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Kursen ger en introduktion till statistisk analys av text. Du kommer att studera både metoder som bygger på både klassiska statistiska ansatser (inklusive Bayesianska modeller) och moderna ansatser som djupinlärning (recurrent neural networks). Ämnen som behandlas är bl.a. Olika sätt att representera text så att informationen går att analysera på ett statistiskt vis Tekniker för att klassifiThe course provides an introduction to statistical analysis of text. You will study both methods based on classic statistical approaches (including Bayesian models) and modern approaches such as deep learning (recurrent neural networks). Topics covered include Different ways to represent text to facilitate statistical analysis Techniques for classification fo text Text clustering Techniq

Maskininlärning handlar om statistiska prediktioner som förbättras genom erfarenhet; modellen lär och anpassar sig allt eftersom nya data blir tillgängliga. Exempelvis priset som en matvarubutik kan ta ut av en leverantör för en annons beror på hur bra den är på att hitta de kunder som är benägna att köpa leverantörens produkter. På samma sätt är det pris som Google kan ta ut för en annonslänk dirMachine learning refers to statistical model predictions that that improve through experience; as new data arrive, the model learns and adapts. For instance, the price that the supermarket can charge for advertisements depends critically on its ability to learn from the data which customers that are likely prospects for a particular supplier’s product. Similarly, the price that Google can charge f

I denna kurs får du lära dig maskininlärningsmetoder som är relevanta för tillämpningar inom företags- och nationalekonomi. Kursen utgör en fortsättning på STAN51 Maskininlärning ur ett regressionsperspektiv. Några av delmomenten i kursen är bootstrapmetoder, ensemblemetoder såsom boosting och slumpskogar, metoder för oövervakad inlärning såsom principalkomponentanalys och klustermetoder, samt tiThis course covers advanced machine learning methods that are relevant for applications in business and economics, and is intended as a continuation of STAN51 Machine Learning from a Regression Perspective. Some of the topics covered include bootstrapping, ensemble methods such as boosting and random forests, unsupervised machine learning methods such as principal components analysis and clusteri

Kursen behandlar bland annat matriser och multivariat normalfördelning singulärvärdesuppdelning och dess geometriska tolkning principalkomponentanalys inklusive dess funktionalformulering faktoranalys klusteranalys prediktionssteori inklusive prediktion med högdimensionella prediktorer penalised regression och prediktion glesa matriser linjär diskriminantanalys storskalig infThe course covers matrices and multivariate normal distribution singular value decomposition and its geometric interpretation principal component analysis including its functional formulation factor analysis cluster analysis prediction theory including prediction with high-dimensional predictors penalised regression and prediction sparse matrices linear discriminant analysis

I den här kursen ska du skriva ett examensarbete, vilket kan vara ett arbete rörande en specifik problemställning eller forskningsfråga. Med hjälp av din tidigare kunskap och erfarenhet i ämnet statistik, tränas du i att självständigt behandla ett problemområde.   Utöver att skriva en uppsats kommer du att muntligt presentera arbetet vid ett seminarium, att närvara och deltaga i diskusIn this course you will write a thesis, which could consist of a specific problem or a research topic. Using your previoius skills and knowledge in Statistics, you will be trained in independently investigating a problem. Apart from writing a thesis you will orally present your work during a seminar, attend and participate in discussions during semiars, and act as an opponent during a pre

Please note that this is only open to students currently studying the BSc programme in Development Studies, majoring in Political Science. The course aims at giving the students the experience of working in a development context. It also serves as a means of gathering material for the forthcoming bachelor’s thesis. The course is divided into three 15-credit tracks, and the student has to choose onPlease note that this is only open to students currently studying the BSc programme in Development Studies, majoring in Political Science. The course aims at giving the students the experience of working in a development context. It also serves as a means of gathering material for the forthcoming bachelor’s thesis. The course is divided into three 15-credit tracks, and the student has to choose on

This course in political science is offered to students in Lund University’s Bachelor Programme in Development Studies (BIDS). The course explores the political dimensions of development policies and processes with an emphasis on the global governance level and the national level. We look into governance structures, institutions and power relations shaping current development thought and practiceThis course in political science is offered to students in Lund University's Bachelor Programme in Development Studies (BIDS). The course explores the political dimensions of development policies and processes with an emphasis on the global governance level and the national level. We look into governance structures, institutions and power relations shaping current development thought and practice

This course is open to students in the BSc in Development Studies programme (BIDS) majoring in Political Science. The course introduces International Political Economy (IPE) with an emphasis on theories, theorists and issues that problematise the politics and political economy of development, North-South relations and ethics. The first part of the course is designed to examine the roots of InternThis course is open to students in the BSc in Development Studies programme (BIDS) majoring in Political Science. The course introduces International Political Economy (IPE) with an emphasis on theories, theorists and issues that problematise the politics and political economy of development, North-South relations and ethics. The first part of the course is designed to examine the roots of Intern

The aim of the course is to examine environmental change as a problem of governance. We scrutinize major governance dimensions - such as actors, institutions and problem structures - at multiple levels and across domains. This includes the interplay of government, market and civil society in efforts to mitigate and adapt to environmental change.  The course critically approaches th

