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Links Category: Machine Learning

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“Un”Fair Machine Learning Algorithms

Machine Learning algorithms are becoming widely deployed in real world decision-making. Ensuring fairness in algorithmic decision-making is a crucial policy …

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Machine Learning Model Governance

Machine learning (ML) models need governance just like other models, only more so. This is particularly true of ML models designed to improve automatically …

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Combining Supervised and Unsupervised Machine Learning

Executive Summary. Darktrace is a research and development-led company that first applied unsupervised machine learning to the challenge of detecting …

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Xilinx Machine Learning Strategies For Edge

NIPS 2015: Top conference in neural information processing. FPGA 2016 & 2017: Top academic conference in FPGA. ICLR 2016 : Top academic conference in …

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Machine Learning Systems are Stuck in a Rut – ACM Digital …

Abstract. In this paper we argue that systems for numerical com- puting are stuck in a local basin of performance and programmability.

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The Seven Tools of Causal Inference with Reflections on …

The dramatic success in machine learning has led to an explosion of. AI applications and increasing expectations for autonomous systems.

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Machine Learning for Databases – VLDB Endowment

ABSTRACT. Machine learning techniques have been proposed to optimize the databases. For example, traditional empirical database optimiza-.

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Machine Learning Moves to the Edge – The Linley Group

Embedded systems at the edge of the network are at the beginning of a revolution. These devices will increasingly use machine learning (ML) to deliver new …

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A Brief Survey of Machine Learning Methods and their Sensor …

Abstract—This paper provides a brief survey of the basic concepts and algorithms used for Machine Learning and its applications. We begin with a broader …

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Soul and Machine (Learning) – Harvard Business School

Business, Harvard Business School, MIT Sloan School of Management, Duke Fuqua School of Business, CMU. Tepper School of Business, Independent, …

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