Explore AI generated designs, images, art and prompts by top community artists and designers.

(dark elf angel) , (((dark ashen skin , white hair))) , (((angelic elven robes))) , dark elf angel theme , pointy elf ears , (angel wings) , halo , (((leaning forward))) , (narrow waist) , ((benevolent patient gaze , willful captivating eyes , caring compassionate expression)) , sensual) , ((beautiful features , beautiful detailed face , sharp focus , detailed skin texture , realistic , focused , extreme details , masterpiece , best quality , 16k , UHD , high resolution , ultra realistic , life-like , photo realistic , attractive , high resolution , megapixel , realistic shading , detailed photography , high definition , photorealistic)) ,

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. ,

masterpiece_portrait , Korean , Nuss_maid , small_medium_breasts , center_opening , curly_hair , leaning_forward Negative prompt: paintings , sketches , (worst quality:2.0) , (normal quality:2.0) , (low quality:2.0) , lowres , ((monochrome)) , ((grayscale))(monochrome:1.1) , (shota:1.5) , ((disfigured)) , bad-hands-5 Steps: 20 , Sampler: DDIM , CFG scale: 7 , Seed: 4141018083 , Size: 512x768 , ,

RAW photo of a beautiful jpn-girl , beautiful jpn-gyaru , kawaii brawn hair , hyper realistic , hyper detail , wearing white-latex bunnysuit , bunny ear , (bunny-tail:1.5) on hip , no-sleeve , leaning back , (The Earth:1.5) in the sky , (Earth seen from the moon:1.6) , (stand on the moon:1.5) , stuffed toy rabbits , ,

picture of a sexy girl , full body shot , perfect face , satin translucent micro skirt sheer , star trek Enterprise micro dress , red stiletto high heels tan , thigh high stockings , symmetrical eyes , legs open , A spunky vivacious young woman , on deck of the starship enterprise , leaning on the captain's chair both hands looking back at camera , is a junior officer , with curly bouncy long blond hair , in yellow satin translucent micro sheer skirt , star trek Enterprise micro dress , red stiletto high heels tan thigh high stockings , symmetrical eyes , legs open , beautiful symmetrical face , revealing chest hypnotic deep dark blue eyes , f 5.6 + 85mm , extremely detailed , maximum texture , maximum details , dramatic --v 4 --q 2 full body shot ,

full-length photo , 70mm lens , hourglass figure , aesthetic , symmetrical , posing , angular face , goosebumps , realistic , detailed , (perfect fingers:1.2) , photographed by a Nikon Z7 II Camera , masterpiece , amazing photorealistic 4k long black hair latina woman in the kitchen , dressed in a tight mini skirt , a lace bodysuit and high heels , sensually leaning her hands over her sexy legs , she smiles , perfect face ,

full-length photo , 70mm lens , hourglass figure , aesthetic , symmetrical , posing , angular face , goosebumps , realistic , detailed , (perfect fingers:1.2) , photographed by a Nikon Z7 II Camera , masterpiece , amazing photorealistic 4k long black hair latina woman in the kitchen , dressed in a tight mini skirt , a lace bodysuit and high heels , sensually leaning her hands over her sexy legs , she smiles , perfect face ,

full-length photo , 70mm lens , hourglass figure , aesthetic , symmetrical , posing , angular face , goosebumps , realistic , detailed , (perfect fingers:1.2) , photographed by a Nikon Z7 II Camera , masterpiece , amazing photorealistic 4k long black hair latina woman in the kitchen , dressed in a tight mini skirt , a lace bodysuit and high heels , sensually leaning her hands over her sexy legs , she smiles , perfect face ,

two dynamically different beautiful ethnic woman sitting dynamically on Japanese couch and dynamically kissing gently , beautiful dynamic cleavage , hands cupping dynamic cleavage , hyper lover dynamic , hyper dynamic , hyper perfect anatomy , zoomed in , close up , hyper enticing dynamic , hyper flirty dynamic , hyper flirty dynamic leaning into each other pose , arched back dynamic , hyper flirty expressions dynamic , pressed together and dynamically touching each other , hyper dynamic hair styles , shiny hair , hyper beautiful face , hyper realistic , hyper beautiful face , wearing silk detailed off shoulder high slit kimonos , hyper detailed Japanese bedroom interior background , HD , 8k , photography ,

full-length photo , 70mm lens , hourglass figure , aesthetic , symmetrical , posing , angular face , goosebumps , realistic , detailed , (perfect fingers:1.2) , photographed by a Nikon Z7 II Camera , masterpiece , amazing photorealistic 4k long black hair latina woman in the kitchen , dressed in a tightmini skirt , a lace bodysuit and high heels , sensually leaning her hands over her sexy legs , she smiles , perfect face ,

This average build human-alien hybrid , with an athletic Irish-green colored skin , and gold coin shaped ears , and is staring directly at the viewer , with a wonderful smile. The man is wearing a red & obtuse gold velvet Victorian style suit , with a Fedora , and leaning on a fashionable sturdy umbrella. Behind the human-alien , there's a steampunk-looking car with intricate designs , including a shiny metallic surface and two spherical objects , in front are its headlights. This vivacious gregarious humanoid woman with an athletic light-red colored body , and diamond-ears is staring directly at the viewer , with a wonderful smile. The woman is wearing a red & obtuse cream &gold colored Victorian style gown , with a fashionable hat , and leaning on a fashionable sturdy umbrella.There are a vast variety of cars with intricate designs , including a shiny metallic blue surface and two crystal headlights , on one of them.The background is a gradient of dark metallic gold & obtuse green , giving an ambiance of a steampunk car showroom. A full body view of the woman , she's standing about 10 feet in front of the closest car , which has a yellow shaker hood scoop. Other cars resemble early Lamborghinis , Mustangs , Chevys , Mercury Cougars , Oldsmobiles , and more. These humanoids are married co-owners of the dealership. Both the woman and man are close together each other. ,

two dynamically different beautiful ethnic girls sitting dynamically on Japanese couch and dynamically kissing gently , Fantastic painting portrait by Karol Bak , Zhaoming Wu , Akihito Yoshida , bokeh , beautiful dynamic cleavage , hands cupping dynamic cleavage , hyper lover dynamic , hyper dynamic , hyper perfect anatomy , zoomed in , close up , hyper enticing dynamic , hyper flirty dynamic , hyper flirty dynamic leaning into each other pose , arched back dynamic , hyper flirty expressions dynamic , pressed together and dynamically touching each other , hyper dynamic hair styles , shiny hair , hyper beautiful face , hyper realistic , hyper beautiful face , wearing silk detailed off shoulder high slit kimonos , hyper detailed Japanese bedroom interior background , HD , 8k , photography ,

RAW photo of a beautiful jpn-girl , beautiful jpn-gyaru , kawaii brawn hair , hyper realistic , hyper detail , wearing white-latex bunnysuit , bunny ear , (bunny-tail:1.5) on hip , no-sleeve , leaning back , (The Earth:1.5) in the sky , (Earth seen from the moon:1.6) , (stand on the moon:1.5) , stuffed toy rabbits , ,

full-length photo , 70mm lens , hourglass figure , aesthetic , symmetrical , posing , angular face , goosebumps , realistic , detailed , (perfect fingers:1.2) , photographed by a Nikon Z7 II Camera , masterpiece , amazing photorealistic 4k long black hair latina woman in the kitchen , dressed in a tight mini skirt , a lace bodysuit and high heels , sensually leaning her hands over her sexy legs , she smiles , perfect face ,