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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. ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
Deep beneath the shimmering waves , hidden within an enchanted cove , lies The Ocean’s Mirror—a mystical water surface that reflects visions of the human world. This sacred place glows with an ethereal blue light , its surface undisturbed except for the soft ripples of magic swirling within it. As a group of mermaids gathers around , their luminous tails casting a mesmerizing glow , the mirror begins to shimmer , revealing glimpses of distant lands , bustling cities , and the faces of humans they long to understand. The ocean surrounding them is alive with enchantment—schools of glowing fish swirl in elegant patterns , and delicate strands of luminescent seaweed drift like whispers of an ancient spell. Above , the light from the full moon pierces through the water , creating shimmering beams that dance across the mirror’s surface. Tiny glowing jellyfish float around like celestial lanterns , adding to the dreamlike atmosphere. One mermaid , adorned with a crown of pearls and flowing silken fins , reaches out toward the mirror , her fingertips causing gentle ripples as she gazes at a distant shore where a human walks alone beneath the stars. Her expression is a mixture of wonder and longing , as if the ocean itself is whispering a story only she can hear. Beyond the mirror , mystical creatures of the deep watch in silent reverence—seahorses with jeweled scales , silver-finned dolphins leaping in slow , graceful arcs , and ancient coral structures pulsing with hidden magic. A soft melody , carried by the currents , hums in the background , as if the ocean itself sings of love , mystery , and the unbreakable bond between the two worlds. The entire scene feels like a dream—a timeless place where the sea and sky intertwine , where mermaids glimpse the lives of those who walk the earth , and where magic lingers in every ripple of water. ,
A full-body stylized cartoon illustration of a cute centaur-like girl with a calm yet innocent expression , standing peacefully with a headpiece designed to resemble a small bird sleeping atop her head. Her upper body remains human , while her lower body takes on a centaur form with four short , fluffy , feather-covered legs , making her appear more adorable. The feathers on her body and legs flow seamlessly from her outfit , creating a harmonious , soft , and playful look. The outfit is designed with a feathery texture in pastel tones of white , silver , and subtle neon accents , enhancing her gentle , whimsical appearance. Her long , flowing hair integrates beautifully with the soft , feathery details of her form , giving her a dreamy and fantastical aura. She stands in a relaxed yet playful pose , surrounded by a soft , warm background that enhances the cute and magical atmosphere. The art style is whimsical and expressive , with smooth , clean lines and a chibi-inspired touch. blindbox 3d art style ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ON THE BEACH ,
"Imagine transforming your room's atmosphere instantly with the power of a smart LED mood light! This innovative lighting solution lets you change the ambiance of your space with just a few taps on your smartphone. Whether you're studying , unwinding , or hosting a party , the smart LED light adapts to your needs by offering customizable colors and brightness settings. Set it to a bright , energizing light when you're working , or switch to soothing hues like blue or purple to create a calm and relaxing environment. Want to take it a step further? Sync the light with your favorite music to create a dynamic light show that reacts to every beat! It’s like having your very own light DJ for the ultimate entertainment experience. The best part? You can control the light remotely from anywhere in the room using an easy-to-use app. This smart lighting solution not only adds a personal touch to your space , but it also enhances the mood , helping you create the perfect environment for any occasion. Whether you're hosting a movie night , working , or just chilling with friends , the smart LED mood light makes every moment feel just right." ,
1 beautiful young woman , ((flying gracefully)) under the moonlight , long flowing hair , ethereal and elegant , BIG Chest , wearing traditional Chinese Dunhuang-style clothes , intricate embroidery , silk ribbons , celestial aesthetics , delicate fabric movement , inspired by ancient Chinese immortals. Art style: Dunhuang_style , detailed , intricate patterns , ultra-detailed texture , cinematic lighting with dramatic backlight , hyper-realistic , photorealistic (best quality:1.5) , award-winning illustration , sharp focus , ultra high-resolution , unity 8K wallpaper. Facial details: sharp and expressive eyes , realistic facial features , soft glowing skin , looking at viewer , ulzzang beauty , elegant and divine presence. (LORA: <lora:style_dunhuang:1> <lora:koreandolllikenessV20_v20:0.4>) ((full body)) Negative prompt: blurry background , depth of field issues , overexposed , lowres , worst quality , (low quality:2) , (normal quality:2) , monochrome , grayscale , unnatural skin defects (acnes , blemishes , age spots) , unnatural anatomy (double navel , mutated arms , fused arms) , incorrect lighting , excessive backlight , distortion , (poor composition:1.3). Steps: 25 , Sampler: DPM++ 2S a Karras , CFG scale: 7 , Seed: 2963069277 , Size: 640x960 , Model hash: fc2511737a , Model: chilloutmix_NiPrunedFp32Fix , Clip skip: 2 , ENSD: 31337 ,
Matt Jeffries-inspired sci-fi concept art. Widescreen shot. A futuristic royalpunk sneakers shaped starship with blue diamond nacelles and intricate details zooms through space. Head-on shot. Steampunk-infused digital art style with metallic surfaces and detailed textures. Bright and vibrant colors reflecting off the ship's armor plating. Best quality , incredibly detailed , cinematic-level graphics , warm and inviting color palette , intense subtle reflections , razor-sharp clarity , stunning realism , sublime 3D modeling. , 3D , Trippy.Leonardo Da Vinci-inspired sci-fi concept art. Widescreen shot. A futuristic royalpunk sneakers shaped starship with blue diamond nacelles and intricate details zooms through space. Steampunk-infused digital art style with metallic surfaces and detailed textures. A 1974 Winnebago is at the zenith , of the starship , to be the bridge , and it's elongated. 750 UHD 4D resolution wide-angle. ,
