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Deep-Learning Based Recommendation Systems — Learning AI

Deep Learning (DL) has had immense success over the past few years in areas such as computer vision and speech recognition. Recently, DL techniques have also been used to enhance the performance of Recommender Systems (RS). Most major websites and services are using RS…
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Posted by Abacus.AI
March 31, 2020
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InsightTutorial

Experience the magic of Generative Adversarial Networks

In this post, we discuss the details behind our GAN demo at RealityEngines.AI. Generative adversarial networks (GANs) are viewed by many as the most exciting deep learning development of the last decade, with many applications including data augmentation, image generation…
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Posted by Abacus.AI
January 28, 2020
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ResearchTutorial

DECO: Debiasing through Compositional Optimization of Machine Learning Models

In the last decade or so, there has been a growing number of applications of machine learning in domains that have a significant and direct impact on human life. In these domains, it is common to find that machine learning models end up learning societal biases and…
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Posted by Abacus.AI
December 16, 2019
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Research

BANANAS: A new method for neural architecture search

In this post, we discuss a new state-of-the-art algorithm for neural architecture search. Arxiv paper:https://arxiv.org/abs/1910.11858 Source code:https://www.github.com/naszilla/bananas Image source…
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Posted by Abacus.AI
October 28, 2019
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Tutorial

Natural Language Processing — An Overview of Key Algorithms and Their Evolution

I. Rules and progression to machine learning including probabilistic modeling (Naïve Bayes and Conditional Random Fields) The field of Natural Language processing has come a long way thanks to the contributions of many people in its advancement. To fully appreciate…
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Posted by Abacus.AI
September 25, 2019
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