https://github.com/mrpranavr/transfer_learning_food_vision_project
A deep learning model using Tensorflow that makes use of transfer learning and fine tuning to classify 101 different classes of Food types.
https://github.com/mrpranavr/transfer_learning_food_vision_project
tensorflow transfer-learning
Last synced: 2 months ago
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A deep learning model using Tensorflow that makes use of transfer learning and fine tuning to classify 101 different classes of Food types.
- Host: GitHub
- URL: https://github.com/mrpranavr/transfer_learning_food_vision_project
- Owner: mrpranavr
- Created: 2021-10-02T13:31:47.000Z (almost 5 years ago)
- Default Branch: main
- Last Pushed: 2021-10-02T14:30:55.000Z (almost 5 years ago)
- Last Synced: 2025-10-27T21:56:39.974Z (9 months ago)
- Topics: tensorflow, transfer-learning
- Language: Jupyter Notebook
- Homepage:
- Size: 517 KB
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
Transfer learning project - FOOD VISION
Use Transfer learning to create a Deep learning model using Tensorflow that is able to classify 101 different classes of food types
## What is Transfer Learning ?
Transfer Learning is a type of machine learning problem that used the knowledge gained while solving one problem and using it to solve another related problem.
In this project we made use of **EfficientNetB0** CNN model that is already trained using the **ImageNet** dataset. We also make use of another method called **Fine Tuning** to tune our efficientNet model in order to **try** to improve our model to predict the food types more accurately.
## 101 Food Classes !
The model is able to predict the below given 101 classes of food :
['apple_pie',
'baby_back_ribs',
'baklava',
'beef_carpaccio',
'beef_tartare',
'beet_salad',
'beignets',
'bibimbap',
'bread_pudding',
'breakfast_burrito',
'bruschetta',
'caesar_salad',
'cannoli',
'caprese_salad',
'carrot_cake',
'ceviche',
'cheesecake',
'cheese_plate',
'chicken_curry',
'chicken_quesadilla',
'chicken_wings',
'chocolate_cake',
'chocolate_mousse',
'churros',
'clam_chowder',
'club_sandwich',
'crab_cakes',
'creme_brulee',
'croque_madame',
'cup_cakes',
'deviled_eggs',
'donuts',
'dumplings',
'edamame',
'eggs_benedict',
'escargots',
'falafel',
'filet_mignon',
'fish_and_chips',
'foie_gras',
'french_fries',
'french_onion_soup',
'french_toast',
'fried_calamari',
'fried_rice',
'frozen_yogurt',
'garlic_bread',
'gnocchi',
'greek_salad',
'grilled_cheese_sandwich',
'grilled_salmon',
'guacamole',
'gyoza',
'hamburger',
'hot_and_sour_soup',
'hot_dog',
'huevos_rancheros',
'hummus',
'ice_cream',
'lasagna',
'lobster_bisque',
'lobster_roll_sandwich',
'macaroni_and_cheese',
'macarons',
'miso_soup',
'mussels',
'nachos',
'omelette',
'onion_rings',
'oysters',
'pad_thai',
'paella',
'pancakes',
'panna_cotta',
'peking_duck',
'pho',
'pizza',
'pork_chop',
'poutine',
'prime_rib',
'pulled_pork_sandwich',
'ramen',
'ravioli',
'red_velvet_cake',
'risotto',
'samosa',
'sashimi',
'scallops',
'seaweed_salad',
'shrimp_and_grits',
'spaghetti_bolognese',
'spaghetti_carbonara',
'spring_rolls',
'steak',
'strawberry_shortcake',
'sushi',
'tacos',
'takoyaki',
'tiramisu',
'tuna_tartare',
'waffles']