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. ,
In the living room of this sleek and modern space ship , a large window takes up an entire wall , offering a breathtaking view of the earth below. The furniture is minimalist and sophisticated , with clean lines and a metallic finish. The centerpiece of the room is a comfortable , curved sofa that faces the window , allowing occupants to relax and enjoy the view. A few potted plants add a touch of greenery , and a futuristic light fixture hovers above the sofa , casting a warm glow over the room ,
Under the soft glow of warm , golden lights , a girl dances gracefully , her movements fluid and enchanting. The light casts delicate shadows that shift and sway with her every step. Her long hair flows like silk , catching the light as she twirls and spins , creating a mesmerizing halo around her ,
A storm rages over the darkened sea , the wind howling like a mournful song as towering waves crash violently against the shore. The sky , veiled in heavy storm clouds , flickers with lightning , illuminating the scene in brief flashes of silver-blue light. Rain falls in sheets , blending with the salt spray of the ocean , as if the heavens themselves are weeping. Amidst the chaos , a lone man stands on a jagged stone near the shore , his silhouette strong against the fury of the sea. His drenched clothes cling to him , his breath ragged from the struggle against the relentless tide. In his arms , he holds a girl with long , flowing black hair , her body limp yet delicate , as if she is caught between two worlds—life and the endless abyss of the ocean. Her pale skin glows faintly under the moon’s hidden light , and her dark lashes flutter slightly , caught in the fragile space between waking and dreaming. The man gazes down at her , his expression a mixture of desperation , sorrow , and something deeper—an unspoken longing. Who is she? A lost soul pulled from the depths , a forgotten love , or a stranger whose fate is now entwined with his own? Behind them , the sea rages on , its waves thrashing like a beast denied its prey. The air is thick with melancholy—a tale of loss , fate , and a love that may have come too late. In this moment , they are two lonely souls suspended between the storm and the quiet , between salvation and sorrow. The entire scene is bathed in a dreamlike , haunting beauty—the cold , silver rain , the dark ocean sighing in the background , and the unspoken story lingering between them , heavy as the tide. ,
In the heart of the deep , where the water shimmers with a celestial glow , a group of siren-like mermaids gathers upon a glowing coral reef , their hauntingly beautiful voices weaving through the currents. Their melodies , soft as moonlight and powerful as the tides , carry through the ocean , enchanting all who hear them. Some songs bring healing , mending broken hearts and wounded souls , while others cast a hypnotic spell , luring sailors and sea creatures into a dreamlike trance. Each mermaid is uniquely radiant—their flowing hair ripples like liquid silk , glowing faintly with hues of silver , sapphire , and deep violet. Their iridescent tails shimmer with every graceful movement , leaving behind trails of glowing dust that dissolve into the water. As they sing , the ocean around them responds—bioluminescent jellyfish pulse with light in harmony with their voices , and swirling schools of enchanted fish move in hypnotic patterns. Above them , the full moon's glow pierces the surface , casting an ethereal silver radiance that illuminates the enchanted scene. The very water itself seems alive , shimmering with ancient magic , forming delicate waves that pulse to the rhythm of their song. Floating orbs of golden light , spirits of the sea , drift gently around them , whispering secrets of the ocean’s deepest mysteries. One mermaid , the leader of the siren’s choir , wears a crown of woven seaweed and pearls , her voice a melody of pure magic. As she sings , a sailor aboard a distant ship looks out across the waves , his eyes filled with wonder , his heart lost between reality and the dreamlike pull of the siren's song. The entire scene is otherworldly—a realm where music is more than sound , where melodies can heal or enchant , and where the ocean itself hums with the timeless magic of the mermaids’ song. ,
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. ,
In the heart of a luminous underwater realm , a gathering of enchanting mermaids performs ancient oceanic magic. Their iridescent tails shimmer in hues of sapphire , emerald , and amethyst as they gracefully swirl through the glowing waters. Each mermaid possesses a unique aura , their hands weaving streams of liquid light that sparkle like constellations in the deep. Golden runes and mystical symbols appear in the water as their magic takes form , swirling into glowing orbs , delicate sea creatures made of pure energy , and floating crystals that pulse with hidden power. Some mermaids summon ethereal jellyfish that glow like underwater lanterns , while others call forth spirals of luminescent bubbles that dance around them like enchanted stars. The backdrop is a breathtaking underwater kingdom—towering coral castles with pearl-encrusted spires , radiant sea flowers that bloom with every spell cast , and a sky of liquid silver where moonlight filters through the waves. In the distance , a mystical whirlpool glows with a soft , celestial light , whispering ancient secrets to those who dare to listen. Among them , a majestic mermaid queen , crowned with seashells and flowing ribbons of seaweed , leads the ritual , her presence both regal and otherworldly. As the magic intensifies , the entire ocean shimmers with an ethereal glow , turning the underwater world into a dreamscape of wonder and mystery. The entire scene is pure fantasy—a mesmerizing realm where mermaids are not just guardians of the sea but wielders of an ancient and powerful magic. ,
