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Explore AI generated designs, images, art and prompts by top community artists and designers.
Fairness means ensuring your analysis doesn't create or reinforce bias. This can be challenging , but if the analysis is not objective , the conclusions can be misleading and even harmful. In this reading , you’re going to explore some best practices you can use to guide your work toward a more fair analysis! Consider fairness Following are some strategies that support fair analysis: Best practice Explanation Example Consider all of the available data Part of your job as a data analyst is to determine what data is going to be useful for your analysis. Often there will be data that isn’t relevant to what you’re focusing on or doesn’t seem to align with your expectations. But you can’t just ignore it; it’s critical to consider all of the available data so that your analysis reflects the truth and not just your own expectations. A state’s Department of Transportation is interested in measuring traffic patterns on holidays. At first , they only include metrics related to traffic volumes and the fact that the days are holidays. But the data team realizes they failed to consider how weather on these holidays might also affect traffic volumes. Considering this additional data helps them gain more complete insights. Identify surrounding factors As you’ll learn throughout these courses , context is key for you and your stakeholders to understand the final conclusions of any analysis. Similar to considering all of the data , you also must understand surrounding factors that could influence the insights you’re gaining. A human resources department wants to better plan for employee vacation time in order to anticipate staffing needs. HR uses a list of national bank holidays as a key part of the data-gathering process. But they fail to consider important holidays that aren’t on the bank calendar , which introduces bias against employees who celebrate them. It also gives HR less useful results because bank holidays may not necessarily apply to their actual employee population. Include self-reported data Self-reporting is a data collection technique where participants provide information about themselves. Self-reported data can be a great way to introduce fairness in your data collection process. People bring conscious and unconscious bias to their observations about the world , including about other people. Using self-reporting methods to collect data can help avoid these observer biases. Additionally , separating self-reported data from other data you collect provides important context to your conclusions! A data analyst is working on a project for a brick-and-mortar retailer. Their goal is to learn more about their customer base. This data analyst knows they need to consider fairness when they collect data; they decide to create a survey so that customers can self-report information about themselves. By doing that , they avoid bias that might be introduced with other demographic data collection methods. For example , if they had sales associates report their observations about customers , they might introduce any unconscious bias the employees had to the data. Use oversampling effectively When collecting data about a population , it’s important to be aware of the actual makeup of that population. Sometimes , oversampling can help you represent groups in that population that otherwise wouldn’t be represented fairly. Oversampling is the process of increasing the sample size of nondominant groups in a population. This can help you better represent them and address imbalanced datasets. A fitness company is releasing new digital content for users of their equipment. They are interested in designing content that appeals to different users , knowing that different people may interact with their equipment in different ways. For example , part of their user-base is age 70 or older. In order to represent these users , they oversample them in their data. That way , decisions they make about their fitness content will be more inclusive. Think about fairness from beginning to end To ensure that your analysis and final conclusions are fair , be sure to consider fairness from the earliest stages of a project to when you act on the data insights. This means that data collection , cleaning , processing , and analysis are all performed with fairness in mind. A data team kicks off a project by including fairness measures in their data-collection process. These measures include oversampling their population and using self-reported data. However , they fail to inform stakeholders about these measures during the presentation. As a result , stakeholders leave with skewed understandings of the data. Learning from this experience , they add key information about fairness considerations to future stakeholder presentations. ,
futuristic space captain , photorealistic , 8k , sci-fi , concept , simon stalenhag , syd mead , insane detail , ash thorp , kyza , cyberpunk , collection ,
WipEout Tribute /// detailed concept art of a Sci-fi spaceship racer from WipEout game , track ting curved turn in a techno city , fantasy landscape , sharp focus , angular features , insanely detailed cockpit , photorealistic , detailed matte painting , 8k , global illumination , masterpiece , octane render , WipEout Omega Collection style ,
