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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. ,
Top-down , realistic photographic style image of a Caucasian woman with an elaborate Qing Dynasty imperial concubine 'liangbatou' hairstyle , adorned with subtle hair ornaments. She is slumped languidly on a richly decorated dragon bed within the Chuxiu Palace of the Forbidden City. She is dressed in delicate , pale silk palace undergarments , with her shoulders bare. Her face shows a blank , confused expression , with unfocused eyes. The Chuxiu Palace is richly decorated with traditional Chinese art and lacquered furniture. Soft , diffused light filters into the room. High resolution , detailed textures , shallow depth of field to focus on the woman. ,
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. ,
Dark futuristic city with a sprawling skyline extending across the horizon. Tall spear-shaped buildings pierce the sky , emitting beams of light into space from their peaks , illuminating the darkness. A mysterious labyrinth takes center stage , surrounded by scattered trees whose shadows creep towards the city , the sole source of light and life. The scene is surreal and exudes an ultra-high quality. ,
Dark futuristic city with a sprawling skyline extending across the horizon. Tall spear-shaped buildings pierce the sky , emitting beams of light into space from their peaks , illuminating the darkness. A mysterious labyrinth takes center stage , surrounded by scattered trees whose shadows creep towards the city , the sole source of light and life. The scene is surreal and exudes an ultra-high quality. ,
Dark futuristic city with a sprawling skyline extending across the horizon. Tall spear-shaped buildings pierce the sky , emitting beams of light into space from their peaks , illuminating the darkness. A mysterious labyrinth takes center stage , surrounded by scattered trees whose shadows creep towards the city , the sole source of light and life. The scene is surreal and exudes an ultra-high quality. Color in Bleu monochrome ,
An awe-inspiring digital image of a futuristic cityscape that showcases the advanced design and technology of an alien civilization , with a style that is highly detailed , cinematic , and trending on Artstation. The city should be dominated by towering buildings , each with a unique shape and shimmering facade made of innovative materials. The lighting should be dynamic , with vivid hues of blue and purple electrifying the cityscape , and the holographic fountains should be floating in mid-air , surrounded by lush gardens and futuristic sculptures. The background should be a smooth expanse of space , with stars and planets twinkling in the distance , creating a breathtaking contrast between the organic beauty of the city and the infinite expanse of space. The resulting digital image should be epic , exciting , and capture a moody and celestial atmosphere , with soft lighting and the use of HDRI for maximum realism. The image should showcase the highest level of professionalism , with the use of industry-leading equipment such as 35mm , Zeiss , Hasselblad , Fujifilm , Arriflex , IMAX , and be available in resolutions up to 8k. The image should be hyper-realistic , featuring a lens flare , and resembling a matte painting or concept art , with a soft render and highly detailed architectural features , all while maintaining the quality and standards of leading CGSociety and Octane Render. Overall , the resulting image should be an exemplary piece of digital art , highly detailed , inspiring , and worthy of being featured in a magazine or as a high-quality wallpaper. ,
colored digital line art , splatter drippings , paper texture , medium shot portrait of a beautiful female character in the style of Merlyn Monroe and [mass effect] , wearing a intricate detailed casual outfit , gorgeous eyes , beautiful face , dynamic pose , intricate , elaborate , dramatic lighting , russ mills , sakimichan , wlop , loish , artgerm ,
mangas , color digital line art , drippings , paper texture , beautiful man character , wearing a intricate detailed outfit , gorgeous eyes , beautiful face , dynamic pose , intricate , elaborate , dramatic lighting , russ mills , sakimichan , wlop , loish , artgerm , arcane style , girl , Cyberpunk , Ink Dropped in water , frosted tips hair , grunge t-shirt , tattoos , perfect shading , elaborate , epic composition , octane render , unreal engine , 8k , extremely detailed , ultra realistic HDR , tie , detailed portrait , cell shaded , concept art , pixiv. cinematic dramatic atmosphere , sharp focus , volumetric lighting , cinematic lighting , studio quality , Seed: 79920 , Scale: 7.79 , Steps: 75 , Img Width: 512 , Img Height: 768 , model version: Diffusion Beecustom arcane diffusion v3 , Negative Prompt , cgi , sexy ultra details bodies , ultra details heads , ultra doll , details nipples , ultra Details anatomy +++ , blurry , fuzzy , details arms , details fingers , details hands , tiling , mutated , out of frame , cloned face , Pencil Sketch ,
