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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: 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: 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 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 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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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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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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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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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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Tour of NSW Government House

This resource is a YouTube playlist containing a series of videos taken as a group of senior high school students are given a guided tour of NSW Government House in 2010. The tour covers primary sources such as architecture, furniture and images significant to the history of Australia and NSW.

Interactive

Site study – Ypres Salient

This resource is a digital site study of the Ypres Salient, using videos made with modern footage of Ypres and contemporary footage and images from the First World War. Each video has before, after and extension activities designed to meet the Stage 5 History: Core Study – Depth Study 3 outcomes around the scope and nature ...

Interactive

Exploring Kamay

This resource explores the landscape of Kamay Botany Bay, as well as the technology discovered by the crew aboard the HMB Endeavour in 1770. This resource is one part of the 'Endeavour – eight days in Kamay' resource.

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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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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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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: Women 'rattle the chains' in public bars

Imagine a time in the not too distant past when Australian women were not allowed to drink in public bars. Such gender discrimination was still enforced by law in Queensland in the 1960s. This clip from 1965 reports on an incident in which Merle Thornton and Rosalie Bogner defied the law by chaining themselves to a public ...

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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 ...