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    "## Introduction to Data Science\n",
    "\n",
    "#### University of Redlands - DATA 101\n",
    "#### Prof: Joanna Bieri [joanna_bieri@redlands.edu](mailto:joanna_bieri@redlands.edu)\n",
    "#### [Class Website: data101.joannabieri.com](https://data101.joannabieri.com)\n",
    "\n",
    "---------------------------------------\n",
    "# Homework Day 14\n",
    "---------------------------------------\n",
    "\n",
    "GOALS:\n",
    "\n",
    "1. Reflect on Algorithmic bias\n",
    "2. Consider your role in Data Ethics\n",
    "3. Report on your reading.\n",
    "\n",
    "----------------------------------------------------------\n",
    "\n",
    "This homework has **3 questions** and **1 reading report**"
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    "## Important Information\n",
    "\n",
    "- Email: [joanna_bieri@redlands.edu](mailto:joanna_bieri@redlands.edu)\n",
    "- Office Hours: Duke 209 <a href=\"https://joannabieri.com/schedule.html\"> Click Here for Joanna's Schedule</a>\n",
    "\n",
    "## Announcements\n",
    "\n",
    "**Day 14 homework is due Sunday 11/8 11:59pm.** Submit by pushing to your GitHub repo. If it's pushed, it's submitted.\n",
    "\n",
    "**Tuesday 11/3 is our Review Day, and Exam 2 is handed out that day.**\n",
    "\n",
    "**Final Project Proposals are due Sunday 11/8 11:59pm.** See the Final Project link on the class website."
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    "## Report on your Data Ethics reading:\n",
    "\n",
    "**Your answers should be written as neatly as possible in Markdown cells**\n",
    "\n",
    "Your homework for today is all essay and written work. Make sure you respond to the three questions in the lecture:\n",
    "\n",
    "**Q1** What is your response to our discussion of bias in algorithms? Talk about the pluses and minuses of using algorithms to make decisions in our human world.\n",
    "\n",
    "**Q2**\n",
    "How do you train yourself to make the right decisions (or reduce the likelihood of accidentally making the wrong decisions) at those points?\n",
    "\n",
    "**Q3**\n",
    "How do you respond when you see bias in someone's work? How could you take action to educate others?\n",
    "\n",
    "\n",
    "**Reading Report**\n",
    "\n",
    "Write a report about what you learned from your ethics reading exploration. For each book/article you read:\n",
    "\n",
    "1. Include a full proper reference to the book/article.\n",
    "   * BOOK: Author last name, First name. Book Title: Subtitle. Edition, Publisher, Year.\n",
    "   * ONLINE ARTICLE: Author last name, First name. Article Title. Website name, date accessed. html link.\n",
    "   * [MLA styles for citing other types of online work](https://style.mla.org/works-cited/citations-by-format/online-works/?gad_source=1)\n",
    "2. Write a summary in your own words what the book/article was about. Imagine telling your classmates about what they would learn by reading the article.\n",
    "3. Discuss your own reaction to the book/article. Did it have any effect on how you think about data and ethics? Do you agree with the author? What specific ideas really stood out to you?"
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    "**Q1**"
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    "**Q2**"
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    "**Q3**"
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    "**Reading Report**"
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    "\n",
    "-------------------------------------------------------\n",
    "\n",
    "## Further watching\n",
    "\n",
    "If you have time, really explore the world of data ethics. You could watch some of the videos linked from class.\n",
    "\n",
    "### Weapons of Math Destruction | Cathy O'Neil | Talks at Google\n",
    "\n",
    "{{< video https://www.youtube.com/watch?v=TQHs8SA1qpk >}}\n",
    "\n",
    "### Imagining a Future Free from the Algorithms of Oppression | Safiya Noble | ACL 2019\n",
    "\n",
    "{{< video https://www.youtube.com/watch?v=tNi_U1Bb1S0 >}}\n",
    "\n",
    "### Whats An Algorithm Got To Do With It\n",
    "\n",
    "{{< video https://www.youtube.com/watch?v=5zxDwA99soA >}}"
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