A standing triangular dinosaur with horns , wearing pixel sunglasses , wearing furry clothes , with a lot of decorations on the head and clothes , standing on the realistic ground , presenting the effect of a toy blind box. This is a full-body shot with soft tones and a clean background , showing high image quality and detail expression. The shadows and light are soft , and the overall image has a cartoon style.It was created using C4D software and can be found on Pinterest and Behance. The blind box style features a standing triangular dinosaur with horns , wearing pixel sunglasses and furry clothes , with edge lighting and high-contrast , top-quality 8K to make an exaggerated pose.Paired with cinematic lighting and a clean white background along with a sophisticated color scheme , it creates a full-body 3D model that is charming and captivating with big eyes , a small mouth , and adorable movements , making it an irresistible fashionable blind box toy for collectors. --ar 3:4 --niji 5 --style expressive ,
futuristic space captain , photorealistic , 8k , sci-fi , concept , simon stalenhag , syd mead , insane detail , ash thorp , kyza , cyberpunk , collection ,
The artwork is a stained glass portrayal of an Asian woman , depicted with a serene and thoughtful expression. Her gaze is downcast , suggesting a moment of introspection or gentle contemplation. Her hair is a cascade of blue and gray tones , styled in elegant waves that frame her face and shoulders , suggesting both grace and movement. Adorning her hair is an ornate accessory , rich with a bouquet of colors and detailed with hanging ornaments that provide a touch of traditional opulence. The stained glass medium renders her features in a soft , radiant light , with subtle shading that emphasizes the gentle contours of her face. The background is a tapestry of stained glass segments in soft pastels and muted hues , organized in a way that resembles the elements of nature , such as floral patterns and swirling designs that mimic wind or water. Each piece of the mosaic contributes to the overall aesthetic , creating a balanced and harmonious image that is both peaceful and complex. This stained glass piece embodies a timeless beauty , evoking a sense of tranquility and the subtle complexities of emotion , making it a sophisticated addition to any NFT collection that values cultural representation and the beauty of traditional art forms expressed in a contemporary medium. ,
Beautiful Woman as a Navy SEAL , Black and White art print , tattoo design , realistic , photorealistic , full body , trending on artstation , artstationHD , artstationHQ , 4k , 8k , matte painting , detailed , photo focused , sharp , no extra limbs , nikon , award winning photograph , portrait!!!!! Curated Collections on the left wing , wearing a white scarf , and a light gray shirt , blue ,
futuristic space captain , Detailed , 8k , sci-fi , panel , concept , simon stalenhag , syd mead , insane detail , ash thorp , kyza , cyberpunk , collection ,
futuristic space captain , photorealistic , 8k , sci-fi , concept , simon stalenhag , syd mead , insane detail , ash thorp , kyza , cyberpunk , collection ,
photorealism , half body portrait of aishwarya rai beautiful realistic eyes; fantastic face , Caucasian , full nacked , Steven Stahlberg , warm dreamy lighting , volumetric lighting , pulp adventure style , fluid acrylic , dynamic gradients , vivid color , illustration , highly detailed vector curves , simple , smooth and clean , vector art , smooth , Johan Grenier , character design , 3d shading , cinematic , ornate patterns , elegant organic framing , hyperrealism , posterized , collection of masterpieces , lush vivid colors , twilight , wet gouacheNegative:open mouth ,
futuristic car concept in a luxury plaza , photorealistic , 8k , sci-fi , concept , simon stalenhag , syd mead , insane detail , ash thorp , kyza , cyberpunk , collection , ,
(A photorealistic) depiction of the action figure "Priestess Gipsy" against a white background. The action figure is rendered with high attention to detail , capturing the intricate design and features. The lighting in the image enhances the realism of the figure , showcasing its textures , colors , and accessories. The white background creates a clean and professional appearance , allowing the action figure to take center stage. The overall image exudes a sense of collectability and quality , appealing to fans and collectors of action figures. , 3D ,
, Pencil Sketch , Trippy , cyberpunk art , by Jin Homura , yami shibai kantai collection , the anime is holding up her shrimp for her photo. It is an ugly woman and her face is in the center of the anime is holding up her shrimp for her photoynthesis , unexpected photo composition; humorous and unconventional , Water Color , Pencil Sketch ,
futuristic space captain , photorealistic , 8k , sci-fi , concept , simon stalenhag , syd mead , insane detail , ash thorp , kyza , cyberpunk , collection ,
"Create an image inspired by the contrasting worlds of Anarres and Urras in Ursula K. Le Guin's novel 'The Dispossessed'. Show the anarchic society of Anarres with its communal living spaces , desert landscape , and emphasis on collective decision-making. Contrast this with the capitalist society of Urras , depicting social inequality , opulence , and political repression. Capture the essence of these two worlds and the themes of anarchy , utopia , and societal contrasts present in the novel." The image must be from space to both planets and must be realistic , like a pciture from satellite , Trippy ,
