{ "model_type": "resnet50", "model_name": "my_resnet_model", "description": "A custom ResNet-50 based model for image classification", "data": { "input_shape": [250, 250, 3], "num_classes": 30, "data_augmentation": true }, "class_names": { "0": "Alpinia Galanga (Rasna)", "1": "Amaranthus Viridis (Arive-Dantu)", "2": "Artocarpus Heterophyllus (Jackfruit)", "3": "Azadirachta Indica (Neem)", "4": "Basella Alba (Basale)", "5": "Brassica Juncea (Indian Mustard)", "6": "Carissa Carandas (Karanda)", "7": "Citrus Limon (Lemon)", "8": "Ficus Auriculata (Roxburgh fig)", "9": "Ficus Religiosa (Peepal Tree)", "10": "Hibiscus Rosa-sinensis", "11": "Jasminum (Jasmine)", "12": "Mangifera Indica (Mango)", "13": "Mentha (Mint)", "14": "Moringa Oleifera (Drumstick)", "15": "Muntingia Calabura (Jamaica Cherry-Gasagase)", "16": "Murraya Koenigii (Curry)", "17": "Nerium Oleander (Oleander)", "18": "Nyctanthes Arbor-tristis (Parijata)", "19": "Ocimum Tenuiflorum (Tulsi)", "20": "Piper Betle (Betel)", "21": "Plectranthus Amboinicus (Mexican Mint)", "22": "Pongamia Pinnata (Indian Beech)", "23": "Psidium Guajava (Guava)", "24": "Punica Granatum (Pomegranate)", "25": "Santalum Album (Sandalwood)", "26": "Syzygium Cumini (Jamun)", "27": "Syzygium Jambos (Rose Apple)", "28": "Tabernaemontana Divaricata (Crape Jasmine)", "29": "Trigonella Foenum-graecum (Fenugreek)" }, "architecture": { "base_model": "ResNet50", "include_top": false, "weights": "imagenet", "trainable": false }, "layers": { "global_average_pooling": true, "dropout_rate": 0.2, "dense_units": 512 }, "training": { "optimizer": { "optimizer_type": "Adam", "learning_rate": 0.0001, "weight_decay": 1e-4 }, "loss_function": "SparseCategoricalCrossentropy", "metrics": ["accuracy"], "num_epochs": 25, "batch_size": 32 }, "from_tf": True }