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. ,
Emma Watson is portrayed as the iconic Elsa from Disney's Live series in this stunning full-body portrait that captures her beauty and grace in a snowy environment. The image features Emma Watson dressed in an elegant white dress with intricate details , surrounded by a beautiful winter landscape with snowflakes falling gently around her. The cinematic style adds to the grandeur of the scene , while the cover art quality enhances its appeal as a work of art. The highly detailed and smooth image showcases Emma Watson's athletic physique in an intricate way that captures your attention from every angle. Overall , this full-body portrait illustration showcases Emma Watson's beauty in a stunning and realistic way that transports you into the world of Disney's Live series. The combination of cinematic lighting , atmospheric scenery , ultra photoreal quality , 8k sharp focus , smiling expression , athletic pose , surprised look , and swimming action make it one of the most breathtaking and captivating images available today. ,
Within the pages of Architectural Digest , a photograph transports viewers to a world of tranquility—a simple , small , elegant Japanese tea room constructed with natural materials such as bamboo , wood , and tatami mats. Captured by a medium format camera equipped with a wide-angle lens , the image takes on a hyperrealistic and surreal quality. Bathed in soft , natural light , the room emanates a serene and minimalistic aura. The blend of architectural and still-life photography showcases the exquisite craftsmanship and intricate details that define this award-winning masterpiece. With high-resolution digital film , the image becomes an epic and stunning portrayal , inviting viewers to appreciate the incredible artistry within the tea room's walls. ,
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Capture a mesmerizing photorealistic image that transports viewers to a serene woodland setting , where a woman embarks on a captivating journey. The image should be composed from a perspective behind the woman , showcasing her crawling on the ground , immersed in the tranquility of the natural surroundings. cinematic composition , extreme detail , metahuman creator , (best quality:1.4) , ((masterpiece)) , ((realistic)) , (detailed) ,
Jennette McCurdy is portrayed as the iconic Elsa from Disney's Live series in this stunning full-body portrait that captures her beauty and grace in a snowy environment. The image features Emma Watson dressed in an elegant white dress with intricate details , surrounded by a beautiful winter landscape with snowflakes falling gently around her. The cinematic style adds to the grandeur of the scene , while the cover art quality enhances its appeal as a work of art. The highly detailed and smooth image showcases Emma Watson's athletic physique in an intricate way that captures your attention from every angle. Overall , this full-body portrait illustration showcases Emma Watson's beauty in a stunning and realistic way that transports you into the world of Disney's Live series. The combination of cinematic lighting , atmospheric scenery , ultra photoreal quality , 8k sharp focus , smiling expression , athletic pose , surprised look , and swimming action make it one of the most breathtaking and captivating images available today. ,
Welcome to the enchanting realm of Antioquia , where magic weaves through every cobblestone street and whispers through the lush greenery. Create a picturesque village nestled amidst the breathtaking landscapes of Antioquia , where mystical wonders and timeless beauty coexist harmoniously. Describe a magical place that transports visitors to a realm filled with charm , mystery , and awe-inspiring natural wonders ,
Immerse yourself in the captivating realm of Enchantia , a fantastical world brimming with endless wonders and enchantments. As an AI artist , your mission is to bring the vibrant landscapes , mystical creatures , and epic tales of Enchantia to life through your unique artistic vision. Picture soaring castles perched upon floating islands , their spires reaching towards the heavens , while mythical creatures roam the emerald forests below. Picture ancient wizards casting spells in shimmering meadows , and brave warriors wielding magical weapons to defend their realm against dark forces. Imagine underwater kingdoms filled with merfolk and seashell palaces , or magnificent dragons soaring through the skies , leaving trails of ethereal flames in their wake. Your task is to create a series of artworks that capture the essence and magic of Enchantia. Let your imagination run wild as you visualize the distinctive landscapes , fascinating characters , and awe-inspiring events that define this mystical realm. Experiment with vivid colors , intricate details , and mesmerizing compositions to transport viewers to Enchantia and ignite their imaginations. Whether you choose to depict breathtaking landscapes , illustrate compelling narratives , or showcase the mythical creatures that inhabit this world , your artwork should evoke a sense of wonder , adventure , and pure enchantment. Feel free to draw inspiration from folklore , legends , or your own imagination to shape this fantastical world and leave viewers captivated by its beauty. Remember , your art has the power to transport people to realms beyond their wildest dreams. So , let the magic of Enchantia flow through your brushstrokes , pixels , or mixed media creations , and unveil a universe that will inspire awe and ignite the imaginations of all who behold it. ,
An awe-inspiring depiction of the Earth Alliance space station , Babylon 5 , which is a futuristic modification of an O'Neill Cylinder. The cylinder revolves to create artificial gravity , and at its center , a circular section is hollowed out to house fields , hydroponic gardens , and a transport tube stretching from one end to the other. The station comprises multiple independent sectors , each with unique aesthetics , aiming to provide a spacious and non-claustrophobic environment. The living quarters are carefully designed to accommodate the diverse array of alien species , their atmospheric requirements , and varying gravity levels. ,
