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 , ,
a cat wearing a costume , alien cyborg hindu male godbody , unreal engine fantasy art , fractal details , dramatic sci-fi background , inspired by Otto Pilny , by Kanō Naizen , detailed face features , rene lalique and eddie mendoza , character art , featured face details , photoreal details , new character ,
a cat wearing a costume , alien cyborg hindu male godbody , unreal engine fantasy art , fractal details , dramatic sci-fi background , inspired by Otto Pilny , by Kanō Naizen , detailed face features , rene lalique and eddie mendoza , character art , featured face details , photoreal details , new character ,
a cat wearing a costume , alien cyborg hindu male godbody , unreal engine fantasy art , fractal details , dramatic sci-fi background , inspired by Otto Pilny , by Kanō Naizen , detailed face features , rene lalique and eddie mendoza , character art , featured face details , photoreal details , new character ,
The image portrays a solemn and serene nun in prayer , captured in the timeless beauty of a stained glass artwork. She stands at the center , her eyes gently closed and hands devoutly clasped , embodying a deep spiritual reverence. Her traditional habit flows gracefully , detailed with folds and shadows that add to the realism of the portrayal. Behind her , a halo of golden light radiates , symbolizing her holy devotion. Above and around her , angels descend gently from the heavens , their wings outstretched and adorned with an array of soft , pastel colors that give a sense of their ethereal and divine nature. Each angel carries an aura of peace and benevolence , contributing to the sanctity of the scene. The background features a lush landscape with hints of a sunrise or sunset on the horizon , suggesting the promise of hope and renewal. The stained glass divides light and color into intricate patterns , with lead lines meticulously defining every detail , from the angels' feathers to the nun's contemplative expression. The bottom of the artwork is adorned with floral motifs , adding an element of earthly beauty to the celestial theme. This stained glass masterpiece evokes a sense of tranquility and divine grace , perfect for inspiring contemplation and reverence. ,
the portrait of the absurdly beautiful , graceful , elegant , gorgeous , fashionable photorealistic anime european woman made of cherries and white petals with tears , an ultrafine hyperrealistic illustration by kim jung gi , irakli nadar , intricate linework , bright colors , octopath traveler , final fantasy , unreal engine highly rendered , global illumination , radiant light , intricate environment ,
tmasterpiece , high high quality , cinematic Film still from , one-girl , Golden hair , Sunflowers are worn on the head , floating in sky , Cloud Girl , Clouds , (closeup cleavage: 1.1) , brightly , cheerfulness , intriguing , gentlesoftlighting , (bauhause , Shape , lineworks , abstracted: 1.1) , asian ,
parameters best quality , ultra-detailed , masterpiece , finely detail , highres , 8k wallpaper , Realistic details , clothing details , skin details , photoshop \(medium\) , Slim body , 1girl , 22 years old , beautiful eyes , real skin , fine face , bangs , long hair , black hair , blunt bangs , large breasts , Lotus , pond , East Asian architecture , Chinese style , halterneck dress , Lace , perspective , <lora:koreanDollLikeness_v15:0.4> , <lora:new_CNgirls:0.3> , <lora:JapaneseDollLikeness_v15:0.2> , <lora:TaiwanDoll:0.2> , (ulzzang-6500-v1.1:0.5) , <lora:flowergirl:0.65> , Negative prompt: EasyNegative , (worst quality , low quality:1.4) , watermark , logo , bad anatomy , extra fingers , extra hands , body hair , mosaic , skin spots , acnes , skin blemishes , bad anatomy , text , username , blurry , bad feet , cropped , poorly drawn hands , poorly drawn face , mutation , deformed , worst quality , low quality , normal quality , jpeg artifacts , signature , watermark , extra fingers , fewer digits , (extra limbs) , (extra arms , extra legs) , malformed limbs , fused fingers , too many fingers , long neck , cross-eyed , mutated hands , polar lowres , bad body , bad proportions , gross proportions , text , error , missing fingers , missing arms , missing legs , extra digit , (extra arms) , extra leg , extra foot , (bad-hands-5:0.8) Steps: 20 , Sampler: DPM++ 2M Karras , CFG scale: 7 , Seed: 2305921568 , Size: 640x960 , Model hash: fc2511737a , Model: chilloutmix_NiPrunedFp32Fix , Clip skip: 2 , ENSD: 31337 , Version: v1.2.1 ,
HD photo , above shoulder front portrait of a beauty cyborg , elegant realistic gravure idol , an ultrafine hyperdetailed by kim jung gi , Soey Milk , wlop , artgerm , greg rutkowski , alphonse mucha , intricate linework , bright colors , victorian , japanese tradition suit , ornate , dynamic , rich colors ,
a cat wearing a costume , alien cyborg hindu male godbody , unreal engine fantasy art , fractal details , dramatic sci-fi background , inspired by Otto Pilny , by Kanō Naizen , detailed face features , rene lalique and eddie mendoza , character art , featured face details , photoreal details , new character ,
