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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. ,
Creating a detailed design for a T-shirt , logo , or Funko Pop figure is beyond the scope of a text-based platform like this , but I can certainly help you generate ideas and descriptions for each of these items based on your request. T-shirt Design: Front: Cristiano Ronaldo's dynamic action pose with his iconic celebration stance. The Santiago Bernabeu stadium in the background , providing a sense of place and history. The UEFA Champions League trophy on one side of Ronaldo and the La Liga trophy on the other side , emphasizing his success in Spain. Back: Cristiano Ronaldo's name and jersey number in bold letters , perhaps in a metallic or shiny font. A small Spanish flag near the collar to represent his time in Spain. Logo Design: A logo design could incorporate elements like: A silhouette of Cristiano Ronaldo in his signature celebration pose. The Santiago Bernabeu stadium in the background , symbolizing his time with Real Madrid in Spain. Two stars above the logo to represent his multiple Champions League victories with Real Madrid. Funko Pop Figure: A Funko Pop figure of Cristiano Ronaldo could be designed as follows: Ronaldo in his iconic goal-scoring pose , with one arm raised and his fingers pointed towards the sky. Realistic facial details , capturing Ronaldo's distinct appearance. He could be wearing a Real Madrid jersey with his famous number 7. A miniature replica of the Santiago Bernabeu stadium as the base. Background: The background for all these items , including the T-shirt , logo , and Funko Pop figure , should prominently feature the Santiago Bernabeu stadium. You can depict it in a vibrant evening setting with stadium lights on and a starry sky above to create a sense of grandeur. Colors: Use Real Madrid's traditional colors: white for the jersey , blue for shorts , and white socks. The logo and background elements can also incorporate these colors , along with gold accents to symbolize Ronaldo's numerous achievements. Remember , it's essential to work with a skilled graphic designer and potentially obtain licensing rights for any official Cristiano Ronaldo merchandise. These ideas can serve as a starting point for your design project. ,
Cityscape: Depict a sprawling cityscape dominated by towering skyscrapers , elevated highways , and labyrinthine alleyways. The architecture should reflect a fusion of futuristic designs , incorporating sleek lines , geometric shapes , and glass facades. Pay attention to the scale and density of buildings to emphasize the city's vastness. Neon Lights: Infuse the city with vibrant and luminous neon lights that cast an otherworldly glow upon the streets. Incorporate a variety of neon colors such as electric blues , intense purples , and vibrant pinks to create a mesmerizing and immersive atmosphere. Rain and Reflections: Integrate rainfall into your composition to add an element of dynamism and to enhance the cyberpunk aesthetic. Show raindrops cascading down glass surfaces , creating rivulets and puddles that reflect the neon lights and cityscape. These reflections should add depth and visual interest to your artwork. Characters: Include one or more characters that embody the spirit of the cyberpunk genre. They can be enigmatic hackers , fearless mercenaries , or mysterious individuals shrouded in futuristic attire. Pay attention to their poses , clothing , and facial expressions to convey a sense of resilience , determination , or rebellion. Augmented Reality: Introduce elements of augmented reality or holographic projections to showcase the city's technological advancements. This could include holographic advertisements , virtual graffiti , or futuristic interfaces hovering in the air. Use a combination of translucent and opaque elements to create depth and realism. High-Tech Gadgets: Incorporate advanced gadgets or cybernetic enhancements to highlight the futuristic nature of the setting. This could involve characters with augmented limbs , virtual reality headsets , or sleek handheld devices. Ensure these elements seamlessly integrate into the overall composition and enhance the cyberpunk atmosphere. Industrial Elements: Introduce industrial elements that hint at the city's darker underbelly. This could include smokestacks , factory silhouettes , or billowing steam , adding texture and a sense of realism to the urban environment. Dramatic Lighting: Utilize dramatic lighting techniques to create contrast and enhance the atmosphere of your artwork. Experiment with harsh light sources , deep shadows , and dynamic lighting effects to evoke a sense of mystery , danger , or intrigue. Technological Interfaces: Incorporate futuristic interfaces and displays within the cityscape or on the characters themselves. These can include holographic screens , floating data streams , or heads-up displays. Use intricate details and intricate patterns to add complexity and depth to these elements. Composition and Perspective: Craft a composition that is visually compelling and dynamic. Experiment with unusual perspectives , such as low-angle or high-angle shots , to create a sense of scale and depth. Utilize leading lines and vanishing points to guide the viewer's eye through the scene and draw them into the cyberpunk world you've created. ,
student mage projecting an image out of their hands of another land with stars and hanging silk drapery and tapestries , light dust , magnificent , close up , sharp focus , elegant , highly detailed , illustration , by jordan grimmer greg rutkowski wlop maya takamura , intricate , trending artstation , pixiv , digital art , 3D , 3D , 3D ,
A dynamic , futuristic cityscape at sunset with sleek skyscrapers and neon lights reflecting off glass surfaces. Incorporate subtle hints of technology like holographic displays or flying drones in the distance. The overall mood should convey innovation , speed , and market validation. Include abstract elements suggesting project development and time optimization. Ensure the color palette is vibrant yet professional , with shades of blue and purple dominating the scene to represent trust and creativity. Relation: 16x9 ,