A majestic male mermaid drifts gracefully beneath the waves , his shimmering tail a masterpiece of iridescent blues and silvers , reflecting the ethereal glow of the deep sea. His long , flowing hair floats around him like strands of liquid moonlight , and his piercing eyes hold a sense of mystery and wisdom. His expression is both serene and longing , as if he guards a secret hidden within the ocean’s depths. All around him , the underwater world is alive with enchantment—schools of glowing fish swirl in mesmerizing patterns , their bodies illuminating the water with soft golden hues. A gentle current carries translucent jellyfish , their delicate tentacles trailing like ribbons of stardust. Towering coral structures , adorned with pearls and bioluminescent flora , create an otherworldly palace beneath the waves. In the background , a breathtaking underwater waterfall cascades from an unseen source , shimmering like liquid crystal as it vanishes into the abyss. Playful dolphins weave between rays of sunlight that pierce through the water’s surface , casting a dreamlike glow. A school of seahorses , tiny and luminous , dances around the merman , as if drawn to his mystical presence. The entire scene is a vision of fantasy—an underwater kingdom where magic lingers in every ripple , and the ocean whispers ancient tales to those who dare to listen. ,
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. ,
A beautiful mermaid with long , flowing iridescent hair , gently floating beneath the waves. Her shimmering tail glows softly in hues of turquoise and lavender , reflecting the light filtering down from the ocean’s surface. Her delicate face holds a sweet yet sorrowful expression , her luminous eyes gazing into the distance as if longing for something lost. Surrounding her , an enchanting underwater world teems with life—colorful fish swirl in mesmerizing patterns , glowing jellyfish drift like tiny stars , and delicate coral structures rise like castles from the seabed. Ethereal beams of light cascade through the water , creating a dreamlike shimmer. Tiny bubbles float lazily upward , and bioluminescent sea creatures add a magical glow to the scene. In the background , a sunken shipwreck , now covered in luminous sea flora , hints at ancient mysteries hidden in the ocean’s depths. The atmosphere is surreal , a blend of fantasy and wonder , evoking both beauty and melancholy. ,
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. ,
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 , ,
Top-down , realistic photographic style image of a Caucasian woman with an elaborate Qing Dynasty imperial concubine 'liangbatou' hairstyle , adorned with subtle hair ornaments. She is slumped languidly on a richly decorated dragon bed within the Chuxiu Palace of the Forbidden City. She is dressed in delicate , pale silk palace undergarments , with her shoulders bare. Her face shows a blank , confused expression , with unfocused eyes. The Chuxiu Palace is richly decorated with traditional Chinese art and lacquered furniture. Soft , diffused light filters into the room. High resolution , detailed textures , shallow depth of field to focus on the woman. ,
A steampunk-inspired digital illustration of a gnome inventor in a cluttered workshop , surrounded by intricate machinery and gears. The camera angle is a medium shot , capturing the gnome's enthusiastic expression as he tinkers with a fantastical contraption. The lighting is warm and atmospheric , with rays of sunlight streaming through stained glass windows , casting vibrant colors and ((shadows)) across the room. The style combines elements of steampunk and clock-punk , resembling the works of Jules Verne and H.R. Giger. The image is detailed and intricate , showcasing the gnome's ingenious inventions and the mesmerizing complexity of the steampunk world. It is a visually stunning artwork that captures the imagination. ,
God of War /// photorealistic , dark fantasy , highly detailed Stunning beautiful warrior Kratos wearing armor on torso with metal bronze plates , shoulders , and arms , with a red emblem on the chest , intricate details and sharp , octane render , epic ambiant light , very dark lighting , extremely detailed eye and face , blured background , god of war style ,
A photorealistic image of a clear glass bottle floating in the middle of a vast , sunlit ocean. Inside the bottle , suspended as if weightless , is a white chess queen piece. The ocean waves are gentle , reflecting the sky and casting subtle light patterns on the queen within the bottle. Focus is sharp , capturing intricate details of the queen. The style is surreal and dreamlike ,
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. ,