The repo of 120 Dog Breed Classification Deep Learning Project for Aygaz Deep Learning Bootcamp.
This notebook is made for the Global AI Hub Aygaz Deep Learning Bootcamp Project and is made by Lokman Efe. The project is about predicting dog breeds.
Link for the dataset: https://www.kaggle.com/competitions/dog-breed-identification/data
In this project, our objective is to create an efficient deep learning model for classifying dog breeds using the Dog Breed Identification dataset. The quality and quantity of data we gather will significantly impact the accuracy and robustness of our predictive model. To ensure a successful outcome, we will conduct a thorough analysis of the dataset, employing preprocessing techniques to enhance the data quality before building and evaluating our models.
You are provided with a training set and a test set of images of dogs. Each image has a filename that is its unique id. The dataset comprises 120 breeds of dogs. The goal of the competition is to create a classifier capable of determining a dog's breed from a photo. The list of breeds is as follows:
- affenpinscher
- afghan_hound
- african_hunting_dog
- airedale
- american_staffordshire_terrier
- appenzeller
- australian_terrier
- basenji
- basset
- beagle
- bedlington_terrier
- bernese_mountain_dog
- black-and-tan_coonhound
- blenheim_spaniel
- bloodhound
- bluetick
- border_collie
- border_terrier
- borzoi
- boston_bull
- bouvier_des_flandres
- boxer
- brabancon_griffon
- briard
- brittany_spaniel
- bull_mastiff
- cairn
- cardigan
- chesapeake_bay_retriever
- chihuahua
- chow
- clumber
- cocker_spaniel
- collie
- curly-coated_retriever
- dandie_dinmont
- dhole
- dingo
- doberman
- english_foxhound
- english_setter
- english_springer
- entlebucher
- eskimo_dog
- flat-coated_retriever
- french_bulldog
- german_shepherd
- german_short-haired_pointer
- giant_schnauzer
- golden_retriever
- gordon_setter
- great_dane
- great_pyrenees
- greater_swiss_mountain_dog
- groenendael
- ibizan_hound
- irish_setter
- irish_terrier
- irish_water_spaniel
- irish_wolfhound
- italian_greyhound
- japanese_spaniel
- keeshond
- kelpie
- kerry_blue_terrier
- komondor
- kuvasz
- labrador_retriever
- lakeland_terrier
- leonberg
- lhasa
- malamute
- malinois
- maltese_dog
- mexican_hairless
- miniature_pinscher
- miniature_poodle
- miniature_schnauzer
- newfoundland
- norfolk_terrier
- norwegian_elkhound
- norwich_terrier
- old_english_sheepdog
- otterhound
- papillon
- pekinese
- pembroke
- pomeranian
- pug
- redbone
- rhodesian_ridgeback
- rottweiler
- saint_bernard
- saluki
- samoyed
- schipperke
- scotch_terrier
- scottish_deerhound
- sealyham_terrier
- shetland_sheepdog
- shih-tzu
- siberian_husky
- silky_terrier
- soft-coated_wheaten_terrier
- staffordshire_bullterrier
- standard_poodle
- standard_schnauzer
- sussex_spaniel
- tibetan_mastiff
- tibetan_terrier
- toy_poodle
- toy_terrier
- vizsla
- walker_hound
- weimaraner
- welsh_springer_spaniel
- west_highland_white_terrier
- whippet
- wire-haired_fox_terrier
- yorkshire_terrier