The course is only offered as a single subject course for incoming exchange students. International Relations Theory is a time-honoured approach to the social world. Texts that are clearly recognizable as dealing with international relations date back to the ancient Greeks. Still, most textbooks in the field take a geographically and historically very parochial stance towards its own field. It iThe course is only offered as a single subject course for incoming exchange students. International Relations Theory is a time-honoured approach to the social world. Texts that are clearly recognisable as dealing with international relations date back to the ancient Greeks. Still, most textbooks in the field take a geographically and historically very parochial stance towards its own field. It i

The aim of the course is to give advanced knowledge of comparative policy, particularly concerning the output side of the political system. This includes relationships between political institutions, political decision-making and public policy in democratic states. Some examples of questions that are brought up during the course are: Why is the USA the only wealthy democracy in world that not has

Please note that this is the compulsory bachelor's thesis course offered to the students of the Bachelor programme in Development Studies majoring in Political Science.Please note that this is the compulsory bachelor's thesis course offered to the students of the Bachelor programme in Development Studies majoring in Political Science.

Compulsory masters's thesis course for the students in the master´s programme MSc (Two Year) in European Affairs.Compulsory masters's thesis course for the students in the master´s programme MSc (Two Year) in European Affairs.

The course implies that the students design and execute a scientific inquiry on their own. The students should identify a relevant research problem in the field of European Affairs, select an appropriate method, process a comprehensive theoretical and empirical material, and report the findings in the form of a written text. The work process is guided by a supervisor appointed by the department. WThe course implies that the students design and execute a scientific inquiry on their own. The students should identify a relevant research problem in the field of European Affairs, select an appropriate method, process a comprehensive theoretical and empirical material, and report the findings in the form of a written text. The work process is guided by a supervisor appointed by the department. W

The overall aim of the course is to provide a theoretical and empirical orientation of different explanations and analyses of contemporary wars and attempts to achieve a more peaceful world. The course highlights theoretically how war as an institution is transformed and what consequences this alteration has on warfare, security and peace support operations in different parts of the world. ParticuThe overall aim of the course is to provide a theoretical and empirical orientation of different explanations and analyses of contemporary wars and attempts to achieve a more peaceful world. The course highlights theoretically how war as an institution is transformed and what consequences this alteration has on warfare, security and peace support operations in different parts of the world. Particu

The aim of the course is to provide a comprehensive understanding of the diverse research methods used in political science, and to convey the necessary skills required for their application. Through lectures, seminars and practical workshops, the course will provide students with relevant knowledge of major research methods, their respective uses and usefulness, and their relevance for the study The aim of the course is to provide a comprehensive understanding of the diverse research methods used in political science, and to convey the necessary skills required for their application. Through lectures, seminars and practical workshops, the course will provide students with relevant knowledge of major research methods, their respective uses and usefulness, and their relevance for the study

Föreställningar om makt har under lång tid haft en undanskymd roll i litteraturen kring miljöpolitik och miljöpolitisk förändring. Kursen sammanför dessa teman. En sådan kombination är lärorik av flera skäl. För det första ger tillämpningen av olika teoribildningar och maktbegrepp en rad perspektiv som bidrar till att förklara och förstå miljöpolitisk styrning, och det ger också insikter om centrFor a long time, the question of power has played a minor role in the literature on environmental politics and transformation. This course brings together these two themes. Such a combination is instructive for several reasons. First and generally, applying different theories and their concepts of power provides a range of perspectives for explaining and interpreting environmental governance - an

Kursen analyserar den historiska utvecklingen för etniska och religiösa minoriteter i Mellanöstern från Ottomanska rikets undergång fram till idag. Kursen uppmärksammar även de unika aspekterna hos olika grupper i MENA-området, såsom kurderna, alawiterna, maroniterna, shia och sunni. Kursen behandlar också de dominerande teoribildningarna kring etnisk och/eller sekteristisk identitet (primordialisThe course analyses the historical development of ethnic and religious minorities in the Middle East from the downfall of the Ottoman Empire to the present day. The course also draws attention to the unique aspects of different groups in the MENA area, such as the Kurds, Alawites, Maronites, Shiites and Sunnis. The course also deals with the dominant theories about ethnic and / or sectarian identi

The theoretical aspects of the course focus on the interaction between three different dimensions of analysis: norms, institutions, and actors. The course studies the way in which actors make decisions, attempt to govern the system and influence outcomes. Secondly, it studies the way in which norms and institutions both limit and enable the behaviour of actors. Two analytical problems are paid spThe theoretical aspects of the course focus on the interaction between three different dimensions of analysis: norms, institutions, and actors. The course studies the way in which actors make decisions, attempt to govern the system and influence outcomes. Secondly, it studies the way in which norms and institutions both limit and enable the behaviour of actors. Two analytical problems are paid sp

Syftet med kursen är att fördjupa de studerandes kunskaper och färdigheter inom några av de viktigaste forskningsområdena inom ämnet jämförande politik. Av särskild vikt är teorier, metoder och empiriska resultat som relaterar till politiskt beslutsfattande i olika politiska system. Kursen ger en överblick över aktuella debatter inom området och ger studenterna verktyg att förstå och analysera polThe purpose of the course is to deepen students' knowledge and skills in some of the main areas of research in comparative politics. Of particular importance are theories, methods and empirical results that relate to political decision-making in different political systems. The course gives an overview of current debates in the field and gives students the tools to understand and to navigate the i