{"id":18658183,"url":"https://github.com/mrpranavr/transfer_learning_food_vision_project","last_synced_at":"2026-05-14T20:05:57.290Z","repository":{"id":209316811,"uuid":"412805157","full_name":"mrpranavr/Transfer_learning_Food_vision_project","owner":"mrpranavr","description":"A deep learning model using Tensorflow that makes use of transfer learning and fine tuning to classify 101 different classes of Food types.","archived":false,"fork":false,"pushed_at":"2021-10-02T14:30:55.000Z","size":529,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-10-27T21:56:39.974Z","etag":null,"topics":["tensorflow","transfer-learning"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mrpranavr.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2021-10-02T13:31:47.000Z","updated_at":"2022-06-23T05:27:24.000Z","dependencies_parsed_at":"2023-11-26T16:49:26.576Z","dependency_job_id":null,"html_url":"https://github.com/mrpranavr/Transfer_learning_Food_vision_project","commit_stats":null,"previous_names":["mrpranavr/transfer_learning_food_vision_project"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/mrpranavr/Transfer_learning_Food_vision_project","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mrpranavr%2FTransfer_learning_Food_vision_project","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mrpranavr%2FTransfer_learning_Food_vision_project/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mrpranavr%2FTransfer_learning_Food_vision_project/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mrpranavr%2FTransfer_learning_Food_vision_project/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mrpranavr","download_url":"https://codeload.github.com/mrpranavr/Transfer_learning_Food_vision_project/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mrpranavr%2FTransfer_learning_Food_vision_project/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33041248,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-13T13:14:54.681Z","status":"online","status_checked_at":"2026-05-14T02:00:06.663Z","response_time":57,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["tensorflow","transfer-learning"],"created_at":"2024-11-07T07:31:53.515Z","updated_at":"2026-05-14T20:05:57.268Z","avatar_url":"https://github.com/mrpranavr.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003chead\u003e\n\u003ch1 align=\"center\"\u003e\u003cb\u003eTransfer learning project - FOOD VISION\u003c/b\u003e\u003c/h1\u003e\u003cbr\u003e\n\u003c/head\u003e\n\u003cp align= \"center\"\u003e\n  Use Transfer learning to create a Deep learning model using \u003cb\u003eTensorflow\u003c/b\u003e that is able to classify 101 different classes of food types\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"https://user-images.githubusercontent.com/88646272/135720049-8383e289-9f6a-456b-ab25-fce7a322c712.jpeg\" width=50% height=50%\u003e\n\u003c/p\u003e\n\n\n## What is Transfer Learning ?\nTransfer 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.\n\nIn 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.\n\n## 101 Food Classes !\nThe model is able to predict the below given 101 classes of food :\n\n['apple_pie',\n 'baby_back_ribs',\n 'baklava',\n 'beef_carpaccio',\n 'beef_tartare',\n 'beet_salad',\n 'beignets',\n 'bibimbap',\n 'bread_pudding',\n 'breakfast_burrito',\n 'bruschetta',\n 'caesar_salad',\n 'cannoli',\n 'caprese_salad',\n 'carrot_cake',\n 'ceviche',\n 'cheesecake',\n 'cheese_plate',\n 'chicken_curry',\n 'chicken_quesadilla',\n 'chicken_wings',\n 'chocolate_cake',\n 'chocolate_mousse',\n 'churros',\n 'clam_chowder',\n 'club_sandwich',\n 'crab_cakes',\n 'creme_brulee',\n 'croque_madame',\n 'cup_cakes',\n 'deviled_eggs',\n 'donuts',\n 'dumplings',\n 'edamame',\n 'eggs_benedict',\n 'escargots',\n 'falafel',\n 'filet_mignon',\n 'fish_and_chips',\n 'foie_gras',\n 'french_fries',\n 'french_onion_soup',\n 'french_toast',\n 'fried_calamari',\n 'fried_rice',\n 'frozen_yogurt',\n 'garlic_bread',\n 'gnocchi',\n 'greek_salad',\n 'grilled_cheese_sandwich',\n 'grilled_salmon',\n 'guacamole',\n 'gyoza',\n 'hamburger',\n 'hot_and_sour_soup',\n 'hot_dog',\n 'huevos_rancheros',\n 'hummus',\n 'ice_cream',\n 'lasagna',\n 'lobster_bisque',\n 'lobster_roll_sandwich',\n 'macaroni_and_cheese',\n 'macarons',\n 'miso_soup',\n 'mussels',\n 'nachos',\n 'omelette',\n 'onion_rings',\n 'oysters',\n 'pad_thai',\n 'paella',\n 'pancakes',\n 'panna_cotta',\n 'peking_duck',\n 'pho',\n 'pizza',\n 'pork_chop',\n 'poutine',\n 'prime_rib',\n 'pulled_pork_sandwich',\n 'ramen',\n 'ravioli',\n 'red_velvet_cake',\n 'risotto',\n 'samosa',\n 'sashimi',\n 'scallops',\n 'seaweed_salad',\n 'shrimp_and_grits',\n 'spaghetti_bolognese',\n 'spaghetti_carbonara',\n 'spring_rolls',\n 'steak',\n 'strawberry_shortcake',\n 'sushi',\n 'tacos',\n 'takoyaki',\n 'tiramisu',\n 'tuna_tartare',\n 'waffles']\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmrpranavr%2Ftransfer_learning_food_vision_project","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmrpranavr%2Ftransfer_learning_food_vision_project","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmrpranavr%2Ftransfer_learning_food_vision_project/lists"}