Attention based methods for Attribute Detection :• Studied various state-of-the-art methods for fine-grained classifcation focusing on diferent parts of the image.• Implemented Multi-Attention CNN architecture with custom loss layers for attention maps in Tensorfow.• The network can be used in a commercial solution for detecting fne-grained attributes in fashion/clothing.• Got an accuracy of 76% on CUB200 bird dataset after experimenting with various networks like VGG19 &… Show more Attention based methods for Attribute Detection :• Studied various state-of-the-art methods for fine-grained classifcation focusing on diferent parts of the image.• Implemented Multi-Attention CNN architecture with custom loss layers for attention maps in Tensorfow.• The network can be used in a commercial solution for detecting fne-grained attributes in fashion/clothing.• Got an accuracy of 76% on CUB200 bird dataset after experimenting with various networks like VGG19 & MobileNet.Awarded a Pre-Placement Ofer for the valuable contribution made in taking the project forward. Show less

Machine Learning Intern :• Studied about Collaborative Filtering to give product recommendations to the users and implemented it in Python.• Implemented Inventory Forecasting using anonymized data (of over 3 million users) on customer orders to predictwhich products user will buy again. Participated in the Instacart Market Basket Analysis competition held on Kaggle.• Used the XGBoost package for training and got mean-F1 score of 0.386. Ranked among top 20% on the… Show more Machine Learning Intern :• Studied about Collaborative Filtering to give product recommendations to the users and implemented it in Python.• Implemented Inventory Forecasting using anonymized data (of over 3 million users) on customer orders to predictwhich products user will buy again. Participated in the Instacart Market Basket Analysis competition held on Kaggle.• Used the XGBoost package for training and got mean-F1 score of 0.386. Ranked among top 20% on the leaderboard.Software Developer Intern :• Developed a mobile application using React Native for Android and iOS for connecting various sellers around Delhi.• Integrated Google Firebase with react-native-gifted-chat package to make a chat console for easy communicationbetween sellers and admin. The chat supports sending messages & images and stores them in the database Show less