Adversarial Machine Learning Bo Li, Dawn Song, Yevgeniy Vorobeychik Machine learning has seen a remarkable rate of adoption in recent years across a broad spectrum of industries and applications. In response to these concerns, there is an emerging literature on adversarial machine learning, which spans both the analysis of vulnerabilities in machine learning, and algorithmic techniques which yield more robust learning. This tutorial will survey a broad array of these issues and techniques from both cybersecurity and machine learning research areas. In particular, we consider problems of adversarial classifier evasion, where the attacker changes behavior to escape being detected, and poisoning, where training data itself is corrupted. We discuss both evasion and poisoning attacks, first on classifiers, and then on other learning paradigms, and the associated defensive techniques. We then consider specialized techniques for both attacking and defending neural network, particularly focusing on deep learning techniques and their vulnerabilities to adversarially crafted instances. Her research interest lies in adversarial deep learning, security, privacy, and game theory.
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The high court continued to be at Allahabad, but a bench was established at Lucknow. Allahabad continues to be an important administrative base of today’s Uttar Pradesh and has several administrative headquarters. The All India Kisan Sabha AIKS was formed at the Lucknow session of the Congress on 11 April , with the famous nationalist Swami Sahajanand Saraswati elected as its first President,  in order to address the longstanding grievances of the peasantry and mobilise them against the zamindari landlords attacks on their occupancy rights, thus sparking the Farmers movements in India.
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It is situated on the northern spout of India and shares an international boundary with Nepal. The Himalayas border the state on the north,  but the plains that cover most of the state are distinctly different from those high mountains. The Bhabhar tract gives place to the terai area which is covered with tall elephant grass and thick forests interspersed with marshes and swamps. The terai runs parallel to the bhabhar in a thin strip. The entire alluvial plain is divided into three sub-regions.
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Etymology[ edit ] “Lucknow” is the anglicised spelling of the local pronunciation “Lakhnau”. According to one legend, the city is named after Lakshmana , a hero of the ancient Hindu epic Ramayana. The legend states that Lakshmana had a palace or an estate in the area, which was called Lakshmanapuri Sanskrit:
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