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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. ,
A person studying at a desk Cozy study scene Minimalist interior design Person wearing a pink sweater and white pants Light coming from a desk lamp Coffee cup on the desk A stack of books and a pen Simple and clean room , with natural light coming from the window Cartoon style with soft , warm colors Young woman with dark hair tied in a bun ,
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. ,
Deep beneath the shimmering waves , a breathtaking underwater castle rises from the ocean floor. Its towering spires , made of translucent sea glass and glowing coral , shimmer in shades of aquamarine , lavender , and pearl. Delicate arches and twisting towers are adorned with bioluminescent pearls and golden seashells , casting a soft , magical glow throughout the water. A grand entrance , guarded by elegant seahorses , leads into the heart of the castle , where flowing curtains of seaweed sway gently with the currents. Schools of luminous fish weave intricate patterns through the water , while glowing jellyfish drift like floating lanterns. A majestic throne , carved from iridescent shells , sits at the heart of the castle , awaiting its mermaid queen. In the distance , enchanted gardens bloom with rare underwater flowers , their petals opening and closing with the rhythm of the tides. A mystical waterfall of liquid light cascades down from a hidden cave , filling the surroundings with an ethereal glow. Tiny , sparkling bubbles rise from the seabed , carrying whispers of ancient ocean magic. The entire scene feels like a dream—a hidden kingdom where fantasy and reality intertwine , waiting for the mermaid’s return. ,
The scene begins with a sunrise over the Miami skyline , creating a spectacle of vibrant colors in the sky. The golden rays of the morning illuminate the city's skyscrapers , giving a warm and welcoming feel to the urban landscape. In front of a cluster of modern apartments , we can see the iconic American-style post office landmark , painted in bright blue with white details. The contrast between the traditional building and the contemporary architecture around it creates an interesting fusion of styles. The beautiful 28-year-old man , wearing jeans and a black shirt with subtle white stripes , walks determinedly towards the post office mailbox. His face reflects a mix of anxiety and hope as he slides the envelope into the slot , watching it disappear inside the mailbox. Meanwhile , the 28-year-old woman , dressed in a short light blue youthful dress with white accents , is in a separate scene , holding an envelope with a passionate look in her emerald eyes. The gentle wind makes her wavy red hair dance around her face , creating an aura of romance and mystery. Although they are in the same image , the man and woman seem like separate universes , lost in their own thoughts and emotions. The distance between them symbolizes the uncertainty and anticipation that surround communication through mail , as if they are in parallel realities about to intersect. ,
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. ,
**Prompt:** Crea un dibujo sencillo y atractivo que represente la profesión de maestro/a , ideal para que un niño lo pinte.El dibujo debe incluir los siguientes elementos: 1.**Escenario**: Un aula de clases , con elementos típicos como una pizarra , pupitres y materiales escolares visibles.2.**Personaje principal**: Un maestro o maestra (puedes elegir entre un hombre o una mujer) realizando una actividad educativa , como enseñando a los niños o escribiendo en la pizarra.3.**Estilo de dibujo**: Utiliza líneas gruesas y definidas para facilitar la pintura.Asegúrate de que las formas sean simples y claras , permitiendo que los niños puedan colorear sin dificultad.4.**Elementos adicionales**: Incluir niños en el aula , mostrando interés o participando en la clase , así como objetos coloridos como libros , lápices y dibujos en la pizarra.Recuerda que el objetivo es que el dibujo sea fácil de reproducir y colorear , fomentando la creatividad de los niños. ,
modelshoot style , (extremely detailed CG unity 8k wallpaper) , (front view:1.2) , full shot body photo of beautiful Ancient Chinese woman(young Liu Yifei :1.2) , (karate hand:1.2) , (hand hold bamboo flute) , (Kung fu master:1.2) , top of mountain , (sun shine through tree:1.3) , (sun shine on body:1.3) , (bamboo hat) , (hair through hat) , standing , (sexy revealing dress:1.3) , ( winter mountain:1.2) , ( windy storm snow:1.1) , ( strong wind :1.5) , ( strong wind :1.5) , NSFW , sexy model , (see through dress:1.2) , (show half breast:1.3) , pearl skin , fit shirt , (show half thigh :1.3) , (eyes contact:1.2) , angry , front hair bang , professional majestic oil painting by Ed Blinkey , Atey Ghailan , Studio Ghibli , by Jeremy Mann , Greg Manchess , Antonio Moro , trending on ArtStation , trending on CGSociety , Intricate , High Detail , Sharp focus , dramatic , photorealistic painting art by midjourney and greg rutkowski ,
(by Johan Christian Dahl (and Iassen Ghiuselev:0.5)) , (in the style of inked) , A vintage travel poster depiction of an exotic alien planet , featuring vibrant landscapes and strange flora and fauna. The camera angle is a medium shot , capturing the planet's distinctive features while keeping the focus on the intricate details of the alien world. The color palette is rich and multicolor , invoking a sense of wonder and otherworldliness. The poster is designed in an art deco style , combining bold geometric shapes with intricate patterns. This image is a playful and imaginative representation of intergalactic travel , perfectly blending nostalgia and futuristic elements. , (high quality) , (detailed) , (masterpiece) , (best quality) , (highres) , (extremely detailed) , (8k) ,
