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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: 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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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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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: 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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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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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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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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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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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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Indigenous Australian Activism in 1974

For generations, Aboriginal and Torres Strait Islander peoples have sought to regain custodianship of the land taken from them since the arrival of Europeans in Australia. In the early 1970s, protests and demonstrations signified the beginning of the Land Rights movement. In this clip, Indigenous Australian activist Sam ...

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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 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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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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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: 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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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.