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CNN Enhancement #7

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22 changes: 18 additions & 4 deletions notebooks/Step3.Classifier-ANN-BaselineModel.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -24,12 +24,21 @@
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"start_time": "2023-05-16T09:34:13.261930Z",
"end_time": "2023-05-16T09:34:19.239236Z"
"start_time": "2023-05-16T19:25:36.839574Z",
"end_time": "2023-05-16T19:25:40.095227Z"
},
"collapsed": true
},
"outputs": [],
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TF version: 2.12.0\n",
"GPU is NOT AVAILABLE\n"
]
}
],
"source": [
"# Imports and environmental setups\n",
"\n",
Expand Down Expand Up @@ -60,7 +69,12 @@
"dir_test_dataset = '../data/test/'\n",
"dir_log = '../log/' + model_name\n",
"dir_models = '../models/'\n",
"path_model = dir_models + model_name"
"path_model = dir_models + model_name\n",
"\n",
"\n",
"# Environment information\n",
"print(\"TF version:\", tf.__version__)\n",
"print(\"GPU is\", \"available\" if tf.config.list_physical_devices('GPU') else \"NOT AVAILABLE\")"
]
},
{
Expand Down
202 changes: 121 additions & 81 deletions notebooks/Step4.Classifier-CNN.ipynb

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3 changes: 1 addition & 2 deletions project-statement.md
Original file line number Diff line number Diff line change
Expand Up @@ -27,7 +27,7 @@ The dataset for this project is available on [Kaggle](https://kaggle.com/dataset

## Requirements

- You are required to do the pre-processing step on the Flower dataset, including extracollection if necessary.
- You are required to do the pre-processing step on the Flower dataset, including extra collection if necessary.
- You must investigate at least one machine learning algorithms for each of the two tasks. That is, you must build at least one model capable of predicting the type of flower images, and at least one model capable of showing 10 similar images.
- You must submit two models (one for each task).
- You are not required to use separate type(s) of machine learning algorithms, however, a thorough investigation should consider different types of algorithms.
Expand All @@ -40,4 +40,3 @@ The dataset for this project is available on [Kaggle](https://kaggle.com/dataset

- Your independent evaluation is to research other works that have the same goals. Then you must compare and contrast your results to those other works.
- Using data collected completely outside the scope of your original training and evaluation.
-