NumPy Tutorials Hub
This space gives you two things at once: (1) beginner NumPy tutorials you can run in your browser (most have a “Launch Binder” button—no install needed) and (2) short, critical readings that ask us alternative questions about the origins of quantitative thinking and where our ideas of data, measure, and value come from.
To access the practice tutorials click here
A carefully chosen collection of runnable notebooks (which can be opened in a browser using Binder) is available on the official NumPy website. These are maintained by members of the NumPy community. There is no need for local setup.
What to expect:
- Focused practice is one of the "features" of skill builders (e.g., linear algebra on arrays, saving/loading arrays, masked arrays).
- Applications: complete examples using actual tasks and data (e.g., image processing, small ML demos, Moore's Law with real data).
- Extras: many items have a "Launch Binder" button; some longer articles and contributor information are included.
After you've quickly reviewed the fundamentals, you should use these tutorials for practical experience.
Each tutorial can take anywhere from 15 to 45 minutes to finish.
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Black, White, and in Color by
ISBN: 0226769798Publication Date: 2003-04-28Mama's Baby, Papa's Maybe: An American Grammar Book is the chapter to focus on. Today’s regimes of counting and valuation descend from the slave ship ledger, where geometry and accounting first made Black life fungible by converting persons into interchangeable units of space, price, and risk.
A landmark, career-spanning collection by a critic whom Henry Louis Gates, Jr. lauded as "a major thinker" Black, White, and in Color offers a long-awaited collection of major essays by Hortense Spillers, one of the most influential and inspiring black critics of the past twenty years. Spanning her work from the early 1980s, in which she pioneered a broadly poststructuralist approach to African American literature, and extending through her turn to cultural studies in the 1990s, these essays display her passionate commitment to reading as a fundamentally political act-one pivotal to rewriting the humanist project. Spillers is best known for her race-centered revision of psychoanalytic theory and for her subtle account of the relationships between race and gender. She has also given literary criticism some of its most powerful readings of individual authors, represented here in seminal essays on Ralph Ellison, Gwendolyn Brooks, and William Faulkner. Ultimately, the essays collected in Black, White, and in Color all share Spillers's signature style: heady, eclectic, and astonishingly productive of new ideas. Anyone interested in African American culture and literature will want to read them. -
Dear Science and Other Stories by
ISBN: 9781478010005Publication Date: 2021-01-29The chapter to pay attention to here is "(Zong) Bad Made Measure."
In Dear Science and Other Stories Katherine McKittrick presents a creative and rigorous study of black and anticolonial methodologies. Drawing on black studies, studies of race, cultural geography, and black feminism as well as a mix of methods, citational practices, and theoretical frameworks, she positions black storytelling and stories as strategies of invention and collaboration. She analyzes a number of texts from intellectuals and artists ranging from Sylvia Wynter to the electronica band Drexciya to explore how narratives of imprecision and relationality interrupt knowledge systems that seek to observe, index, know, and discipline blackness. Throughout, McKittrick offers curiosity, wonder, citations, numbers, playlists, friendship, poetry, inquiry, song, grooves, and anticolonial chronologies as interdisciplinary codes that entwine with the academic form. Suggesting that black life and black livingness are, in themselves, rebellious methodologies, McKittrick imagines without totally disclosing the ways in which black intellectuals invent ways of living outside prevailing knowledge systems. -
Dark Matters by
ISBN: 9780822375302Publication Date: 2015-09-17A real-world instance of biometric data being used as a weapon for violence is described in the chapter "Branding Blackness: Biometric Technology and the Surveillance of Blackness," which is essential in understanding how the domains of data science, medicine, technology, and computation affect the lives of the everyday person.
In Dark Matters Simone Browne locates the conditions of blackness as a key site through which surveillance is practiced, narrated, and resisted. She shows how contemporary surveillance technologies and practices are informed by the long history of racial formation and by the methods of policing Black life under slavery, such as branding, runaway slave notices, and lantern laws. Placing surveillance studies into conversation with the archive of transatlantic slavery and its afterlife, Browne draws from Black feminist theory, sociology, and cultural studies to analyze texts as diverse as the methods of surveilling Blackness she discusses: from the design of the eighteenth-century slave ship Brooks, Jeremy Bentham's Panopticon, and The Book of Negroes to contemporary art, literature, biometrics, and post-9/11 airport security practices. Surveillance, Browne asserts, is both a discursive and material practice that reifies boundaries, borders, and bodies around racial lines, so much so that the surveillance of blackness has long been, and continues to be, a social and political norm.