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Data bias in AI

Artificial intelligence can sometimes be biased to certain shapes or colours. When such AI systems are applied to situations that involve people, then this bias can manifest itself as bias against skin colour or gender. This lesson explores bias in AI, where it comes from and what can be done to prevent it.

Online

Interpret and discuss data displays: Year 10 – planning tool

This planning resource for Year 10 is for the topic of Interpret and discuss data displays. Students are further equipped to analyse and evaluate claims, inferences and reported conclusions of statistics reported in the media. Students use critical-thinking skills to investigate many forms of data representation, such as ...

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Four Corners: Do women's rights threaten men's domains?

Explore the attitudes of Australian men towards the rights of Australian women in the 1960s. Could women's rights threaten those of men's or were such fears typical of gender discrimination? This clip from 1965 investigates the reactions of Queensland men to the suggestion that women should be allowed to drink in public ...

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Four Corners: Margaret Valadian interviewed in 1967

What is the role of interviewers who explore social issues? In this 1967 clip from Four Corners, Margaret Valadian is recognised as the first Aboriginal Australian graduate of the University of Queensland. Here, in the middle of the panel discussion she is questioned by Robert Moore about her personal and professional life.

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Foreign Correspondent: Legacy of Nazism in modern Vienna

Why did Nazis in Austria dig up hundreds of human remains from graves in Vienna's Währing Jewish cemetery? Join reporter Mark Corcoran as he visits a Viennese museum to search for the remains of an 18th-century Jewish baroness. He makes some disturbing discoveries there. This clip from 2007 is the second of two.

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ABC Open: Aunty Dorrie and the 'dog licence'

Have you ever heard of the 'dog licence'? This was a Certificate of Exemption, issued by the Aboriginal Welfare Board, that allowed Indigenous Australians to live as part of white Australian society. In order to get one of these, Aboriginal people effectively had to renounce their culture and prove that they were 'respectable'. ...

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Four Corners: Not a place for the 'gentler sex'

Why weren't women allowed to drink in the public bars of Queensland hotels in the 1960s? What social beliefs and attitudes would justify such a prohibition? This clip presents responses from a bar attendant and two politicians to a famous protest against the ban in 1965. The clip is third in a series of three.

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Four Corners: Surfies, clubbies and a changing way of life

What effect did the rise of surfboard riding and its accompanying surf culture have on surf lifesaving? In the early 1960s, surf lifesaving was regarded as a model of the values that underpin the Australian way of life. This clip from 1964 explores the collision between the new surf culture and the traditions of the surf ...

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Four Corners: The politics of native title

What were the politics surrounding the issue of native title in 1993? Former prime minister Paul Keating's support for the granting of native title was not popular with all Australians. Many of his Labor colleagues were uncomfortable about it. Listen as Tim Fischer, then leader of the National Party, declares his position ...

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ABC News: Public reactions to sending troops to Vietnam War

Do you think Australian governments have always acted wisely when deciding to send young Australians to wars? Does the public usually know enough to support such decisions? On 29 April 1965, Australia's prime minister, Robert Menzies, announced the decision to send Australian troops to fight in Vietnam. In this clip, filmed ...

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The history of the Aboriginal Tent Embassy

The Aboriginal Tent Embassy was established on the lawns of the Old Parliament House in 1972 only to be forcibly removed a few months later. Why do you think the reporter compares the protest in Canberra to events in Louisiana and Mississippi in USA? What are the protesters chanting? See if you can find out what happened ...

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Ancient China: geography

This is a rich online resource about the geography of China. It consists of four sections: a Geography section that summarises China's geographical features; a Story section that features myths about Nu Gua, the creator of humans; an Explore section that includes maps of ancient China; and a Challenge section where the ...

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ABC Open: World War I: The dead man's penny

Imagine the feelings of a family when they learn of the death of a son during World War I. How might they react to receiving a giant penny for a life sacrificed? This ABC Open program explores the role of the 'dead man's penny', the token given by the British government to many families of British and Commonwealth troops ...

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This Day Tonight: Chinese Australians and the Moon Festival, 1978

How have the cultural traditions of people from Asia enriched Australian society? The Moon Festival is one such tradition. In this clip from 1978, an ABC reporter visits Dixon Street in Sydney's Chinatown to discover what this celebration means to Chinese Australians and the wider community.

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The Invisible War: A tale on two scales

The Invisible War is a graphic novel set on the Western Front in 1916. The novel is an interdisciplinary text that includes a large science-history reference section (hyper-linked within the novel). Told from two points of view – human and microbial – the story describes a deadly infection by dysentery-causing Shigella ...

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Four Corners: Balancing opposing views on native title

The Mabo decision of 1992 created uncertainty for Aboriginal and Torres Strait Islander peoples, as well as for the mining and pastoral industries. Public and 'leasehold' land was subject to native title claims. Listen to the responses of Indigenous leaders and the mining industry as the effects of the High Court decision ...

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Four Corners: Native title begins with an act of recognition

Following the recognition of native title by the High Court of Australia in June 1992, the establishment of a process for ensuring that it was awarded fairly and responsibly was needed. This process came to be enshrined in the Native Title Act of 1993. Listen as key players in the development of the Act explain its importance. ...

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ABC News: The fight to save Kelly's Bush, 1971

Discover why a determined group of residents in one of Sydney's wealthier suburbs stood up to their local council, the New South Wales government and a big property developer. This ABC report explores the controversy surrounding the planned development of Kelly's Bush, situated beside Sydney Harbour at Woolwich, and the ...

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Paul Keating's 1992 Redfern speech

On 10 December 1992, Australian Prime Minister Paul Keating delivered a speech in Redfern, Sydney at a celebration of the International Year of the World's Indigenous People. The speech addressed many of the injustices suffered by Aboriginal and Torres Strait Islander peoples in the previous 200 years. Today, it is regarded ...

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In My Blood It Runs: Whose story of history?

People have different privileges and biases. While we may be born into certain privileges, we may also develop biases as we age and through the people we spend time with. The majority culture within a population has a certain privilege that comes from being part of the majority, and this often leads to "marginalisation" ...