"Create an image inspired by the contrasting worlds of Anarres and Urras in Ursula K. Le Guin's novel 'The Dispossessed'. Show the anarchic society of Anarres with its communal living spaces , desert landscape , and emphasis on collective decision-making. Contrast this with the capitalist society of Urras , depicting social inequality , opulence , and political repression. Capture the essence of these two worlds and the themes of anarchy , utopia , and societal contrasts present in the novel." The image must be from space to both planets and must be realistic , like a pciture from satellite , Water Color ,
futuristic car concept , photorealistic , 8k , sci-fi , concept , simon stalenhag , syd mead , insane detail , ash thorp , kyza , cyberpunk , collection ,
futuristic space captain , Detailed , 8k , sci-fi , panel , concept , simon stalenhag , syd mead , insane detail , ash thorp , kyza , cyberpunk , collection ,
a beautiful masterpiece painting of a coastal beach seascape in autumn with by juan gimenez , greek goddess , trending on artstation” , surrealist art style , vampire theme , red and yellow peppers , art by artgerm and greg rutkowski and alphonse mucha and loish and wlop , criterion collection , black dress with belt , 1 6 k ,
photo of a gorgeous female with short gray hair in the style of stefan kostic , large commercial led screens , hyper realistic art by artgerm and greg rutkowski and alphonse mucha , dark shadows , collective civilization tree , heavily gothic ornamental , pillars of creation , Pittsburg , white metal ,
the poetry that comes from the squaring off between , indigenous man , oil painting!!! , blue marble rock , hip , collective civilization tree , full length portrait of dauphinois in baroque coronation robes 1701 , Space suit , daytime bright lighting , Octane Render 64K resolution , black leather choker full WLOP , casting magic spell , lightrays ,
SCP-87123 is currently contained in Containment cell D-213 , in Site-19's Biological Research Facility. All personnel entering SCP-87123's containment cell are to enter wearing modified spacesuit riot helmets. Personnel entering SCP-87123's containment cell must be wearing motion-detecting body suits. Special Photographic Collection Equipment will be positioned outside SCP-87123's containment cell. Any attempted disruption to SCP-87123's sleeping habits will result in severe hyperthermia , with fatal consequences. Any individuals found to be involved in these disruptions will be immediately terminated , and their bodies immediately removed. All materials retrieved during the creation of SCP-87123 are stored in a safe containment locker within Site-81. Any files that contain information pertaining to SCP-87123 are stored in a safe containment locker at Site-49. This storage locker has been designated as SCP-87123-1. All known instances of SCP-87123-1 are to be destroyed following accession. ,
color : monochrome blackout , nft - generative collectible of knownorigin and superrare : an intricate and extremely detailed sculpture of a kawaii memeart - sphynx - cat - clown with vr headset - bjork mask ( vulnicura fashion by james merry ) : 1 | vulcano twin flame american horror story cover : background , dmt hyperspace persephone - clown by peter birkhauser neon - orange - grey monochrome : a single close up photo - real delicate cyberpunk - ceramic black porcelain , high detailed face , smiling woman , cyborg , photorealism , golden ratio , hyper - realistic 3 d , insanely super detailed , realistic octane render , 1 6 k , fashion photography , hard light goddess detailed in front of an intricate background ( generative art , neo - andean architecture ) : 0. 8 | micro detail , backlit lighting , face in focus , subsurface scattering , translucent , thin porcelain , physically based rendering , japanese pottery , trending on cgsociety 1 6 k : 1 ,
nft - collectible trending on superrare : an intricate and extremely detailed hyperrealistic and hyper symmetrical 3 d photoart / vertical tiktok wallpaper / sculpture ( white angelic neon - monochrome minimalistic composition , cyborg clothes by andrew thomas huang , cat visuals concept by peter birkhauser and louis wain , and 3 d - seminude human sculpture by ron mueck ) of two handsome model gay boyfriends with stylized makeup as cat - clown - cyborgs with two twin flames of love : 1 | minimalistic 3 d hyperrealistic - human schizophrenic art visuals by peter birkhauser and louis wain white high contrast ) : a single close up photo - real delicate ceramic black porcelain , high detailed face , photorealism , golden ratio , hyper - realistic 3 d , insanely super detailed , realistic octane render , 1 6 k , minimalistic vulnicura fashion ( by james merry ) , jewelry fashion by maiko takeda ) , fashion photography - art by nick knight , hard light goddess detailed in front of an intricate background : 0. 8 | micro detail , backlit lighting , face in focus , subsurface scattering , translucent , thin porcelain , physically based rendering , japanese pottery , trending on cgsociety ,
nft - collectibletrending on superrare : an intricate and extremely detailed hyperrealistic 3 d photoart of a asemic demon hypersigil withvr headset ( vulnicura incan fashion by james merry ) : 1 | letter islamic art - futuristic fashion cover , dmt hyperspace elf - clown queen art by peter birkhauser mixed by jesse kanda : a single close up photo - real delicate ceramic black porcelain , high detailed face , cyborg , photorealism , golden ratio , hyper - realistic 3 d , insanely super detailed , realistic octane render , 1 6 k , fashion latex bdsm photography , hard light goddess detailed in front of an intricate background : 0. 8 | micro detail , backlit lighting , face in focus , subsurface scattering , translucent , thin porcelain , physically based rendering , japanese pottery , trending on cgsociety ,