Emma Watson is portrayed as the iconic Alice from Disney's Alice in Wonderland Shrunken to microscopic size in this stunning full-body portrait that captures her beauty and grace in an Gigantic surrounding. The image features Emma Watson dressed in an elegant gothic like dress with intricate details , shrunken to the size of a grain of dust , surrounded by extremly huge objects like necklaces and Rings around her. The cinematic style adds to the grandeur of the scene , while the cover art quality enhances its appeal as a work of art. The highly detailed and smooth image showcases Emma Watson's athletic physique in an intricate way that captures your attention from every angle. Overall , this full-body portrait illustration showcases Emma Watson's beauty in a stunning and realistic way that transports you into the world of Disney's Live series. The combination of cinematic lighting , atmospheric scenery , ultra photoreal quality , 8k sharp focus , smiling expression , athletic pose , surprised look , and swimming action make it one of the most breathtaking and captivating images available today. ,
Develop an AI system that generates a visually stunning depiction of a magical village in Antioquia , resembling a place of enchantment and wonder. The prompt should be concise , using fewer than 1000 characters. Focus on creating a scene with captivating architecture , lush landscapes , and an otherworldly atmosphere. The AI should strive to evoke a sense of awe and transport viewers to a realm where magic thrives ,
Capture a mesmerizing photorealistic image that transports viewers to a serene woodland setting , where a woman embarks on a captivating journey. The image should be composed from a perspective behind the woman , showcasing her crawling on the ground , immersed in the tranquility of the natural surroundings. The woman has a curvy body. She is very beautiful , with her big round ass. She is nearly naked , just wearing a translucent white slip , which covers only half of her ass. cinematic composition , extreme detail , metahuman creator , (best quality:1.4) , ((masterpiece)) , ((realistic)) , (detailed) ,
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Imagina una fotografía surrealista que captura un paisaje urbano transformado por elementos fantásticos. Combina la arquitectura icónica de una ciudad con elementos naturales y criaturas míticas para crear una escena mágica. Juega con la iluminación y los colores para transmitir un ambiente de ensueño. Haz que la imagen despierte la curiosidad y la imaginación del espectador , invitándolo a explorar este mundo alternativo lleno de maravillas. Deja que tu creatividad vuele y captura un momento asombroso que transporte a los espectadores a un lugar imaginario , Trippy ,
Create a captivating travel-related photo that captures the essence and beauty of a serene destination. Imagine a place that transports viewers to a world of exploration and adventure. The image should evoke a sense of wanderlust and inspire a desire to embark on a journey of discovery. Consider elements such as breathtaking landscapes , vibrant cultures , unique landmarks , or hidden gems waiting to be uncovered. Let your imagination roam and create an image that tells a compelling story about the wonders of travel , 8k ,
mdjrny-v4 style , a sensual , elegant realistic gravure idol , an ultrafine hyperdetailed by kim jung gi FULL NAKED , Soey Milk , wlop , artgerm , greg rutkowski , alphonse mucha , intricate linework , bright colors , victorian , Japanese tradition suit , ornate , dynamic , rich colors. A stunning image within the pages of Architectural Digest showcases the beauty of a dancing geisha. Captured with a DSLR camera and a telephoto lens , the photograph preserves the grace and elegance of her movements. Bathed in the soft evening light , Drawing inspiration from Japanese traditional art , Impressionism , and watercolor , the image possesses a painterly quality , combining vibrant hues and soft textures. flowing movements and the meticulously styled hair , is meticulously depicted. The photograph transports viewers to the enchanting world of the geisha , capturing the essence of their captivating performances , HD , by Hayao Miyazaki , by Yoshitaka Amano , Detailed and Intricate. , Canon50 , Cinematic , Realistic , Photo , 8K. ,
Genera una imagen detallada y realista de una ciudad futurista en el año 2024. Incluye rascacielos con diseños innovadores , vehículos autónomos voladores , paneles solares integrados en los edificios , parques urbanos verticales , personas utilizando dispositivos de realidad aumentada , y una red de transporte público de alta tecnología. La ciudad debe reflejar avances en sostenibilidad , tecnología y diseño urbano característicos de este año." ,
Within the pages of Architectural Digest , a photograph transports viewers to the heart of tranquility—an interior of a simple , small , elegant , and serene Japanese tea room. The room , constructed with natural materials such as bamboo , wood , and tatami mats , exudes an aura of minimalistic beauty. Captured by a medium format camera with a wide-angle lens , the image adopts a hyperrealistic and surreal quality , enhancing the viewer's experience. Soft , natural light streams through the room , illuminating every intricate detail. The combination of architectural and still-life photography showcases the tea room as an award-winning masterpiece. With high-resolution digital film , the image brings forth the incredible details and sublime craftsmanship , leaving viewers in awe of its epic and stunning allure. ,
Embark on an enchanting desert adventure with our latest creation! Dive into a world of whimsy and wonder with a cute cartoon 45-degree angle game artwork inspired by the beloved styles of Toon Blast , Peak Games , Disney , and the magic of Pixar. Our team has infused this desert landscape with photorealistic details , ensuring a high-quality , multi-detail , HD experience that will transport you to a colorful and stylish world. While maintaining a minimalist structure and using fewer colors , we've crafted a desert model that is both vibrant and captivating. Immerse yourself in the charm of this 3D masterpiece , where every pixel is carefully designed to bring the desert to life in a way that's both adorable and visually stunning. Get ready to explore a desert like never before , filled with joy , adventure , and endless possibilities. Are you ready to step into this colorful oasis?" ,