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Added Mike's CNN #2

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May 16, 2023
Merged

Added Mike's CNN #2

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90c8d59
Using RMSprop
miketvo May 15, 2023
3ef8202
Made results reproducible
miketvo May 16, 2023
b5626e7
Update Project structure
miketvo May 16, 2023
a174773
Update Step4.Classifier-CNN.ipynb to use GlobalMaxPool2D
miketvo May 16, 2023
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24 changes: 23 additions & 1 deletion README.md
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Expand Up @@ -88,8 +88,30 @@ The dataset for this project is available on [Kaggle](https://kaggle.com/dataset
```bash
kaggle datasets download -d miketvo/rmit-flowers -p ./data/raw/ --unzip
```

The resulting folder structure should look like this:

```
.
├── data/
│ └── raw/
│ ├── Baby/
│ ├── Calimerio/
│ ├── Chrysanthemum/
│ ...
│ └── Tana/
│
...
```

where each folder corresponds to a flower class, and contains images of only that class.

4. Setup for training and testing: Run [notebooks/Step2.DataPrep.ipynb](./notebooks/Step2.DataPrep.ipynb). This will clean, process, and split the raw dataset and the resulting train and test set into `data/train` and `data/test`, respectively. Clean these folders before you run this notebook:

4. Setup for training and testing: Run [notebooks/Step2.DataPrep.ipynb](./notebooks/Step2.DataPrep.ipynb). This will clean, process, and split the raw dataset and the resulting train and test set into `data/train` and `data/test`, respectively.
```bash
rmdir -r ./data/train
rmdir -r ./data/test
```


### Training
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45 changes: 25 additions & 20 deletions notebooks/Step1.EDA.ipynb
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Expand Up @@ -38,15 +38,20 @@
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"# Imports and environmental setups\n",
"\n",
"import os, sys\n",
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"if module_path not in sys.path:\n",
" sys.path.append(module_path)\n",
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"import matplotlib.pyplot as plt\n",
"import imagehash\n",
"from PIL import Image\n",
Expand Down Expand Up @@ -77,8 +82,8 @@
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Expand All @@ -115,8 +120,8 @@
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Expand Down Expand Up @@ -209,8 +214,8 @@
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Expand Down Expand Up @@ -341,8 +346,8 @@
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89 changes: 47 additions & 42 deletions notebooks/Step2.DataPrep.ipynb
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Expand Up @@ -25,14 +25,19 @@
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"import math\n",
"import random\n",
Expand Down Expand Up @@ -71,8 +76,8 @@
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Expand Down Expand Up @@ -110,8 +115,8 @@
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Expand Down Expand Up @@ -143,8 +148,8 @@
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Expand Down Expand Up @@ -369,8 +374,8 @@
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Expand Down Expand Up @@ -454,8 +459,8 @@
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Expand Down Expand Up @@ -483,8 +488,8 @@
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Expand Down Expand Up @@ -668,8 +673,8 @@
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