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. ,
photo of woman Android , Neko-helmet , blindfold , clear transparent plastic body , cowboy shot , big breast , hyper realistic , hyper detailed , 4K , Physical Based Rendering , robot arm , robot legs , light armor , Android , robot , transparent skin , cyberpunk , SF , laboratory , indoor , electric circuit ,
colored digital line art , splatter drippings , paper texture , beautiful female character in the style of jinx , wearing a intricate detailed casual outfit , gorgeous eyes , beautiful face , dynamic pose , intricate , elaborate , dramatic lighting , russ mills , sakimichan , wlop , loish , artgerm , arcane style , girl , Cyberpunk , cool colorful , flowerpunk moebius , Ink Dropped in water , splatter drippings , frosted tips hair , grunge t-shirt , tattoos , perfect shading , elaborate , epic composition , octane render , unreal engine , 8k , extremely detailed , ultra realistic HDR , tie , detailed portrait , cell shaded , concept art , pixiv. cinematic dramatic atmosphere , sharp focus , volumetric lighting , cinematic lighting , studio quality , Seed: 79920 , Scale: 7.79 , Steps: 75 , Img Width: 512 , Img Height: 768 , model version: Diffusion Beecustom arcane diffusion v3 , Negative Prompt , cgi , sexy ultra details bodies , ultra details heads , ultra doll , details nipples , ultra Details anatomy , blurry , fuzzy , details arms , details fingers , details hands , tiling , mutated , out of frame , cloned face , Pencil Sketch ,
Elaborate , highly detailed Fantasy Russian Basilica in winter , snow covered trees in a detailed epic winter landscape with a stream , with sparkles , by Ferdinand Knab , Raffaello Ossola , Erik Johansson , gediminas pranckevicius , intricate complex defined maximalist photorealistic matte painting , bright colors , 8K resolution , polished ethereal divine magical ,
arcane style , Cyberpunk , cool colorful , flowerpunk moebius , Ink Dropped in water , splatter drippings , frosted tips hair , grunge t-shirt , tattoos , perfect shading , elaborate , epic composition , octane render , unreal engine , 8k , extremely detailed , ultra realistic HDR , tie , detailed portrait , cell shaded , 4 k , concept art , by wlop , ilya kuvshinov , artgerm , krenz cushart , greg rutkowski , pixiv. cinematic dramatic atmosphere , sharp focus , volumetric lighting , cinematic lighting , studio quality , Seed: 79920 , Scale: 7.79 , Steps: 75 , Img Width: 512 , Img Height: 768 , model version: Diffusion Beecustom arcane diffusion v3 , Negative Prompt , cgi , details bodies , details heads , doll , nipples , Details anatomy , blurry , fuzzy , details arms , details fingers , details hands , tiling , mutated , out of frame , cloned face , Pencil Sketch ,
Arcane graphique style , fortiche , splatter drippings , color digital line art , beautiful men portrait , wearing a intricate detailed outfit , gorgeous eyes , beautiful face , dynamic pose , elaborate , dramatic lighting , wlop , loish , artgerm , Ink Dropped in water , frosted tips hair , perfect shading , elaborate , epic composition , octane render , unreal engine , 8k , extremely detailed , ultra realistic HDR , tie , detailed portrait , cell shaded , pixiv. cinematic dramatic atmosphere , sharp focus , volumetric lighting , cinematic lighting , studio quality , model version: arcane diffusion v3 , Negative Prompt , cgi , elegant ultra details bodies +++ , ultra details heads +++ , details nipples , ultra Details anatomy +++ , blurry , fuzzy , details arms +++ , details fingers +++ , details hands +++ , mutated , out of frame , cloned face. ,
Bringing together creativity , technology and sustainability , the Universidad Central de Venezuela is a modern-day oasis for aspiring designers. Designed by world-renowned architect Gaudi , this campus serves as a source of inspiration and a hub for innovation. Embracing the rich cultural heritage of Caracas while embracing cutting-edge design practices , the UCV campus is a vibrant and dynamic space that fosters collaboration and growth. From textiles and product design to graphics and animation , students here are empowered to turn their artistic visions into tangible realities. Join us in this unique artistic journey and become a part of the design revolution that is shaping India's future.Zaha Hadid Architects thesis level design art and culture elements , 3D acadamic block hostel blocks oat landscape parking canteen sports complex interior view tree concept , cluster form , fuctional spaces , design evolution ,
