_ds = val_ds.cache().prefetch(buffer_size=AUTOTUNE)\n","\n","normalization_layer = layers.experimental.preprocessing.Rescaling(1./255)\n","\n","normalized_ds = train_ds.map(lambda x, y: (normalization_layer(x), y))\n","image_batch, labels_batch = next(iter(normalized_ds))\n","first_image = image_batch[0]\n","print(np.min(first_image), np.max(first_image))\n"],"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["0.0 0.9941211\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vTXWMTkjRlkO","outputId":"4cecc488-7658-4f89-f810-c5cff38efadc","executionInfo":{"status":"ok","timestamp":1660582895221,"user_tz":420,"elapsed":119828,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}}},"source":["model = keras.Sequential([\n"," keras.layers.Flatten(input_shape=(img_height, img_width, 3)), # input layer (1)\n"," keras.layers.Dense(256, activation= 'relu'), # Add more layers if you want!\n"," keras.layers.Dense(256, activation='relu'),\n"," keras.layers.Dense(5, activation= 'softmax')\n","])\n","model.compile(optimizer='adam',\n"," loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n"," metrics=['accuracy'])\n","\n","\n","history = model.fit(\n"," train_ds,\n"," validation_data=val_ds,\n"," epochs=7 #increase to your desires!\n",")"],"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/7\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py:1082: UserWarning: \"`sparse_categorical_crossentropy` received `from_logits=True`, but the `output` argument was produced by a sigmoid or softmax activation and thus does not represent logits. Was this intended?\"\n"," return dispatch_target(*args, **kwargs)\n"]},{"output_type":"stream","name":"stdout","text":["92/92 [==============================] - 14s 148ms/step - loss: 2136.7766 - accuracy: 0.3001 - val_loss: 1174.9974 - val_accuracy: 0.3297\n","Epoch 2/7\n","92/92 [==============================] - 13s 136ms/step - loss: 727.1837 - accuracy: 0.3740 - val_loss: 584.3171 - val_accuracy: 0.3025\n","Epoch 3/7\n","92/92 [==============================] - 12s 134ms/step - loss: 267.9469 - accuracy: 0.4428 - val_loss: 137.5713 - val_accuracy: 0.4619\n","Epoch 4/7\n","92/92 [==============================] - 12s 134ms/step - loss: 161.4523 - accuracy: 0.4734 - val_loss: 139.8942 - val_accuracy: 0.3815\n","Epoch 5/7\n","92/92 [==============================] - 12s 134ms/step - loss: 148.6388 - accuracy: 0.4523 - val_loss: 151.5611 - val_accuracy: 0.3828\n","Epoch 6/7\n","92/92 [==============================] - 12s 134ms/step - loss: 119.3910 - accuracy: 0.4407 - val_loss: 157.9703 - val_accuracy: 0.3447\n","Epoch 7/7\n","92/92 [==============================] - 12s 135ms/step - loss: 53.1885 - accuracy: 0.5266 - val_loss: 65.9998 - val_accuracy: 0.3270\n"]}]},{"cell_type":"code","metadata":{"id":"cV9-EFhBR4Wl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1660582896026,"user_tz":420,"elapsed":810,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}},"outputId":"be7aff6a-e330-4b57-9075-cd27a8ec778c"},"source":["test_loss, test_acc = model.evaluate(val_ds)"],"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["23/23 [==============================] - 1s 37ms/step - loss: 65.9998 - accuracy: 0.3270\n"]}]},{"cell_type":"code","source":[""],"metadata":{"id":"IKhIqnOrycaC"},"execution_count":null,"outputs":[]}]}