DeepFoodie

Deep Learning Systems Project Files

Guidelines to create all dataset files

• each dataset image in different directory with naming convention: dataset_{id}_images

• each dataset csv a different csv with columns: = ['Title','Instructions','Image_Name','Cleaned_Ingredients','dataset','id']

• each csv name: cleaned_dataset_{id}.csv

• dataset URL: https://www.kaggle.com/alphadraco/deepfoodie

Description of each column

• Title: lower cased, no special characters
• Instructions: lower cased, no word numbers
• Cleaned_Ingredients: only words no numbers, probably from a many to one dictionary

model architectures to try out

• Resnet50, EfficientNet
• Different embeddings: Glove, embeddings from food datasets, 1M+ embeddings
• Prediction Ranker