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. ,
The character has long , dark hair and is wearing large , striped sleeves that create a dramatic silhouette. They sport cat-like ears on their head and wear glasses with a mildly somber expression. Their outfit includes a black top with a ruffled collar and a belt with intricate details , alongside fishnet stockings and high , laced boots. The color scheme primarily consists of black and grey tones , adding a moody aesthetic to the overall look. The background is dark , emphasizing the character's unique design and style. ,
The character has long , dark hair and is wearing large , striped sleeves that create a dramatic silhouette. They sport cat-like ears on their head and wear glasses with a mildly somber expression. Their outfit includes a black top with a ruffled collar and a belt with intricate details , alongside fishnet stockings and high , laced boots. The color scheme primarily consists of black and grey tones , adding a moody aesthetic to the overall look. The background is dark , emphasizing the character's unique design and style. ,
To create an image based on the description you mentioned , here is the text written with all the details you need to include: --- "In the heart of a secret office , four stunning women gather around a high-tech table , illuminated by neon lights that glow in the dim light. Each represents the unique essence of their beauty and origin: - **The brunette** , with her skin radiant like a tropical sunset , wears a tight-fitting suit inspired by the warm roots of Latin America , decorated with golden details that reflect elegance and power. - **The blonde** , with her hair golden like a ray of sunshine , wears an avant-garde European design , with tight fabrics and cuts that highlight her sophisticated bearing. - **The redhead** , with fire and passion , sports a daring design that combines Celtic culture with a modern touch , radiating energy and determination. - **The oriental** , with delicate and exquisite features , wears a suit inspired by Asian tradition , with soft lines and details With admiring glances and knowing smiles , they listen attentively to the instructions of **Charlie** , a cunning detective whose charismatic voice resonates through a speaker shaped like a 'bad bunny'. In their hands , they hold state-of-the-art tools , ready to embark on their next mission. The luxury and sensuality of the scene are palpable , as the room vibrates with the excitement of the adventure that awaits them. A true spectacle of feminine power and glamour in action!" --- This text has all the visual and emotional elements necessary to describe the scene you imagine. Would you like me to adapt it for another theme or tone? 😊 ,
professional photo of beautiful young latin woman , stunning beauty , pale sweaty skin , symmetrical pronounced face , big brown eyes , white sports bra , toned stomach , perfect breasts , dense voluminous hair , gym on rooftop terrace background , penthouse atmosphere , stunning background with city view , cinematic lighting , highly detailed , intricate , sharp focus , (((depth of field))) , (((f/1.8))) , 85mm , (((professionally graded color))) , (((dusk))) , soft diffuse light , volumetric fog , hdr 4k , 8k ,
professional photo of a beautiful young woman , gorgeous beauty , sweaty pale skin , symmetrical face , wearing white sports bra , toned stomach , perfect boobs , dense voluminous hair , rooftop terrasse gym in background , penthouse environment , stunning background with city view , cinematic lighting , highly detailed , intricate , sharp focus , (((depth of field))) , (((f/1.8))) , 85mm , (((professionally color graded))) , (((dusk))) , soft diffused light , volumetric fog , hdr 4k , 8k ,
professional photo of Lamborghini sports car in motion , tuned , need for speed , shiny metal , city in the background , ((wallpaper)) , low angle , intricate , highly detailed , elegant , DSLR , canon , digital painting , pinterest , artstation , concept art , smooth , sharp focus , illustration , unreal engine , blender , behance , 500px , art by artgerm and greg rutkowski and alphonse mucha , 4k ,
A complex 3D render of a cyborg owl in the night , wings spreaded , dead-center in frame , robotic parts , microchip , ultra detailed wires and cog wheels , lace , electric cables , in a cyberpunk city , furious expression , eyes glowing , breathing smoke , vibrant , esport , epic , celestial , moody , cinematic lighting , 150 mm , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , IMAX , dark studio , low key , high contrast , flawless detail , award-winning , expertly crafted , detailed pupils , colour grading , post-processed , rim light , hyperrealistic ,
a Lamborghini sports car in motion (((at night))) , high speed , movie action scene , (((Need for Speed))) , illegal racing game , ((cityscape in background)) , ((detailed stunning environment)) , (foggy) , moody dark atmosphere , bright headlights , neon underground aesthetics , (scifi) , cyberpunk , blade runner , cinematic , cover art , (low front angle) , full view of a sports car , intricate , highly detailed , digital painting , digital art , artstation , concept art , (color contrast) , smooth , sharp focus , illustration , affinity photo , wallpaper , behance , art by artgerm and greg rutkowski and alphonse mucha , 4k , 8k ,
theme , ((beautiful face , blonde)) , (beautiful woman , slim , big hips , full body beautiful , beautiful legs) , (intricate clothing: sci-fi outfit , sporty black top , super tight white short minidress) , ((sci-fi military , Elegant , mysterious , Sci-Fi , Dark , Alluring , Ornate , Godlike HighTech MechaTronic , Looks at lens , Battle ready , Vibrant , )): ((perfect blending)) , shadows , clean image , high quality , high details , 8K , HDR , sharp graphics , realistic , beautiful scenery , intricate details. ,
