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. ,
k pop , 3d anime style , absurdly cute Japanese male , doll like , short black hair , an ultrafine hyperrealistic render , intricate linework , unreal engine highly rendered , global illumination , radiant light , intricate detailed face , 4K , realistic shadows , looking at you , vibrant colors , perfect symmetrical eyes , night , ,
k pop , 3d anime style , absurdly cute Japanese male , doll like , short black hair , an ultrafine hyperrealistic render , intricate linework , unreal engine highly rendered , global illumination , radiant light , intricate detailed face , 4K , realistic shadows , looking at you , vibrant colors , perfect symmetrical eyes , night , ,
humongous giant bodybuilder 10 feet tall , , 36 years old , 400 pounds of pure lean muscle. He is huge and rugged like a masculine cowboy. He has a rugged beard and hair. He has abnormally large muscles , especially his pecs , chest , arms , shoulders , and neck. They are all bulging out of him while he flexes cockily. He is flexing his pecs. His pecs are the biggest muscles on his body , they are popping outward almost covering his torso. He has his hands on each of his pecs fondling them sexily. He is at the beach with no shirt and very tight shorts. A huge bulge can be seen in the shorts. ,
This luxurious living room on a space ship boasts a panoramic window that wraps around one entire wall , offering a stunning view of the earth and the stars beyond. The furniture is plush and inviting , with plush sofas and armchairs upholstered in soft , cream-colored fabric. A large , rectangular coffee table made of clear glass sits at the center of the room , and a few decorative pillows add pops of color. A few high-tech gadgets , such as a holographic display and a floating shelf , add a futuristic touch ,
a desk with tablets , hardware pieces , junkfood , printouts , computer , and holograms , the walls of the room are decorated with posters , windows offering a view to a subway station , cyberpunkt , soft light , highly detailed , intricate , wide angle , by popular artists greg rutkowski and jason felix , trending on artstation , masterpiece , 8k , realistic face , realistic eyes , highest quality , realistic hands ,
1girl , (ulzzang-6500)0.7 , kpop idol , yae miko , detached sleeves , bare shoulders , pink hair , long hair , japanese clothes , best quality , (painting)1.5 , (hair ornament)1.4 , jewelry , purple eyes , earrings , breasts , torii , cherry blossoms , lantern light , depth of field , detailed face , face focus , ribbon_trim , (looking at viewer)1.3 , nontraditional miko , shiny skin , long sleeves , smile , thick lips , game cg , hands on lips , east asian architecture , (blurry background)1.2 , sitting , upper body , ,
Prompt: Illustration of a surreal , otherworldly scene featuring a giant , detailed and intricate tree with beautiful lighting and realistic proportions , as if it were a cinematic background , by popular artists Jeremy Geddes and Zara Gonzalez Hoang , 4k , clean , realistic face , realistic eyes , highest quality , realistic hands , trending on artstation , masterpiece ,
Prompt: Digital illustration of a battle scene in a fantastical forest , with detailed and intricate characters and creatures engaged in combat and beautiful lighting casting shadows on the ground , as if it were a cinematic movie poster , by popular artists Ning Zhang and Alan Baker , 4k , clean , realistic face , realistic eyes , highest quality , realistic hands , trending on artstation , masterpiece ,
a men in shadow with hod and vr helmet in a desk with tablets , hardware pieces , junkfood , printouts , computer , and holograms , the walls of the room are decorated with posters , windows offering a view to a subway station , cyberpunkt , soft light , highly detailed , intricate , wide angle , by popular artists greg rutkowski and jason felix , trending on artstation , masterpiece , 8k , realistic face , realistic eyes , highest quality , realistic hands , wide camera plane ,
photograph portrait of a young insanely beautiful woman staring at the camera , pop chic clothing , long reddish brown ponytail hair , top hourglass body , cinematic outdoors lighting , low angle medium shot , flirty and playful , vivid emotion , shallow depth of field urban city background , detailed peach fuzz , symmetric circular iris , subtle glitter makeup , detailed moisture , detailed droplets , detailed intricate hair strands , DSLR , ray tracing reflections , by Pino Daeni , by Larry Bud Melman , symmetrical face and body , cgsociety , gottfried helnwein and Irakli Nadar , eye reflections , focused , unreal engine 5 , vfx , post processing , post production , single face , Tanvir Tamim , ultra realistic photography , shot on Hasselblad X1D-50c , ISO 100 Negative prompt:cropped , out of frame , out of focus , off-centered , extra fingers , multiple faces , multiple body , spots on face , mutated hands , poorly drawn hands , poorly drawn face , mutation , deformed , ugly , blurry , bad anatomy , bad proportions , extra limbs , cloned face , disfigured , out of frame , ugly , extra limbs , bad anatomy , gross proportions , malformed limbs , missing arms , missing legs , extra arms , extra legs , mutated hands , fused fingers , too many fingers , long neck , watermark , trademark , logo , text , signature , ,
