University of Sydney

This course examines the methods and techniques to efficiently explore and analyze large data collections. Students will learn how to ingest, combine and summarize data from a variety of data models which are typically encountered in data science projects, such as relational, semi-structured, time series, geospatial, image, text. As well as reinforcing their programming skills through experience with relevant Python libraries, this course will also introduce students to the concept of declarative data processing with SQL, and to analyze data in relational databases. Students will be given data sets from, eg. , social media, transport, health and social sciences, and be taught basic explorative data analysis and mining techniques in the context of small use cases. The course will further give students an understanding of the challenges involved with analyzing large data volumes, such as the idea to partition and distribute data and computation among multiple computers for processing of 'Big Data'.

This course examines target organ toxicology (lung, liver, CNS), environmental toxicology (such as asbestos and pesticides) and the diverse world of plant and animal toxins. The fundamental mechanisms for toxic reactions in the human body will be explored. As a final consequence of exposure to many toxicants, the biology and causes of cancer are discussed. As part of the course, students will be introduced to methods for the collection and analysis of data from human and animal populations, including clinical trials, forensic problems and epidemiological data. 

This course examines the complex richness of 'Americanness'. Divided into historically grounded modules (Race; Religion; Gender; Politics; Region), the course will approach each from a variety of angles: the historiographical, the literary, the cultural, the political, the cinematic. It will open lines of interrelation between historical and imaginary forms in the construction and ongoing redefinition of the United States.

This course examines people and cultures. Women and men, merchants and monks, Christians and Jews all formed the cultures, classes and statuses which constituted late medieval European society. The study themes of this course focus on the means by which ideas, cultures and expectations were constructed and transmitted, and include topics such as healthcare, civic life, the body, gender and sexuality, religious beliefs and practices, otherness, death, political theory, art and architecture, travel.

This course examines central issues in metaphysics, ethics and aesthetics. It opens with general questions about reality, God, personal identity and free will. The middle section of the unit will consider questions about values, goodness and responsibility. The final part is concerned with the question "what is art", the nature of aesthetic judgment and the role of art in our lives.

This course examines the use of digital editing for film and video projects. It covers the use of software programs such as Adobe Creative Suite to explain how to edit video files into a project and how moving images can be transformed over time in combination with text, masks, filters, effects and sound. Students will learn how to edit and master in Adobe Premiere Pro through an intensive series of tutorials film/video screenings and practical studio workshops. This will culminate in the production of a studio project.

This course examines the taxing and spending decisions of governments. After an introduction to welfare economics and the role of government in the economy, the course focuses on the revenue side of the budget: tax incidence, efficient and equitable taxation, the Australian system of revenue raising, issues of tax reform, and the theory and practice of public utility pricing. It then focuses on the expenditure side of the government budget: public goods, externalities, and programs aimed at redistribution. It also introduces techniques of policy evaluation.

This course examines the process of understanding human behavior in the workplace through the lens of psychological theories, perspectives, and approaches.