Search Results for hal
Explore AI generated designs, images, art and prompts by top community artists and designers.
A beautiful Chinese girl with brown hair in a low bun and light makeup , big eyes , peach pink background wall , half-length photo shows her portrait in natural lighting with soft tones , close-up of her face with light blush on her cheeks , glossy lips , and delicate skin texture , natural expression with soft shadows --ar 71:128 --stylize 750 ,
A beautiful Chinese girl with brown hair in a low bun and light makeup , big eyes , peach pink background wall , half-length photo shows her portrait in natural lighting with soft tones , close-up of her face with light blush on her cheeks , glossy lips , and delicate skin texture , natural expression with soft shadows --ar 71:128 --stylize 750 --v 6.1 ,
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 hidden cave revealed by low tide , glowing in warm sunset light , anime , water revealing shells and swaying seaweed. " "Tiny plankton shimmer in the shallows as gentle waves wash over the sand , cliffs in distance , waifu" "Calm , peaceful , cozy , warm , refrshing , Ghibli-inspired , HD , vibrant , storytelling." ,
Under the soft glow of warm , golden lights , a girl dances gracefully , her movements fluid and enchanting. The light casts delicate shadows that shift and sway with her every step. Her long hair flows like silk , catching the light as she twirls and spins , creating a mesmerizing halo around her ,
Deep beneath the endless waves , in the heart of an ethereal underwater kingdom , Poseidon , the mighty god of the sea , rises from his throne of coral and gold. His presence is both majestic and otherworldly—his piercing ocean-blue eyes reflecting the power of the tides , his long , flowing silver hair and beard moving with the gentle current like strands of liquid moonlight. He wields his golden trident , glowing with an ancient energy , its three prongs crackling with the raw force of the ocean’s might. With a single gesture , he commands the waves , summoning shimmering whirlpools and cascading waterfalls that defy gravity , spiraling into the enchanted waters above. Around him , sea creatures of legend gather—glowing jellyfish , sapphire-scaled seahorses , and enormous whales with bioluminescent markings that hum with forgotten magic. His kingdom stretches beyond sight—a city of crystalline spires and glowing coral castles , where merfolk and spirits of the deep drift through currents illuminated by ethereal light. Pearls the size of stars float gently in the water , casting a soft glow upon Poseidon's divine form. Above , the surface of the ocean shimmers with the reflection of the full moon , a silvery portal between two worlds—one of men , the other of gods. As Poseidon raises his trident , the boundary between dreams and reality seems to blur , as if the sea itself holds the key to a world unseen. The entire scene is a mythic dreamscape , bathed in moonlit blues and shimmering gold , where the ocean breathes with the power of an ancient deity , and time feels as fluid as the tides ,
Top-down , realistic photographic style image of a Caucasian woman with an elaborate Qing Dynasty imperial concubine 'liangbatou' hairstyle , adorned with subtle hair ornaments. She is slumped languidly on a richly decorated dragon bed within the Chuxiu Palace of the Forbidden City. She is dressed in delicate , pale silk palace undergarments , with her shoulders bare. Her face shows a blank , confused expression , with unfocused eyes. The Chuxiu Palace is richly decorated with traditional Chinese art and lacquered furniture. Soft , diffused light filters into the room. High resolution , detailed textures , shallow depth of field to focus on the woman. ,
