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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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Delhi, India’s capital, is a metropolitan area. In Delhi, a neighborhood dating to the s, stands the imposing Mughal-era Red Fort, a symbol of India, and the sprawling Jama Masjid.

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The creators of restaurant chain FeD in Cardiff, Sachin and Sal Bajpai, bring you 18 fast facts that may surprise you — and a delicious rogan josh recipe. Rather, there is a huge diversity of curry dishes, each with their own regional characteristics. Red chillies are common in curry 2. Indian food is incredibly diverse, with each of the 28 regions having its own particular ingredients, spices and cooking methods. In the north, the cuisine is less spicy, and commonly features red and green chillies, saffron, ghee or clarified butter and yoghurt.

Black pepper, tamarind and coconut are widely used in the hotter dishes of the south. Mustard is a common ingredient in eastern cooking, and fish dishes are also more popular here. Western India, meanwhile, is a cosmopolitan region, with a little of everything on offer.

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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, [52] 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.

Ballia became known as “Baghi Ballia” Rebel Ballia for this significant role in India’s independence movement. Despite its political influence since ancient times, its poor record in economic development and administration, poor governance, organised crime and corruption have kept it amongst India’s backward states. The state has been affected by repeated episodes of caste and communal violence.

It is situated on the northern spout of India and shares an international boundary with Nepal. The Himalayas border the state on the north, [61] 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.

These districts have the highest density of population which gives the lowest per capita land.

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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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