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. ,
A steampunk-inspired digital illustration of a gnome inventor in a cluttered workshop , surrounded by intricate machinery and gears. The camera angle is a medium shot , capturing the gnome's enthusiastic expression as he tinkers with a fantastical contraption. The lighting is warm and atmospheric , with rays of sunlight streaming through stained glass windows , casting vibrant colors and ((shadows)) across the room. The style combines elements of steampunk and clock-punk , resembling the works of Jules Verne and H.R. Giger. The image is detailed and intricate , showcasing the gnome's ingenious inventions and the mesmerizing complexity of the steampunk world. It is a visually stunning artwork that captures the imagination. ,
Una corona animada con rasgos adorables , de color amarillo dorado. La corona tiene una expresión amigable y sonriente , con ojos ovalados y una boca curva que refleja alegría. Su diseño es simple y minimalista , con puntas redondeadas en la parte superior. Para dar vida al personaje , tiene pequeñas piernas y brazos sutiles que le añaden personalidad. El estilo es similar a una ilustración digital en 2D , con sombras suaves y un acabado limpio y vibrante ,
Create a photorealistic image of a female cyborg with short , sleek silver hair , standing in a futuristic laboratory. She holds a glowing orb in her advanced robotic hand , which features intricate mechanical components visible at her neck and arm , seamlessly blending with her humanoid form. Dress her in a simple , dark , velvety top that contrasts with the metallic sheen of her robotic parts. The background should be a sterile environment with soft blue lighting and translucent panels displaying digital interfaces. Use a cool and monochromatic color palette , with the glowing orb as the focal point of light. Emphasize the cyborg's contemplative expression and the delicate interaction between her hand and the orb. Ensure high detail in textures and reflections , creating a calm and introspective atmosphere. Aim for a high-resolution image (at least 4K) to capture all intricate details. ,
Visionary MirageA Digital Oasis for Visionary Minds.Enter a realm where imagination knows no limits and art defies reality. Visionary Mirage is a sanctuary of digital creativity , where AI breathes life into mesmerizing masterpieces. Each creation is a fusion of innovation and artistic brilliance , blurring the line between dreams and design. Explore a world where technology meets artistry , and every piece tells a story beyond the ordinary. ,
Visionary Mirage A Digital Oasis for V isionary Minds. Enter a realm where imagination knows no limits and art defies reality. Visionary Mirage is a sanctuary of digital creativity , where AI breathes life into mesmerizing masterpieces. Each creation is a fusion of innovation and artistic brilliance , blurring the line between dreams and design. Explore a world where technology meets artistry , and every piece tells a story beyond the ordinary. ,
"A mesmerizing futuristic digital oasis , glowing with ethereal neon lights and infused with a dreamlike atmosphere. The scene features a vast , surreal landscape where technology and artistry merge seamlessly. Floating holographic AI-generated artworks hover in mid-air , displaying intricate abstract shapes , vivid colors , and cosmic textures. The environment is an elegant fusion of cybernetic elements and organic beauty , with soft luminescent pathways leading to an otherworldly art gallery suspended in space. The words 'Visionary Mirage' and 'A Digital Oasis for Visionary Minds' are subtly integrated into the scene , blending harmoniously with the luminous ambiance. A sense of creativity , imagination , and boundless artistic expression fills the air , making this realm feel like an infinite canvas where dreams and design become one." ,
"A mesmerizing futuristic digital oasis , glowing with ethereal neon lights and infused with a dreamlike atmosphere. The scene features a vast , surreal landscape where technology and artistry merge seamlessly. Floating holographic AI-generated artworks hover in mid-air , displaying intricate abstract shapes , vivid colors , and cosmic textures. The environment is an elegant fusion of cybernetic elements and organic beauty , with soft luminescent pathways leading to an otherworldly art gallery suspended in space. The words 'Visionary Mirage' and 'A Digital Oasis for Visionary Minds' are subtly integrated into the scene , blending harmoniously with the luminous ambiance. A sense of creativity , imagination , and boundless artistic expression fills the air , making this realm feel like an infinite canvas where dreams and design become one." ,
Matt Jeffries-inspired sci-fi concept art. Widescreen shot. A futuristic royalpunk sneakers shaped starship with blue diamond nacelles and intricate details zooms through space. Head-on shot. Steampunk-infused digital art style with metallic surfaces and detailed textures. Bright and vibrant colors reflecting off the ship's armor plating. Best quality , incredibly detailed , cinematic-level graphics , warm and inviting color palette , intense subtle reflections , razor-sharp clarity , stunning realism , sublime 3D modeling. , 3D , Trippy.Leonardo Da Vinci-inspired sci-fi concept art. Widescreen shot. A futuristic royalpunk sneakers shaped starship with blue diamond nacelles and intricate details zooms through space. Steampunk-infused digital art style with metallic surfaces and detailed textures. A 1974 Winnebago is at the zenith , of the starship , to be the bridge , and it's elongated. 750 UHD 4D resolution wide-angle. ,
steampunk robot fly , 3 d model , unreal engine realistic render , 8 k , micro detail , intricate , elegant , highly detailed , centered , digital painting , artstation , smooth , sharp focus , illustration , artgerm , tomasz alen kopera , peter mohrbacher , donato giancola , joseph christian leyendecker , wlop , boris vallejo ,
(by Ananta Mandal (and Andrew Biraj:0.5)) , (in the style of nihonga) , Style: Abstract , Medium: Digital illustration , Subject: An otherworldly landscape with floating islands , cascading waterfalls , and vibrant flora and fauna. Camera Angle: Overhead shot capturing the vastness and intricate details of the scene. The colors are saturated , and the lighting creates a warm and ethereal atmosphere. The painting is highly detailed , with every brushstroke capturing the complexity of the imaginary world. , (high quality) , (detailed) , (masterpiece) , (best quality) , (highres) , (extremely detailed) , (8k) ,
full body , walking pose , slow motion , female paladin wearing full body (light silver armour:1.2) , (insanely detailed , bloom:1.5) , (highest quality , Alessandro Casagrande , Greg Rutkowski , Sally Mann , concept art , 4k) , (analog:1.2) , (high sharpness) , (detailed pupils:1.1) , (painting:1.1) , (digital painting:1.1) , detailed face and eyes , Masterpiece , best quality , (highly detailed photo:1.1) , 8k , photorealistic , (long blonde Hair , ponytail haircut , ecstatic:1.1) , (young woman:1.1) , By jeremy mann , by sandra chevrier , by maciej kuciara , sharp , (perfect body:1.1) , realistic , real shadow , 3d , (temple background:1.2) , (by Michelangelo) ,
steam train driving through the snow , the polar express , scenic landscape , stunning environment , dusk , ultra detailed , octane render , ultra detail , intricate detail , volumetric lighting , vivid colours , photorealistic , photography , lifelike , high resolution , digital art , ultra wide angle lens , aerial view , elevated view , wallpaper --ar 3:2 --v 4 ,
close-up portrait photograph of 1 (sexy girl)++ with (beautiful eyes)+ , brown hair , ultra realistic photo , ("medium shot , 50mm , 1/200s" , "creative , soft oil painting"). blend(1 , . 35) , (bright vibrant colourful)++ , symmetrical artwork , cinematic , hyperrealism , 8k , detailed intricate skin , liquid digital art , featured , showcase , portfolio ,