AI Image Prompts for Results
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. ,
white , clean , lego village , minecraft , monument valley , intricate details , rich colors , beautiful lighting , V-Ray render , sun rays , isometric art , 4K results , draw by Jacek Yerka , ,
a digital artwork of a golden 3d model , mc Escher's isometric symmetrical gradient color diamond like NVIDIA GPU chip on a printed circuit board , a computer rendering by Andreas Gursky , behance , synchromism , circuitry , diffusion tensor , intricate details , rich colors , beautiful lighting , V-Ray render , sun rays , photorealistic , isometric art , unreal engine , 4K results , raytracing , EOS 50D. iso 1300 , photograph , extreme tilt shift , draw by Jacek Yerka , render by unreal engine , in the style of dan mumford and marc simonetti ,
You are observing an engineer and a health and safety instructor who are focused on stable diffusion. The instructor is dressed in personal protective equipment and is sitting in a lotus pose with six hands , each dancing to its own shelf of documents. The shelves are marked with bright and expressive tags that categorize the documents into "development" , "materials for training" , "preparation" , "training process" , and "results". The instructor's gaze is fixed on you from the screen , indicating that you are likely a participant in the training or education process. , Detailed and Intricate , CGI , Digital Art , Realistic , Colored Pencil , Etching , Film Grain , Photoshoot , Beautiful Lighting , Dynamic Lighting , Excited , Artstation , trending on Artstation , 3D Model , Unreal Engine , Creature Design , PBR , Octane Render ,
In the heart of an enchanted forest , in a clearing bathed in soft moonlight , lived a witch called Elara. She was renowned for her magical potions , but what set her apart from other wizards was her boundless sense of humour. Her ancient cauldron , adorned with intricate designs , looked as if it had come straight out of a dream. Every morning , she set off into the forest to gather rare and exotic ingredients that promised magical results. She gathered bright rose petals , tickling phoenix feathers and laughing tree bark. ,
A photo of a living room in Scandinavian interior design , featuring ray tracing lighting for photorealistic effect with intricate shading at 8k resolution. The use of Unreal Engine 5.1 results in an isometric sci-fi style that is very realistic. In addition , an upright piano can be seen in the room. The photograph showcases a bright and sunlit living space with ample lighting ,
creative paint of health and safety instructor who are focused on you. The instructor have 6 six hands , like shiva , is dressed in personal protective equipment and is sitting in a lotus pose with six hands , each dancing to its own shelf of documents. The shelves are marked with bright and expressive tags that categorize the documents into "development" , "materials for training" , "preparation" , "training process" , and "results". The instructor's gaze is fixed on you from the screen , indicating that you are likely a participant in the training or education process. , Detailed and Intricate , CGI , Digital Art , Realistic , Colored Pencil , Etching , Film Grain , Photoshoot , Beautiful Lighting , Dynamic Lighting , Excited , Artstation , trending on Artstation , 3D Model , Unreal Engine , Creature Design , PBR , Octane Render ,
creative paint of health and safety instructor who are focused on you. The instructor have 6 six hands , like shiva , is dressed in personal protective equipment and is sitting in a lotus pose with six hands , each dancing to its own shelf of documents. The shelves are marked with bright and expressive tags that categorize the documents into "development" , "materials for training" , "preparation" , "training process" , and "results". The instructor's gaze is fixed on you from the screen , indicating that you are likely a participant in the training or education process. , Detailed and Intricate , CGI , Digital Art , Realistic , Colored Pencil , Etching , Film Grain , Photoshoot , Beautiful Lighting , Dynamic Lighting , Excited , Artstation , trending on Artstation , 3D Model , Unreal Engine , Creature Design , PBR , Octane Render ,
Little red riding hood is a well-known character. The Lora works with a force of (0.8 - 0.5) use those numbers to get the best results. The Lora adapts perfectly to various styles and is compatible with various models. It can be used individually to create the female version of Little red riding hood or it can be used to dress your favorite characters in red hood tale clothes. To use the Lora use the following Tags (red hood , cape , corset , dress , red skirt) , (fruit basket). have fun!! ,
creative paint of health and safety instructor who are focused on you. The instructor is dressed in personal protective equipment and is sitting in a lotus pose with six hands , each dancing to its own shelf of documents. The shelves are marked with bright and expressive tags that categorize the documents into "development" , "materials for training" , "preparation" , "training process" , and "results". The instructor's gaze is fixed on you from the screen , indicating that you are likely a participant in the training or education process. , Detailed and Intricate , CGI , Digital Art , Realistic , Colored Pencil , Etching , Film Grain , Photoshoot , Beautiful Lighting , Dynamic Lighting , Excited , Artstation , trending on Artstation , 3D Model , Unreal Engine , Creature Design , PBR , Octane Render ,
creative paint of health and safety instructor who are focused on you. The instructor have 6 six hands , like shiva , is dressed in personal protective equipment and is sitting in a lotus pose with six hands , each dancing to its own shelf of documents. The shelves are marked with bright and expressive tags that categorize the documents into "development" , "materials for training" , "preparation" , "training process" , and "results". The instructor's gaze is fixed on you from the screen , indicating that you are likely a participant in the training or education process. , Detailed and Intricate , CGI , Digital Art , Realistic , Colored Pencil , Etching , Film Grain , Photoshoot , Beautiful Lighting , Dynamic Lighting , Excited , Artstation , trending on Artstation , 3D Model , Unreal Engine , Creature Design , PBR , Octane Render ,
creative paint of health and safety instructor who are focused on you. The instructor have 6 six hands , like shiva , is dressed in personal protective equipment and is sitting in a lotus pose with six hands , each dancing to its own shelf of documents. The shelves are marked with bright and expressive tags that categorize the documents into "development" , "materials for training" , "preparation" , "training process" , and "results". The instructor's gaze is fixed on you from the screen , indicating that you are likely a participant in the training or education process. , , Pencil Sketch , 3D ,
A glowing green eyed female superhero , in the style of Blade Runner's cyberpunk aesthetic , powered by Unreal Engine. With depth of field , digital art , super resolution , megapixels , cinematic lighting , anti-aliasing , FKAA , TXAA , RTX , SSAO , post-processing , tone mapping , CGI , VFX , and SFX , this photo is incredibly detailed and complex. The hyper-maximal and hyper-realistic approach to creating this photo results in volumetric and photorealistic effects that are ultra-realistic and ultra-detailed. At 8K resolution , the level of detail in this photo is super detailed , full color , and features HDR and volumetric lighting effects. The result is a photo that is both realistic and fantastic." , 3D ,