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. ,
Generate an extreme closeup , photorealistic image of an ethereal young woman's eyes. The woman is of Middle-Eastern descent. Notice how the reflection of a snowy forest is contained within her eyes , creating a sense of hypermaximalism. Dark and dimly lit , the scene is designed with intricacy and detail. Snowflakes drift in the foreground while snow lines her eyelashes adding a unique touch. The ever-present frost brings a frigid atmosphere to the image. Center the focus on her eyes for a captivating effect. ,
Generate an extreme closeup , photorealistic image of an ethereal young woman's eyes. The woman is of Middle-Eastern descent. Notice how the reflection of a snowy forest is contained within her eyes , creating a sense of hypermaximalism. Dark and dimly lit , the scene is designed with intricacy and detail. Snowflakes drift in the foreground while snow lines her eyelashes adding a unique touch. The ever-present frost brings a frigid atmosphere to the image. Center the focus on her eyes for a captivating effect. ,
Beneath the soft glow of the moon , where the ocean meets the sky in a seamless dance of silver and blue , a beautiful mermaid and a handsome pirate lock eyes for the first time. She rises from the waves , her iridescent tail shimmering like liquid starlight , her long hair cascading over her shoulders like woven strands of the sea. He stands on the deck of his weathered ship , the salty wind tousling his curly brown hair , his deep eyes wide with awe and fear. For a moment , time itself seems to pause. The air is thick with the magic of destiny—love at first sight , yet laced with uncertainty. The mermaid , radiant and otherworldly , clutches a glowing pearl close to her heart , unsure whether to retreat into the safety of the sea. The pirate , hardened by the world of men , feels an unfamiliar longing stir within him , yet fear lingers in his gaze. Legends have always warned of mermaids , of their beauty and their danger. The ocean around them responds to the moment—a soft mist rises from the water , swirling like a veil of enchantment. Schools of luminescent fish weave golden trails beneath the waves , and the sound of distant siren songs hums faintly in the air , as if the sea itself watches this fateful encounter. Overhead , the sky shimmers with an unnatural glow , the stars twinkling brighter , whispering of a love that should not be , yet cannot be ignored. As the pirate takes a cautious step forward , the ship creaks beneath his weight. The mermaid gasps , retreating slightly , her violet eyes wide with hesitation. They are drawn to each other , yet the world between them is vast—land and sea , human and myth , fear and desire. The entire scene is a dreamlike paradox—a love as forbidden as it is inevitable , wrapped in the magic of the ocean and the mystery of the unknown. ,
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. ,
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. ,
"Create a bright and dynamic image for a music party. In the center of the composition is a beautiful and cheerful girl , joyfully pressing a large button while guessing a song. Around her are 3-5 people of different ages and ethnicities , with correct body proportions and facial features , also engaged in the game. The background is a modern and stylish room with neon lights and musical elements such as notes , microphones , and a DJ console. The overall atmosphere is festive , energetic , and friendly. The colors are bright and contrasting , with an emphasis on neon shades." ,
Design a children's fingerprint unlock water cup with a "centralized" layout for the experience area , including a fingerprint unlock screen , cue light , and a magnetic charging port. The lid opening should not be a single line , but designed with an appropriate gap based on the shape of the lid. The water cup should have a round and cute design , suitable for children aged 4-16 years old , with a capacity of 500-600ml. The color scheme should use high-saturation colors such as bright pink , blue , or orange , with an overall style that is both cute and approachable , attracting children's attention. ,
Design a children's fingerprint unlock water cup with a "centralized" layout for the experience area , including a fingerprint unlock screen , cue light , and a magnetic charging port. The lid opening should not be a single line , but designed with an appropriate gap based on the shape of the lid. The water cup should have a round and cute design , suitable for children aged 4-16 years old , with a capacity of 500-600ml. The color scheme should use high-saturation colors such as bright pink , blue , or orange , with an overall style that is both cute and approachable , attracting children's attention. ,
Design a children's fingerprint unlock water cup with a "centralized" layout for the experience area , including a fingerprint unlock screen , cue light , and a magnetic charging port. The lid opening should not be a single line , but designed with an appropriate gap based on the shape of the lid. The water cup should have a round and cute design , suitable for children aged 4-16 years old , with a capacity of 500-600ml. The color scheme should use high-saturation colors such as bright pink , blue , or orange , with an overall style that is both cute and approachable , attracting children's attention. ,
