Developed a search interface to display food recipes based on the ingredients inserted by a user. Analyzed multiple NTLK method outcomes for preprocessing the dataset:https://www.kaggle.com/shuyangli94/food-com-recipes-and-user-interactions. Programmed TF-IDF from scratch on 180K+ recipes and stored the data in ".pkl" format for rendering search results in 0.2 seconds.
A dynamic pie chart interface categorizes the cuisine based on recipes or ingredients entered by a user. Calculated various NLTK method outcomes for preprocessing the dataset https://www.kaggle.com/shuyangli94/food-com-recipes-and-user-interactions. Implemented Multinomial Naive Bayes algorithm from scratch and achieved 80% accuracy.