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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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ABC Open: The changing roles of women on Anzac Day

How have the stories and observances of Anzac Day changed to include women alongside men? During World War I and the years that followed, women had little involvement in Anzac Day events. In some instances, they were deliberately excluded! This has changed dramatically in recent decades. In this clip, women and men from ...

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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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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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ABC News: The 1970 Moratorium, power to the people

It's 1970 and the streets of Melbourne are clogged with protesters who want to end Australia's support for the Vietnam war. But they are not the only ones who have turned out. There are those who support the war, curious onlookers, and members of the press. The different views of those in attendance hint at the unrest caused, ...

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Pocket Compass, Ep 2: Women's liberation movement

The 1960s was a time of various social and political movements, including the women's liberation movement. The feminists of this movement were fighting for equality and liberation from predefined roles in society. Learn about some of the changes they were fighting for and how feminism has changed over the years.

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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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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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ABC Open: Australians recognise past sacrifices on Anzac Day

Share the memories of Australian war veterans and discover their thoughts about Anzac Day's significance. In this clip, veterans living on Queensland's Gold Coast express their ideas and feelings about what Anzac Day means to them.

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Australia's first Aboriginal member of parliament

Neville Bonner became Australia's first Aboriginal parliamentarian when he was appointed to represent Queensland in the Senate in 1971. In this clip, Senator Bonner outlines some of his priorities and his response to public expectations as he prepared to take office.

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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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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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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" ...

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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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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: Makeup and manners: Roles for 12-year-old girls

How have society's expectations of young women changed in since the 1970s? This report from the ground-breaking current affairs program This Day Tonight provides an indication of the sorts of opportunities available to young women in the 70s.

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ABC Open: Anzac Day and the unseen costs of war

Discover the unseen costs of war. Many people experience fear, anxiety, bereavement, shock and other forms of psychological trauma that do not end when they return home. Watch this clip as residents of Violet Town in Victoria reflect on the personal cost of war.

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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 ...