Design a children's fingerprint unlock water cup with a "centralized" layout for the experience area , including a fingerprint unlock screen , cue light , and a magnetic charging port. The lid opening should not be a single line , but designed with an appropriate gap based on the shape of the lid. The water cup should have a round and cute design , suitable for children aged 4-16 years old , with a capacity of 500-600ml. The color scheme should use high-saturation colors such as bright pink , blue , or orange , with an overall style that is both cute and approachable , attracting children's attention. ,
"Technical blueprint of a single-pilot aerocraft , shown from both side and top views. The body is made of metal plates and wood , reinforced with riveted leather. The wings are straight , featuring magical crystals at the tips to aid in stabilization and lift. The craft includes horizontal and vertical stabilizers for flight control. A spike deployment mechanism is mounted on the top of the frame , activated by a lever inside the cockpit. The hull is engraved with runes for durability and magical reinforcement. The cockpit is detailed with a control panel , levers , and a single pilot’s seat. Key dimensions: body length—5 meters , wingspan—7 meters , height—2 meters. The blueprint should follow a classic engineering style with precise measurements and annotations." ,
"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." ,
To create an image based on the description you mentioned , here is the text written with all the details you need to include: --- "In the heart of a secret office , four stunning women gather around a high-tech table , illuminated by neon lights that glow in the dim light. Each represents the unique essence of their beauty and origin: - **The brunette** , with her skin radiant like a tropical sunset , wears a tight-fitting suit inspired by the warm roots of Latin America , decorated with golden details that reflect elegance and power. - **The blonde** , with her hair golden like a ray of sunshine , wears an avant-garde European design , with tight fabrics and cuts that highlight her sophisticated bearing. - **The redhead** , with fire and passion , sports a daring design that combines Celtic culture with a modern touch , radiating energy and determination. - **The oriental** , with delicate and exquisite features , wears a suit inspired by Asian tradition , with soft lines and details With admiring glances and knowing smiles , they listen attentively to the instructions of **Charlie** , a cunning detective whose charismatic voice resonates through a speaker shaped like a 'bad bunny'. In their hands , they hold state-of-the-art tools , ready to embark on their next mission. The luxury and sensuality of the scene are palpable , as the room vibrates with the excitement of the adventure that awaits them. A true spectacle of feminine power and glamour in action!" --- This text has all the visual and emotional elements necessary to describe the scene you imagine. Would you like me to adapt it for another theme or tone? 😊 ,
Gelda , 8-10 years old , girl , blonde hair , twin ponytails , round face , fair skin , sparkling eyes , small cute nose , short stature , slim , agile , pink and white dress , white flowers , pink ribbons , white princess shoes , bow knot , little accessories , pink gem hair clip , white lace handkerchief , sweet , vibrant , young girl , brave , kind-hearted , fairytale princess , warm , dreamy , beautiful detailed eyes , beautiful detailed lips , extremely detailed eyes and face , longeyelashes ,
A photorealistic portrait of a ((determined|resilient|innovative)) ((scientist|researcher|inventor)) working on a transparent data visualization infographic , with a high-resolution OLED GUI interface display and annotations. The image is framed within a display case , showcasing the intricate technical drawing of a groundbreaking invention. ,
parameters official art , unity 8k wallpaper , ultra detailed , beautiful and aesthetic , masterpiece , best quality , (zentangle , mandala , tangle , entangle) , (fractal art:1.3) , 1girl , extremely detailed , dynamic angle , cowboyshot , the most beautiful form of chaos , elegant , brutalist designed , vivid colours , romanticism , by james jean , roby dwi antono , ross tran , francis bacon , michal mraz , adrian ghenie , petra cortright , gerhard richter , takato yamamoto , ashley wood , atmospheric , ecstasy of musical notes , streaming musical notes visible Negative prompt: ng_deepnegative_v1_75t , badhandv4 , (worst quality:2) , (low quality:2) , (normal quality:2) , lowres , bad anatomy , bad hands , normal quality , ((monochrome)) , ((grayscale)) Steps: 30 , Sampler: DPM++ 2M Karras , CFG scale: 7 , Seed: 2860171194 , Size: 640x960 , Model hash: bde6750eac , Model: majicmixFantasy_v20 , Clip skip: 2 , ENSD: 31337 , Version: v1.2.1 ,