In the unfathomable year 5000 , a holographic camera captures the mesmerizing allure of a beautiful young female cyborg. Augmented reality lenses allow the camera to delve deep into the intricacies of her cybernetic features. Time of day is irrelevant in this future realm , as the setting transcends conventional notions of time. The style of photography takes inspiration from the realm of cybernetic fashion , creating a portrait that melds elegance and technological advancements. With the aid of digital holographic projection film , the image emanates hyper-realistic qualities , blurring the boundaries between the tangible and the virtual. Soft , ethereal lighting embraces the subject , accentuating her otherworldly beauty and grace. , HD , Portrait ,
Create a surreal and abstract digital artwork featuring a human figure whose face is partially transformed into a honeycomb pattern. The figure holds a geometric , multi-layered hexagonal object with an eye at its center , projecting a tunnel-like visual effect towards their face. The scene is bathed in soft , gradient lighting with a blend of teal and warm hues , casting intricate shadows that enhance the 3D effect. The overall aesthetic should be a blend of optical illusion and futuristic surrealism , with a focus on geometric shapes , vibrant colors , and detailed textures featuring Hyper realistic cyberpunk aesthetics with traditional Japanese albino girl , kneeling Center the scene on a futuristic figure with glowing , hypnotic eyes and intricate facial tattoos , featuring a radiant , geometric third eye on their forehead. They wear a holographic , patterned outfit that reflects vibrant colors and intricate designs. The background showcases a serene setting with cherry blossom trees and petals gently falling , contrasting with the high-tech , patterned floor. The overall atmosphere should evoke a sense of mystical futurism , merging advanced technology with cultural heritage. With Fish eye camera resolution. ,
a portrait of a beautiful cybernetic simulacrum , dreadlock breed hair , elderly greek hearth goddess , faint volumetric god rays , Dolby Vision , endless collaboration with ai , a futuristic mercedes super car , xcopy teeth , library background , isometric , bare torso , wonderful eyes , tanny skin , by tiffany bozic , projection mapping , cinematic scene , auto - destructive art , epic Composition , she is holding a cat in her arms , elisha cuthbert as female teal orc forest druid ,
student mage projecting an image out of their hands of another land with stars and hanging silk drapery and tapestries , light dust , magnificent , close up , sharp focus , elegant , highly detailed , illustration , by jordan grimmer greg rutkowski wlop maya takamura , intricate , trending artstation , pixiv , digital art ,
a dramatic highly detailed render of baby groot and baby yoda , boris vallejo biomechanical xenomorph , saturation , rusty shapes , too dark , thin waist , sitting on a bench , by Orazio Cos is and Christopher Heyerdahl , James Stokoe , Touhou Project , 3d , top down camera angle , oil painting!!! , art by ruan jia , britt marling style 3/4 ,
beautiful oil painting of a fat light skinned woman with an afro , a twisted tree has branches that intertwine their limbs , navy blue , 1 9 5 0 s concept art ) ) ) , a glowing alien bubble floating above the hand of a soldier , cloudy and high-contrast , cottagecore!! , greek goddess , black and blue colors , clothed. behance photo. a perfect digital artwork at pixiv , volumetric studio lighting , incredible art by Artgerm , in the style of ilya kuvshinov , gta v style , reddish lighting , indigenous man , black ink lines , barometric projection , islandpunk ,
werewolf in the city lviv high castle , cyberpunk fashion , front facing camera , by masanori warugai , hugh contrast , netflix anime screenshot , hooded traveler , black orange palette , a portrait painting of reimu hakurei ( from touhou project ) , vivid eyes , half - body , history painting , medieval castle orrery of terror , in the aesthetic of mert and marcus , art by artgerm and greg rutkowski and raphael lacoste and magali villeneuve , oval face shape , cyberpunk eye wear , Kanamemo , angler fish inspired ,
pretty blond cyberpunk seraphim in a machine city , filigree , 8k high definition , long exposure of new york traffic , trench coat with many pockets , artgerm and greg rutkowski and alphonse mucha and jacques louis david and john william godward , beautiful alluring women , a portrait painting of reimu hakurei ( from touhou project ) , pink trees , realistic textures , contemporary house , demons , dramatic amtosphere , local illumination , golden orbs and fireflies , by chris buzelli , kevin durant , unreal engine. art by artgerm and greg rutkowski and magali villeneuve ,
very detailed masterpiece painting of an armored warrior character portrait , surreal cyberspace , Touhou Project , large aquiline nose!! , colorful ink , danilo torres , key art anime sharp focus , digital art by paul chadeisson , 4K concept art , Guildwars2 , platinum and obsidian flowing long hair ,
nier automata , projection mapping , cool pose , stunning 3d render inspired art by P. Craig Russell and Barry Windsor-Smith , beautiful mountains behind , art style by heri irawan and wlop , by guweiz and wlop and ilya kuvshinov and artgerm and makoto shinkai and studio ghibli , tiny humans running , Trending on Artstation , face focus , under a binary black hole with a ring , flirting smiling passion seductive , mixture between german and turkish , painted by donato giancola and artgerm , artgerm and greg rutkowski and alphonse mucha and loish and WLOP , accurately shaped face , sitting on a bench , by Stanley Artgerm Lau , Terminator artifacts ,
ultra realistic illustration of rachelstarr , large wings , guatemalan crowd for background , by James clyne and Andrée Wallin , potions , breathtaking , glow coming from amber veins in the ground , oil painting by ruan jia , sea , Touhou Project , steampunk!!! , Doug Chiang , hyperborea , male portrait , hairstyle with bangs , art by artgerm and dao trong le and jeehyung lee , gigachad black and white trending on artstation , george pemba , jessica alba : : as hero catwoman cyborg by pixar : : by greg rutkowski , long braids , Beeple ,
abandoned retro sci-fi city foggy rainy futuristic digital painting , sun rays , face by artgerm concept art 3 d octane render cinema 4 d v ray , aerodynamic design , stunning detailed artwork by eugene von guerard adrian smith , a portrait painting of reimu hakurei ( from touhou project ) , midnight blue , european architecture , cosmic goddess of dmt fractals , femme fetal , large red planet in sky background , David Kassan , Syd Mead , catwoman dc comics , black! sclera! eyes , relaxed. Blue background , Pixar rendering ,
