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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 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. ,
you are the best believer of content and marketing on social networks around the world. You specialize in growing and nurturing audiences on social networks , generate the best office with these examples *1. Key Elements of the Futuristic Control Room* Inspired by films like Minority Report or The Avengers , the room must convey *advanced technology , mystery and action*. Includes: - *Floating holographic screens* (with data , maps or binary codes). ,
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. ,
--- quiero una foto basado en esto "En el corazón de una oficina secreta , cuatro mujeres deslumbrantes se reúnen en torno a una mesa de alta tecnología , iluminada por luces de neón que resplandecen en la penumbra. Cada una representa la esencia única de su belleza y origen: - **La morena** , con su piel radiante como un atardecer tropical , lleva un traje ajustado inspirado en las raíces cálidas de América Latina , decorado con detalles dorados que reflejan elegancia y poder. - **La rubia** , con su cabello dorado como un rayo de sol , viste un diseño europeo vanguardista , con telas ceñidas y cortes que resaltan su porte sofisticado. - **La pelirroja** , de fuego y pasión , luce un diseño atrevido que combina la cultura celta con un toque moderno , irradiando energía y determinación. - **La oriental** , de rasgos delicados y exquisitos , lleva un traje inspirado en la tradición asiática , con líneas suaves y detalles contemporáneos que exaltan su armonía y gracia. Con miradas de admiración y sonrisas cómplices , escuchan atentamente las instrucciones de **Charlie** , un detective astuto cuya voz carismática resuena a través de una bocina en forma de 'conejo malo'. En sus manos , sostienen herramientas de última tecnología , listas para embarcarse en su próxima misión. El lujo y la sensualidad de la escena son palpables , mientras la habitación vibra con la emoción de la aventura que las espera. ¡Un verdadero espectáculo de poder femenino y glamour en acción!" ,
Para crear una imagen basada en la descripción que mencionaste , aquí tienes el texto redactado con todos los detalles que necesitas incluir: --- "En el corazón de una oficina secreta , cuatro mujeres deslumbrantes se reúnen en torno a una mesa de alta tecnología , iluminada por luces de neón que resplandecen en la penumbra. Cada una representa la esencia única de su belleza y origen: - **La morena** , con su piel radiante como un atardecer tropical , lleva un traje ajustado inspirado en las raíces cálidas de América Latina , decorado con detalles dorados que reflejan elegancia y poder. - **La rubia** , con su cabello dorado como un rayo de sol , viste un diseño europeo vanguardista , con telas ceñidas y cortes que resaltan su porte sofisticado. - **La pelirroja** , de fuego y pasión , luce un diseño atrevido que combina la cultura celta con un toque moderno , irradiando energía y determinación. - **La oriental** , de rasgos delicados y exquisitos , lleva un traje inspirado en la tradición asiática , con líneas suaves y detalles contemporáneos que exaltan su armonía y gracia. Con miradas de admiración y sonrisas cómplices , escuchan atentamente las instrucciones de **Charlie** , un detective astuto cuya voz carismática resuena a través de una bocina en forma de 'conejo malo'. En sus manos , sostienen herramientas de última tecnología , listas para embarcarse en su próxima misión. El lujo y la sensualidad de la escena son palpables , mientras la habitación vibra con la emoción de la aventura que las espera. ¡Un verdadero espectáculo de poder femenino y glamour en acción!" ,
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? 😊 ,
detailed portrait Young Rebel Girl cyberpunk futuristic ((neon)) tattoes , painting by Rembrandt , 2 biggest planets on the horizon of different sizes , steve mccurry , global illumination , Josephine Wall and Pino Daeni , bjork aesthetic , octane render - t , decorated with twigs and flowers , by Ivan Aivazovsky , centered , gushy gills and blush , wearing silk dress , dystopian sci-fi character ,
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. ,
highly detailed articifial futuristic sun , solarpunk , sustainable energy machine , advanced technology , bright blue clouds , landscape of lush green cityscape , nature , optimistic , environmental harmony , urban , ecological , vision , innovation , photo realistic 3d render , high resolution , panoramic , insane details , golden hour , cinematic ,
(by Sonia Gechtoff (and Oskar Kokoschka:0.5)) , (in the format of widescreen) , (in the style of Avant-garde) , (using chromatic aberration technique:0.7) , (((a Slider shot pectoral focus photo of fearing (espresso:0.9) (transgender woman:0.5) young woman))) , (at A very dirty and littered place.:0.5) , at afternoon , during autumn , (in the 1960s:0.25) , (in the style of American impressionism and Coffinwood) , (trending on zbrushcentral) , (provoking , peaceful , peaceful) , (sepia , prismatic , dynamic lighting , moody lighting) , (high quality) , (detailed) , (masterpiece) , (best quality) , (highres) , (extremely detailed) , (8k) , (NSFW:0.5) ,
3d car , car driving into the sunset , synthwave , vaporwave , digitial art , vivid colors , vibrant colors , blender , 3d , 80s , 90s , synth , lamborghini countach , infinite road , background , wallpaper , tesselation , grid , palm trees. vanishing point , tron ,
the face of a ridiculously beautiful and pretty woman partially made of onion rings of all colors looking up , an ultrafine detailed illustration by james jean , final fantasy , intricate linework , bright colors , behance contest winner , vanitas , angular , altermodern , unreal engine 5 highly rendered , global illumination , radiant light , detailed and intricate environment ,
A bunch of red cherries are on the tree , crystal clear , with water droplets on the cherries. The main body of the cherries is prominent , large aperture , blurred background , standard focal length , rule of thirds composition , Van Gogh style , high definition , high photorealism , simple picture. ,