1girl , (ulzzang-6500:0.7) , kpop idol , yae miko , detached sleeves , bare shoulders , pink hair , long hair , japanese clothes , best quality , (painting:1.5) , (hair ornament:1.35) , jewelry , purple eyes , earrings , breasts , torii , cherry blossoms , lantern light , depth of field , detailed face , face focus , ribbon_trim , (looking at viewer:1.25) , nontraditional miko , shiny skin , long sleeves , smile , thick lips , game cg , hands on lips , east asian architecture , (blurry background:1.2) , sitting , upper body , ,
full body 3 d render of dracula as a funko pop! , in the style of Rembrandt and Giger , rtx , classical antiquities on display , japanese dojo in background , god of thunder , insane complexity , the matrix code , johnny sins creampie , sexy retro pinup. hyperrealistic , john william waterhouse , winter vibes , sci - fi armor ,
Full-length portrait photograph of a popstar woman that brings together the most beautiful features of Kate Beckinsale and Katy Perry. A body. realistic details In lawyer clothes. Large eyes. Straight black hair. real photo Realism. deep details. Pearly eyes. Glowing look. High Definition. Spectacular lighting. 4K. Photo capture made with a Samsung S10 cell phone. Realism. high quality photo. many details Office style. super realistic , confident , bold , passionate , seductive , expressive , charismatic , intricate fashion clothing , highly detailed , sharp focus , illustration , 8K , art by artgerm and greg rutkowski and alphonse. realistic photo ,
/imagine prompt: Prompt: Illustration of a surreal , otherworldly scene featuring a giant , detailed and intricate tree with beautiful lighting and realistic proportions , as if it were a cinematic background , by popular artists Jeremy Geddes and Zara Gonzalez Hoang , 4k , clean , realistic face , realistic eyes , highest quality , realistic hands , trending on artstation , masterpiece::2.4 diabolic::1 da vinci::1 cellulose::1 carbon fiber::1 dusk::1 fire::1 lava glow::1 ultra wide angle lens::1 frida kahlo::1 vermillion::1 neon red color::1 amber::1 citrus::1 aluminum::1 carbon fiber::1 skin::1 metallic::1 --quality 2 ,
rfktrstyle"Venoms Fang" phosphorescent print-ready , urban pop art style , cosmic green , immaculate black canvas , Splatter paint charisma , a sensation on ArtStation , crystal-clear precision , studio depiction , detailed linework , unmatched intricacy , in the vein of Greg Rutkowski's magic , Watercolor glow , trending on artstation , laser-sharp clarity , studio visualization , intricate textures , masterfully crafted , channeling the spirit of Greg Rutkowski. , Watercolor , trending on artstation , sharp focus , studio photo , intricate details , highly detailed , by greg rutkowski --q99 --testp --chaos 90 ,
masterpiece , best quality , (realistic , photo-realistic:1.4) , (RAW photo:1.2) , extremely detailed CG unity 8k wallpaper , an extremely delicate and beautiful , amazing , finely detail , official art , absurdres , incredibly absurdres , huge filesize , ultra-detailed , extremely detailed , beautiful detailed girl , extremely detailed eyes and face , beautiful detailed eyes , light on face , nsfw , 1girl , cute , looking at viewer , (perfect female figure) , slim waist , (kpop idol) , (aegyo sal:1) , full body , large breasts , standing , school uniform , plaid skirt , collared shirt , midriff , unbuttoned , open clothes , nipples , bangs , facce blushing , biting lip , ulzzang-6500-v1.1 ,
rfktrstyle"Raven Psycho" phosphorescent print-ready , urban pop art style , cosmic black , immaculate black canvas , Splatter paint charisma , a sensation on ArtStation , crystal-clear precision , studio depiction , detailed linework , unmatched intricacy , in the vein of Greg Rutkowski's magic , Watercolor glow , trending on artstation , laser-sharp clarity , studio visualization , intricate textures , masterfully crafted , channeling the spirit of Greg Rutkowski. , Watercolor , trending on artstation , sharp focus , studio photo , intricate details , highly detailed , by greg rutkowski --q 99 --testp --chaos 90 ,
intricate , complex , ultra detailed , illustration of a robot , fantasy horror art , photorealism , bleak colors , hyperrealistic , sharp focus , 8k , Concept Art , octane , CGI , masterpiece , highest quality , by popular artist H.R. Giger and frank frazetta , realistic hands and arms , realistic face , apocalyptic background , metropolis ,
Full-length portrait photograph of a popstar woman that brings together the most beautiful features of Kate Beckinsale and Katy Perry. A body. realistic details In lawyer clothes. Large eyes. Straight black hair. real photo Realism. deep details. Pearly eyes. Glowing look. High Definition. Spectacular lighting. 4K. Photo capture made with a Samsung S10 cell phone. Realism. high quality photo. many details Office style. super realistic , confident , bold , passionate , seductive , expressive , charismatic , intricate fashion clothing , highly detailed , sharp focus , illustration , 8K , art by artgerm and greg rutkowski and alphonse. realistic photo ,