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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: 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: 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: 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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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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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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Four Corners: Home sweet home: the 'Australian Dream', 1968

Would you rather live in a freestanding house on a large block in an outer suburb or in an apartment with the convenience of being closer to the city centre? This clip from a 1968 Four Corners program explores the 'Australian Dream' of home ownership and attempts to discover why it became so important to the post-World ...

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The Australian Dream: Resilience and reconciliation

This clip looks at casual racism in Australia, including some infamous incidents throughout Adam Goodes’s playing career that shook the nation. Adam showed a great deal of resilience and courage throughout this difficult time. Look at how many Australians stood with Adam, letting him know they valued his leadership and ...

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Four Corners: Celebrating native title on Ruby Tuesday

Have you ever had to compromise to achieve a good result? When opposition to native title threatened to suspend the long-standing Racial Discrimination Act 1975 (RDA), former prime minister Paul Keating and Aboriginal and Torres Strait Islander leaders had to compromise to save the RDA and native title. Watch as negotiations ...

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Four Corners: Native title: How to free your heart

Since the original Mabo decision was handed down by the High Court of Australia in 1992, acknowledging that the Meriam people of the Torres Strait had the right to hold native title over the Murray Islands, society's attitudes towards Native Title has evolved. In this clip, listen to the opinions of key players in the struggle ...

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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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End-of-war celebrations, Sydney, 1945

Have you ever wondered what the end of World War II meant to Australians in 1945? Discover what it was like for those on the streets of Sydney just an hour after the announcement that war in the Pacific was over. Listen to ABC reporter Talbot Duckmanton describe the scenes of jubilation as he broadcasts live from the ABC's ...

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This Day Tonight: Two years after the 1966 Wave Hill walk-off

Visit Wattie Creek at Wave Hill station in 1968. It is two years into the historic strike known as the 'Wave Hill walk-off' led by the Aboriginal Elder Vincent Lingiari. In this black-and-white clip made at the time, listen to Vincent Lingiari and other strikers discuss what they are fighting for. The manager of Wave Hill ...

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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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This Day Tonight: Germaine Greer and women's liberation, 1972

Discover what it was like for women who spoke up for equal rights in 1970. Germaine Greer's 'The Female Eunuch' was first published in that year. It would inspire many to challenge traditional views of female and male roles. Listen as, in 1970, Greer expresses her ideas and several Australian women and girls say what they ...

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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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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 ...