A hyper-detailed complex 3d render of a cute cyborg kitten made out of metal , glowing cinematic , detailed wire , vibrant details , unreal engine , octane render , cinematic shot , flawless detail , award-winning , expertly crafted , meticulously composed photography , creative , 8k , rim light , dynamic lighting ,
1 girl ((flying)) under moon , BIG Chest , Chinese immortals , dunhuang_cloths , dunhuang_style , best quality , realistic , photorealistic , award-winning illustration , (intricate details:1.2) , (delicate detailed) , (intricate details) , (cinematic light , best quality Backlights) , clear line , fashion girl , sharp focus , realistic face , detailed face , official art , unity 8k wallpaper , ultra high res , (photorealistic:1.5) , looking at viewer , ulzzang-6500 , <lora:style_dunhuang:1> <lora:koreandolllikenessV20_v20:0.2> , ((full body)) Negative prompt: blurry background , depth of field , paintings , sketches , (worst quality:2) , (low quality:2) , (normal quality:2) , lowres , normal quality , ((monochrome)) , ((grayscale)) , skin spots , acnes , skin blemishes , age spot , (outdoor:1.6) , manboobs , backlight , double navel , mutad arms , hused arms Steps: 25 , Sampler: DPM++ 2S a Karras , CFG scale: 7 , Seed: 2963069277 , Size: 640x960 , Model hash: fc2511737a , Model: chilloutmix_NiPrunedFp32Fix , Clip skip: 2 , ENSD: 31337 ,
portrait of a pretty office lady , long wavy blond hair , in office suit , detailed face , looing at the viewer , offce buildings in the background , blurred background , sharp focus , intricate , photographic , award winning photograph , 8k wallpaper , professional studio llghting , trending on artstation ,
good hand , 4k , best quality , chinese , in the workplace , wearing face mask , business outfit , sweaty , sharp focus , soft lighting , skinny , enormous breasts , 1girl , jewelry , earrings , long hair , blond hair , extremely messy hair ,
redshift style , a real perfect female body of beautiful Geisha , perfect face , intricate , elegant , highly detailed , trending on artstation , by Tom Bagshaw and Seb McKinnon , 150mm portrait , photography , epic cinematic , octane render , denoise , photograph with a Hasselblad H3DII , extremely detailed , DOF --upbeat --v 4 ,
A noir-style portrait of a detective , drawn with pen and paper. The image features a strong focus on the character's face , with intricate details of the wrinkles and shadows enhancing the overall mood of the piece. The dynamic pose and angle of the character create a sense of action , with the overall composition reflecting a high-quality , award-winning piece. ,
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. ,
redshift style , a real perfect female body of beautiful brunette , glasses , perfect face , intricate , elegant , highly detailed , trending on artstation , by Tom Bagshaw and Seb McKinnon , 150mm portrait , photography , epic cinematic , octane render , denoise , photograph with a Hasselblad H3DII , extremely detailed ,
parameters best quality , realistic , photorealistic , award-winning illustration , (intricate details:1.2) , (delicate detailed) , (intricate details) , (cinematic light , best quality Backlights) , clear line , sharp focus , official art , unity 8k wallpaper , absurdres , incredibly absurdres , huge filesize , ultra-detailed , highres , extremely detailed , extremely delicate and beautiful , RAW photo , professional lighting , dynamic lighting , light on the face , depth of field , solo focus , full body , long legs , thin waist , slender , a 20 years old woman , (green hair:1.2) , red eyes , smaller head , fashion girl , beautiful eyes , (large breasts , small areolae) , cute angel face , real face , real skin , realistic face , realistic skin , detailed eyes , detailed facial features , detailed clothes features , (fashion clothes:1.3) , (fashion hairstyle: 1.3) dynamic poses , looking at the viewer , simple background , smile , detailed face , big ass , pussy juice , cum on breasts , , detailed breasts , double eyelid , (ulzzang-6500:0.5) , <lora:koreanDollLikeness_v10:0.2> , lightroom , nsfw , <lora:chilloutmixss_xss10:0.9> Negative prompt: fat , paintings , sketches , (worst quality:2) , (low quality:2) , (normal quality:2) , lowres , ((monochrome)) , ((grayscale)) , ugly , tiling , poorly drawn hands , poorly drawn feet , poorly drawn face , out of frame , extra limbs , missing limb , floating limbs , disconnected limbs , (mutated hands and fingers:1.4) , disfigured , deformed , body out of frame , bad anatomy , watermark , signature , cut off , low contrast , underexposed , overexposed , bad art , beginner , amateur , distorted face , disgusting , blurry , draft , grainy , amputation , bad hands , text , error , missing fingers , extra digit , fewer digits , cropped , worst quality , low quality , normal quality , jpeg artifacts , signature , watermark , username , blurry , bad feet , cropped , poorly drawn hands , poorly drawn face , mutation , deformed , extra fingers , 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 , skin spots , acnes , skin blemishes , DeepNegative , (fat:1.2) , facing away , looking away , tilted head , lowres , bad hands , worstquality , jpegartifacts , username , blurry , bad feet , bad body , extra foot , EasyNegative Steps: 30 , Sampler: DPM++ SDE Karras , CFG scale: 7 , Seed: 1706869908 , Size: 640x960 , Model hash: fc2511737a , Model: chilloutmix_NiPrunedFp32Fix , Clip skip: 2 , ENSD: 31337 ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition)+ , (eye contact)+ , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed)+ , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
elden ring style , Beautiful smiling Geisha , perfect milky white skin , intricate , elegant , highly detailed , trending on artstation , by Tom Bagshaw and Seb McKinnon , ultra detailed , hyper-realistic , cinematic , dramatic lighting , volumetric lighting , 150mm , octane render , photorealistic , denoise , photograph with a Hasselblad H3DII ,
