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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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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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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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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: 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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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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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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Hannie Rayson on becoming a writer

Hannie Rayson is a playwright and screenwriter whose plays have been performed around Australia and internationally. Watch as she tells the story of how her writing career began. Try retelling the story from the point of view of her university teacher. How might he have remembered it?

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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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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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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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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 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 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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ABC Open: Observing a minute's silence on Anzac Day

Why do we observe a minute's silence during Anzac Day ceremonies? Remembrance on Anzac Day has been an important part of Australian culture since the first Anzac Day was observed in 1916. In this clip, residents of Queensland's Gold Coast were asked what they think about during the minute's silence.

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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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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 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 ...