professional portrait photograph of a gorgeous Norwegian girl in winter clothing with long wavy blonde hair , sultry flirty look , (freckles) , gorgeous symmetrical face , cute natural makeup , wearing elegant warm winter fashion clothing , ((standing outside in snowy city street)) , stunning modern urban environment , ultra realistic , concept art , elegant , highly detailed , intricate , sharp focus , depth of field , f/1.8 , 85mm , medium shot , mid shot , (((professionally color graded))) , bright soft diffused light , (volumetric fog) , trending on instagram , hdr 4k , 8k ,
professional portrait photograph of a gorgeous Norwegian girl in winter clothing with long wavy blonde hair , ((sultry flirty look)) , freckles , beautiful symmetrical face , cute natural makeup , wearing elegant winter fashion clothing , ((standing outside in snowy city street)) , stunning modern urban upscale environment , ultra realistic , concept art , elegant , highly detailed , intricate , sharp focus , depth of field , f/1.8 , 85mm , medium shot , mid shot , (centered image composition) , (professionally color graded) , ((bright soft diffused light)) , volumetric fog , trending on instagram , trending on tumblr , hdr 4k , 8k ,
(((by Gary Panter and Loish))) , a panorama Looking straight at the camera photo of Stupid Winter Wolf , at dawn during autumn , (in the style of Primitivism and Nostalgiacore) , (trending on Behance HD) , (overwrought , classic , post-apocalypticpunk) , (furry , eye strain , dystopian , microscopic) , (high quality) , (detailed) , (masterpiece) , (best quality) , (highres) , (extremely detailed) , (8k) , (NSFW:0.5) ,
professional portrait photograph of a gorgeous Norwegian girl in winter clothing with long wavy blonde hair , ((sultry flirty look)) , freckles , beautiful symmetrical face , cute natural makeup , ((standing outside in snowy city street)) , stunning modern urban upscale environment , ultra realistic , concept art , elegant , highly detailed , intricate , sharp focus , depth of field , f/1.8 , 85mm , medium shot , mid shot , (centered image composition) , (professionally color graded) , ((bright soft diffused light)) , volumetric fog , trending on instagram , trending on tumblr , hdr 4k , 8k ,
a stunning interpretation of a glamour portrait of young Enid Blyton looking like a witchy supermodel Maleficent , in the style of Marcin Nagreba and Tim Flach , wearing haute coture clothing , magic-based jewellery and lightning fascinator , outside a magical faraway tree as background , royal blue and cyan tones and dramatic light , no text , sharp focus , editorial portrait ,
Style: Concept Art. Scene: A futuristic cityscape , with towering skyscrapers and sleek , aerodynamic vehicles speeding through the air. The high-resolution OLED GUI interface displays in the windows of the buildings are filled with transparent data visualization infographics , displaying everything from weather patterns to traffic flow. The colors are saturated and vibrant , with warm pinks and purples dominating the skyline. The overall effect is both beautiful and awe-inspiring. ,
painting of a bouquet of flowers in vase , interior design in background , dreamy sunken living room conversation pit , small windows opening onto the garden , high ceiling , wide shot , bright soft diffused light , depth of field , digital painting , artstation , concept art , intricate , highly detailed , masterpiece , trending on Artstation , art by artgerm and greg rutkowski and alphonse mucha , hdr 4k , 8k ,
high resolution photography interior design , open plan living area , wooden flooring , large windows with views of the city skyline , modern furniture and accessories , beige , cream , and taupe color palette , high ceiling , interior design magazine , fun and inviting atmosphere; 8k , intricate detail , photorealistic , realistic light , wide angle , eclectic style , A+D architecture Negative prompt: lowres , text , low quality , jpeg artifacts , signature ,
Prompt:(Masterpiece , Top Quality , Best Quality , Official Art , Beautiful and Aesthetic: 1.2) , (1girl) , Extremely Detailed , Masterpiece , World's Top , (Fractal Art: 1.3) , Colorful , Most Detailed Negative prompt:(worst quality , low quality:2) , monochrome , zombie , overexposure , watermark , text , bad anatomy , bad hand , extra hands , extra fingers , too many fingers , fused fingers , bad arm , distorted arm , extra arms , fused arms , extra legs , missing leg , disembodied leg , extra nipples , detached arm , liquid hand , inverted hand , disembodied limb , oversized head , extra body , extra navel , easynegative , (hair between eyes) , sketch , duplicate , ugly , huge eyes , text , logo , worst face , (bad and mutated hands:1.3) , (blurry:2.0) , horror , geometry , bad_prompt , (bad hands) , (missing fingers) , multiple limbs , bad anatomy , (interlocked fingers:1.2) , Ugly Fingers , (extra digit and hands and fingers and legs and arms:1.4) , ((2girl)) , (deformed fingers:1.2) , (long fingers:1.2) , (bad-artist-anime) , bad-artist , bad hand , extra legs , (ng_deepnegative_v1_75t) ,