parameters dramatic angle , (fluttered detailed ink splashs) , (illustration) , (((1 girl))) , long hair , silvery hair , purple eyes , (rain:0.6) , hair ornament , there is an ancient palace beside the girl , chinese clothes , (focus on) , color Ink wash painting , (ink splashing) , color splashing , ((colorful)) , [sketch] , Masterpiece , best quality , beautifully painted , highly detailed , (denoising:0.7) , [splash ink] , yin yang , <lyco:WuMo2:0.7> , black bow , looking at viewer , <lora:new_CNgirls:0.4> , <lora:koreanDollLikeness:0.2> , <lora:taiwanDollLikeness_v20:0.2> Negative prompt: lowres , bad anatomy , bad hands , text , error , missing fingers , extra digit , fewer digits , cropped , worstquality , low quality , normal quality , jpegartifacts , signature , watermark , username , blurry , bad feet Steps: 30 , Sampler: DPM++ 2M Karras , CFG scale: 7 , Seed: 1102609005 , Size: 640x960 , Model hash: 4078eb4174 , Model: 3Guofeng3_v33 , Clip skip: 2 , ENSD: 31337 , Version: v1.2.1 ,
masterpiece , best quality , 1girl , bag , upper body , street , bangs , bare shoulders , beret , black footwear , black headwear , brown eyes , brown hair , closed mouth , handbag , hat , holding , longhair , long sleeves , looking_at_viewer , off shoulder , shoes , skirt , sleeves_past_wrists , socks , solo , sweater , white legwear Negative prompt: verybadimagenegative_v1.1-6400 , illustration , 3d , sepia , painting , cartoons , sketch , (worst quality:2) , (low quality:2) , (normal quality:2) , lowres , bad anatomy , bad hands , normal quality , ((monochrome)) , ((grayscale)) , futanari , full-package futanari , penis_from_girl , newhalf , nipplepierces , glans penis , collapsed eyeshadow , multiple eyeblows , vaginas in breasts , holes on breasts , NSFW , (worst quality:2) , (low quality:2) , (normal quality:2) , lowres,normal quality , ((monochrome)) , ((grayscale)) , skin spots , acnes , skin blemishes , age spot , (ugly:1.331) , (duplicate:1.331) , (morbid:1.21) , (mutilated:1.21) , (tranny:1.331) , mutated hands , (poorly drawn hands:1.5) , blurry , (bad anatomy:1.21) , (Bad proportions:1.331) , extra limbs , (disfigured:1.331) , (missing arms:1.331) , (extra legs:1.331) , (fused fingers:1.61051) , (too many dingers:1.61051) , (unclear eyes:1.331) , lowers , bad hands , missing fingers , extra digit , bad hands , missing fingers , (((extra arms and legs))) Steps: 32 , Sampler: DPM++ 2M SDE Karras , CFG scale: 8.5 , Seed: 183690718 , Size: 832x1024 , Model hash: 51020e5323 , Clip skip: 2 , Version: v1.3.2 ,
parameters best quality , ultra-detailed , masterpiece , finely detail , highres , 8k wallpaper , Realistic details , clothing details , skin details , photoshop \(medium\) , Slim body , 1girl , 22 years old , beautiful eyes , real skin , fine face , bangs , long hair , black hair , blunt bangs , large breasts , bedroom , Camisole dress , <lora:koreanDollLikeness_v15:0.4> , <lora:new_CNgirls:0.2> , (ulzzang-6500-v1.1:0.5) , <lora:Camisoledress:0.55> , <lora:yurisaLora_v40:0.4> Negative prompt: EasyNegative , (worst quality , low quality:1.4) , watermark , logo , bad anatomy , extra fingers , extra hands , body hair , mosaic , skin spots , acnes , skin blemishes , bad anatomy , text , username , blurry , bad feet , cropped , poorly drawn hands , poorly drawn face , mutation , deformed , worst quality , low quality , normal quality , jpeg artifacts , signature , watermark , extra fingers , fewer digits , (extra limbs) , (extra arms , extra legs) , malformed limbs , fused fingers , too many fingers , long neck , cross-eyed , mutated hands , polar lowres , bad body , bad proportions , gross proportions , text , error , missing fingers , missing arms , missing legs , extra digit , (extra arms) , extra leg , extra foot , (bad-hands-5:0.8) Steps: 20 , Sampler: DPM++ 2M Karras , CFG scale: 7 , Seed: 2843940840 , Size: 640x960 , Model hash: fc2511737a , Model: chilloutmix_NiPrunedFp32Fix , Clip skip: 2 , ENSD: 31337 , Version: v1.2.1 ,
the face of a ridiculously beautiful and pretty woman partially made of onion rings of all colors looking up , an ultrafine detailed illustration by james jean , final fantasy , intricate linework , bright colors , behance contest winner , vanitas , angular , altermodern , unreal engine 5 highly rendered , global illumination , radiant light , detailed and intricate environment ,
The pirate ship named "Captain Sharky" is a spectacular sight that blends adventure and fantasy. Imagine a massive ship made of dark , ornate wood , with black sails billowing in the wind , giving it an imposing and fearsome appearance. At the front of the ship , there is a large sign with the name "Captain Sharky" written in bold , commanding letters , indicating the authority and might of the captain. Below this name , there is a vibrant drawing of a smiling whale , adding a touch of fun and adventure. Beneath the whale , there are two crossed swords , symbolizing strength and bravery. The intricate details on the ship include nautical decorations like carved shells and starfish , with sturdy ropes coiled around the masts. You can also see old cannons lined up along the sides , ready for battle , and the distinctive pirate flag flying high. On the deck , there's constant activity and movement. Pirates scurry around the sails , man the cannons , and prepare for any adventure that may come their way. The captain himself , Captain Sharky , stands on the bridge , wearing a pirate hat adorned with colorful feathers , with a determined yet lively expression. The ship embodies the spirit of adventure and freedom , looking as though it has sailed straight out of a fantasy tale , ready to embark on new adventures on the open seas. , Trippy ,
HD photo , above shoulder front portrait of a beauty cyborg , elegant realistic gravure idol , an ultrafine hyperdetailed by kim jung gi , Soey Milk , wlop , artgerm , greg rutkowski , alphonse mucha , intricate linework , bright colors , victorian , japanese tradition suit , ornate , dynamic , rich colors ,