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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. ,
generate a prompt using these commands : 01-how to create low ticket monetization assets to turn strangers into customers 02-How to create low ticket subscription programs to generate daily sales 03-how to generate hundreds of TRIALS per day with AI 04-How to produce content , copy , offers and ADS using AI ,
brayden always wears a tight wrestling gold shiny singlet , which enhances his already massive bulge. full body photo , big man , tight lycra singlet , sweaty wrestler , age 18 , light beard , short hair , big bulge , big package , big bulge , tight singlet , beautiful face , big bulge package , huge glutes , chubby stomach , fully gold shiny singlet , 3D ,
brayden always wears a tight wrestling gold shiny singlet , which enhances his already massive bulge. full body photo , big man , tight lycra singlet , sweaty wrestler , age 18 , light beard , short hair , big bulge , big package , big bulge , tight singlet , beautiful face , big bulge package , huge glutes , chubby stomach , fully gold shiny singlet , 3D ,
man in boxer , full hd render +4k UHD + immense detail + dramatic ligthning + black and purple , art by Paul Gauguin , book ilustration , art by Joseph-mallord William Turner , art by Eugène Delacroix , art by Sir Peter Paul Rubens , art by Andrea Mantegna , art by Gerhard Richter , banner , stained glass ,
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. ,
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. ,
"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." ,
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. ,
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 ,
A highly cinematic and visually stunning neo-noir revenge thriller movie poster with the tagline ‘Revenge is Bloody Beautiful.’ The central figure stands alone in a rain-soaked alleyway , illuminated by flickering neon lights. This protagonist—either a striking woman in a blood-splattered red dress with a cold , determined gaze or a sharply dressed man in a tailored black suit gripping a bloodied knife—exudes an aura of vengeance and power. Their expression is fierce yet composed , eyes locked onto an unseen target , as if ready to deliver final justice. The background showcases a dark and gritty cityscape , partially shrouded in mist. The towering buildings are lit with neon signs in deep crimson , electric blue , and eerie purples , reflecting off the wet pavement. The rain pours heavily , streaking down like liquid glass , with drops bouncing off the character’s shoulders. Rising steam from sewer grates swirls in the air , adding a sense of motion and depth. To the side , a luxury car sits abandoned , its windshield riddled with bullet holes , headlights still faintly glowing. Shadows lurk in the distance—perhaps an unknown assassin watching from the rooftop , or the blurred silhouette of an enemy escaping into the night. A distant police siren casts an ominous glow , hinting at the chaos left in the protagonist’s wake. The typography is bold and artistic , with the movie title styled in a sharp , edgy font that resembles blood streaks or knife slashes. The tagline ‘Revenge is Bloody Beautiful’ glows in deep red , designed to look like a neon sign flickering in the rain. The color palette is rich with contrasts—dark shadows , moody blues , and splashes of blood-red intensifying the dramatic tone. At the bottom , the poster features classic movie billing text in a small , condensed font , listing the director , main actors , production companies , and credits. This text blends seamlessly into the design , ensuring the artwork remains the focal point while maintaining authenticity to real movie posters. The overall mood is intense , mysterious , and stylish , evoking elements of classic noir , modern cyberpunk , and high-stakes revenge cinema. The poster should feel like a piece of art , drawing viewers into a world where justice is personal , and vengeance is executed with elegance and precision ,
A cinematic neo-noir revenge thriller movie poster with the tagline ‘Revenge is Bloody Beautiful.’ The central figure , either a fierce woman in a blood-soaked red dress or a sharp-dressed man in a tailored suit holding a bloodied knife , stands in a rain-soaked alley under flickering neon lights. Their expression is cold and determined , eyes filled with vengeance. The wet pavement reflects deep red , electric blue , and moody purple hues from the neon signs , creating a striking contrast against the dark cityscape. In the background , a luxury car with bullet holes in the windshield sits abandoned , its headlights flickering. Rising steam from sewer grates and distant silhouettes of masked assassins add tension and mystery. The rain pours heavily , streaking blood across the scene. The typography is bold and sharp , with the title designed to resemble slashes or dripping blood. The tagline ‘Revenge is Bloody Beautiful’ glows in red , like a neon sign , amplifying the film’s dark , stylish aesthetic. The overall mood is intense , dramatic , and cinematic , blending elements of classic noir , modern cyberpunk , and high-stakes revenge storytelling. The poster should exude power , mystery , and elegance , making revenge feel like an art form ,
The character has long , dark hair and is wearing large , striped sleeves that create a dramatic silhouette. They sport cat-like ears on their head and wear glasses with a mildly somber expression. Their outfit includes a black top with a ruffled collar and a belt with intricate details , alongside fishnet stockings and high , laced boots. The color scheme primarily consists of black and grey tones , adding a moody aesthetic to the overall look. The background is dark , emphasizing the character's unique design and style. ,
The character has long , dark hair and is wearing large , striped sleeves that create a dramatic silhouette. They sport cat-like ears on their head and wear glasses with a mildly somber expression. Their outfit includes a black top with a ruffled collar and a belt with intricate details , alongside fishnet stockings and high , laced boots. The color scheme primarily consists of black and grey tones , adding a moody aesthetic to the overall look. The background is dark , emphasizing the character's unique design and style. ,