colored digital line art , splatter drippings , paper texture , beautiful female character in the style of jinx [ League of legend ] , wearing a intricate detailed casual outfit , gorgeous eyes , beautiful face , dynamic pose , intricate , elaborate , dramatic lighting , russ mills , sakimichan , wlop , loish , artgerm , arcane style , girl , Cyberpunk , cool colorful , flowerpunk moebius , Ink Dropped in water , splatter drippings , frosted tips hair , grunge t-shirt , tattoos , perfect shading , elaborate , epic composition , octane render , unreal engine , 8k , extremely detailed , ultra realistic HDR , tie , detailed portrait , cell shaded , concept art , pixiv. cinematic dramatic atmosphere , sharp focus , volumetric lighting , cinematic lighting , studio quality , Seed: 79920 , Scale: 7.79 , Steps: 75 , Img Width: 512 , Img Height: 768 , model version: Diffusion Beecustom arcane diffusion v3 , Negative Prompt , cgi , details bodies , details heads , doll , nipples , Details anatomy , blurry , fuzzy , details arms , details fingers , details hands , tiling , mutated , out of frame , cloned face , Pencil Sketch ,
The image is a radiant stained glass portrait of an African woman. Her face is the embodiment of grace and beauty , captured in a side profile that accentuates her striking features. The woman's skin is rich and smooth , a warm shade that glows against the intricate backdrop. She wears an elaborate headwrap that coils around her head in a lavish display of patterns and colors , each fold highlighted by the stained glass technique , giving the impression of a luxurious textile. Her jewelry , a mix of necklaces and large hoop earrings , is a cascade of vibrant beads and ornaments , adding a touch of elegance and cultural richness to her ensemble. The stained glass surrounding her is a mosaic of earthy tones and organic shapes , reminiscent of natural elements like leaves and water , blending seamlessly with more geometric designs. Light seems to filter through the glass , illuminating her profile and lending an almost divine aura to the artwork. This piece is not only a celebration of the woman's physical beauty but also an homage to the cultural heritage and artistry of African design , presented through the lens of contemporary stained glass artistry. ,
mangas , digital line art , drippings , paper texture , beautiful female character in the style of jinx , wearing a intricate detailed outfit , gorgeous eyes , beautiful face , dynamic pose , intricate , elaborate , dramatic lighting , russ mills , sakimichan , wlop , loish , artgerm , arcane style , girl , Cyberpunk , flowerpunk moebius , Ink Dropped in water , frosted tips hair , grunge t-shirt , tattoos , perfect shading , elaborate , epic composition , octane render , unreal engine , 8k , extremely detailed , ultra realistic HDR , tie , detailed portrait , cell shaded , concept art , pixiv. cinematic dramatic atmosphere , sharp focus , volumetric lighting , cinematic lighting , studio quality , Seed: 79920 , Scale: 7.79 , Steps: 75 , Img Width: 512 , Img Height: 768 , model version: Diffusion Beecustom arcane diffusion v3 , Negative Prompt , cgi , sexy ultra details bodies , ultra details heads , ultra doll , details nipples , ultra Details anatomy , blurry , fuzzy , details arms , details fingers , details hands , tiling , mutated , out of frame , cloned face , Pencil Sketch ,
A sprawling metropolis bathes in a warm , golden light as a sleek Audi A6 e-tron hybrid spearheads a fleet of city-dwelling electric and hybrid vehicles on a futuristic , elevated highway. The futuristic cars weave through a labyrinth of curvaceous skyscrapers as streetlights and billboards illuminate the city's vibrant , high-tech atmosphere. ,
portrait of puckish , by range murata and leyedencker , ultra realistic shaded lighting poster by greg rutkowski , cosplay of a catboy! maid! dress , thomas reimann , trees bent over river , jamie wyeth james gilleard edward hopper greg rutkowski acrylic painting , dark leather armor , 8k UHD , modest curvy holy body , D&D fantasy magic , by jeff todd and greg rutkowski , inspired by nier!! Gradient black night color scheme ((grafitti tag brick wall background)) , endless collaboration with ai , hairy chest and hairy body , slight smile expression , by WLOP and James Jean and Victo Ngai , strange emotions ,
centered portrait of a beautiful white haired woman wearing a blue venetian mask , wes anderson girl , Pinterest , leeloo cosplay , casting magic spell , paint tool sai , by anton fadeev and paul lehr and david heskin and josan gonzalez , winged head , lab coat and tee shirt , by hirohiko araki , blue and orange ,