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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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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 ...

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Broome during World War II

This web site focusses on the events in Broome during World War II, in particular the air raids in 1942 and the aftermath. The site includes a virtual museum that includes photographs, newspaper articles, film clips and interviews for students to engage with historical information from a range of sources. The education ...

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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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Ancient China: geography

This is a rich online resource about the geography of China. It consists of four sections: a Geography section that summarises China's geographical features; a Story section that features myths about Nu Gua, the creator of humans; an Explore section that includes maps of ancient China; and a Challenge section where the ...

Interactive

Different views

This resource will encourage students to develop their understanding of the first contact of the Aboriginal people of Kamay Botany Bay and the men aboard the HMB Endeavour in 1770. This resource is one part of the 'Endeavour – eight days in Kamay' resource.

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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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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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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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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: 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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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 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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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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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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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.