Emma Watson is portrayed as the iconic Elsa from Disney's Live series in this stunning full-body portrait that captures her beauty and grace in a snowy environment. The image features Emma Watson dressed in an elegant white dress with intricate details , surrounded by a beautiful winter landscape with snowflakes falling gently around her. The cinematic style adds to the grandeur of the scene , while the cover art quality enhances its appeal as a work of art. The highly detailed and smooth image showcases Emma Watson's athletic physique in an intricate way that captures your attention from every angle. Overall , this full-body portrait illustration showcases Emma Watson's beauty in a stunning and realistic way that transports you into the world of Disney's Live series. The combination of cinematic lighting , atmospheric scenery , ultra photoreal quality , 8k sharp focus , smiling expression , athletic pose , surprised look , and swimming action make it one of the most breathtaking and captivating images available today. ,
a Porsche sports car in motion (((at night))) , high speed movie action scene , (((Need for Speed))) , illegal racing game , ((cityscape in background)) , ((detailed stunning environment)) , (foggy) , moody dark atmosphere , bright headlights , neon underground aesthetics , (scifi) , cyberpunk , blade runner , cinematic , cover art , (low front angle) , full view of a sports car , [[[wallpaper]]] , intricate , highly detailed , digital painting , digital art , artstation , concept art , smooth , sharp focus , illustration , affinity photo , behance , art by artgerm and greg rutkowski and alphonse mucha , 4k , 8k ,
image of a young woman by Greg Rutkowski , front , front view , full body scene , nude , nsfw , long hair , elegant , attractive , goddess , kind , pretty , smiling , female , highly detailed , bright open eyes , cityscape in background , scifi , realistic digital painting , artstation , concept art , smooth , sharp focus illustration , Artstation HQ , attractive , sporty , sexy , seductive , pretty , naked , skin , nsfw , gorgeous , picture , beautiful sexy model , nude , bare , naked , perfect skin , looking at the camera , beautiful symmetrical face , sensual body , posing sexy ,
a Porsche sports car in motion (((at night))) , high speed , (motion blur) , movie action scene , (((Need for Speed))) , wet road , illegal racing game , ((cityscape in background)) , ((detailed stunning environment)) , (foggy) , moody dark atmosphere , bright headlights , neon underground aesthetics , (scifi) , cyberpunk , blade runner , cinematic , cover art , (low front angle) , full view of a sports car , intricate , highly detailed , digital painting , digital art , artstation , concept art , (((complementary colors))) , (((color contrast))) , smooth , sharp focus , illustration , affinity photo , [wallpaper] , behance , art by artgerm and greg rutkowski and alphonse mucha , 4k , 8k ,
professional portrait photograph of Dakota Johnson , sweaty glowing skin , gorgeous symmetrical face , natural makeup , ((wearing white sports bra and white sports leggings)) , toned stomach , perfect breasts , (long voluminous hair) , elegant confident feminine pose , (rooftop garden in background) , stunning background with city view , (light morning haze) , highly detailed , intricate , sharp focus , (((depth of field))) , (((f/1.8))) , 85mm , medium shot , mid shot , (((professionally color graded))) , bright soft diffused light , (volumetric fog) , trending on instagram , hdr 4k , 8k ,
Within the pages of Architectural Digest , a photograph transports viewers to a world of tranquility—a simple , small , elegant Japanese tea room constructed with natural materials such as bamboo , wood , and tatami mats. Captured by a medium format camera equipped with a wide-angle lens , the image takes on a hyperrealistic and surreal quality. Bathed in soft , natural light , the room emanates a serene and minimalistic aura. The blend of architectural and still-life photography showcases the exquisite craftsmanship and intricate details that define this award-winning masterpiece. With high-resolution digital film , the image becomes an epic and stunning portrayal , inviting viewers to appreciate the incredible artistry within the tea room's walls. ,
a Lamborghini sports car in motion (((at night))) , high speed , movie action scene , (((Need for Speed))) , illegal racing game , ((cityscape in background)) , ((detailed stunning environment)) , (foggy) , moody dark atmosphere , bright headlights , neon underground aesthetics , (scifi) , cyberpunk , blade runner , cinematic , cover art , (low front angle) , full view of a sports car , intricate , highly detailed , digital painting , digital art , artstation , concept art , (color contrast) , smooth , sharp focus , illustration , affinity photo , wallpaper , behance , art by artgerm and greg rutkowski and alphonse mucha , 4k , 8k ,
3D cars in the night , dead center in frame , machined parts , microchip , super detailed wires and cogs , lace , power cables , in a cyberpunk city , angry expression , glowing eyes , smoke breathing , lifelike , esport , epic , cyan , Moody , Cinematic Lighting , 150mm , Lens Flare , Highly Detailed , Sharp Focus , Octane Rendering , HDRI , Intense , Dramatic , Warm Colors , Fiery Effect , Professional , IMAX , Studio Dark , Low Key , High Contrast , Flawless Detail Award-Winning , Expertly Rendered , Detailed Pupils , Tonal Grading , Post-Processing , Edge Light , Ultra-Realistic ,