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Moloco India's Siddharth Jhawar on unlocking the potential of ML in Indian advertising

Moloco India's Siddharth Jhawar on unlocking the potential of ML in Indian advertising
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United States , Siddharth Jhawar , Bain Co , Ernst Young , Neural Networks Dnns , General Manager , Moloco India , Machine Learning , Big Tech , Return On Advertising Spend , North Star , Media Partners , With Moloco , Deep Neural Networks , Average Revenue Per User , Lifetime Value , Customer Acquisition Cost , Indian Ad Tech ,

"Domain Generalization by Learning and Removing Domain-specific Feature" by Yu Ding, Lei Wang et al.

Deep Neural Networks (DNNs) suffer from domain shift when the test dataset follows a distribution different from the training dataset. Domain generalization aims to tackle this issue by learning a model that can generalize to unseen domains. In this paper, we propose a new approach that aims to explicitly remove domain-specific features for domain generalization. Following this approach, we propose a novel framework called Learning and Removing Domain-specific features for Generalization (LRDG) that learns a domain-invariant model by tactically removing domain-specific features from the input images. Specifically, we design a classifier to effectively learn the domain-specific features for each source domain, respectively. We then develop an encoder-decoder network to map each input image into a new image space where the learned domain-specific features are removed. With the images output by the encoder-decoder network, another classifier is designed to learn the domain-invariant featu ....

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