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Explore AI generated designs, images, art and prompts by top community artists and designers.
Create a drawing of an alchemical laboratory , with the alchemist in the center , surrounded by flasks of colored liquids , books , and magical symbols. The alchemist adds ingredients to a cauldron , from which a shining light rises or a crystal is used , symbolizing the finished solution. In the background , depict rotating gears , symbolizing a synchronized process. Use harmonious but contrasting colors: a yellow or pastel background , warm tones for creativity and cool tones for analysis. Emphasize the need to preserve the detail that is important to the whole , and record elements of movement to show the process. ,
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. ,
In the image , you can see a captivating scene of human beauty and cultural diversity. Loujayne Ait Lahcen appears with an innocent and petite face , blending balanced features that combine both Arab and European attractiveness. Her large , expressive eyes exude a dreamy and intelligent gaze simultaneously. Her long , curly hair gracefully cascades over her shoulders , reflecting her natural beauty. Laheen is wearing a simple pastel-colored dress that complements her natural charm , and it accentuates her facial features. Artificial intelligence has succeeded in highlighting Laheen's beauty perfectly , using image analysis techniques and inference to ensure her allure and charm are prominently displayed. The image conveys a message about cultural diversity and human beauty in our contemporary world , Face facing the camera. , 3D , ,
In the image , you can see a captivating scene of human beauty and cultural diversity. Laheen Al Mira appears with an innocent and petite face , blending balanced features that combine both Arab and European attractiveness. Her large , expressive eyes exude a dreamy and intelligent gaze simultaneously. Her long , curly hair gracefully cascades over her shoulders , reflecting her natural beauty. Laheen is wearing a simple pastel-colored dress that complements her natural charm , and it accentuates her facial features. Artificial intelligence has succeeded in highlighting Laheen's beauty perfectly , using image analysis techniques and inference to ensure her allure and charm are prominently displayed. The image conveys a message about cultural diversity and human beauty in our contemporary world. ,
He is a famous traveler and explorer from Morocco , born in the city of Tangier in 1304 AD and died in 1369 AD. He is known as one of the greatest travelers in the world and his book "Ibn Battuta's Travels" is considered one of the most important travel books in history. Ibn Battuta was characterized by intelligence and deep analysis , and he had exceptional skills in writing and expression. He was also a learned and multi-talented personality , studying law , jurisprudence , history , poetry , and other fields. Ibn Battuta is also famous for his courage , patience , and perseverance in facing the difficulties and risks he encountered during his travels. , 3D ,
He is a famous traveler and explorer from Morocco , born in the city of Tangier in 1304 AD and died in 1369 AD. He is known as one of the greatest travelers in the world and his book "Ibn Battuta's Travels" is considered one of the most important travel books in history. Ibn Battuta was characterized by intelligence and deep analysis , and he had exceptional skills in writing and expression. He was also a learned and multi-talented personality , studying law , jurisprudence , history , poetry , and other fields. Ibn Battuta is also famous for his courage , patience , and perseverance in facing the difficulties and risks he encountered during his travels. , 3D ,
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Imagine a detailed backdrop for the theme of Oil Condition Monitoring. The background of this design is dominated by a large-scale image of an industrial plant , featuring prominent oil pipelines and large oil storage tanks. At the top of the backdrop , the company's logo stands out , accompanied by the title 'Oil Condition Monitoring' in bold , clear letters. In the lower half of the backdrop , a series of smaller images illustrate the various processes involved in oil condition monitoring. These could include scenes of oil sampling , laboratory oil analysis , and data tracking over time , each image labeled with a brief , informative caption. The color scheme of the backdrop leans towards shades of blue and grey , symbolizing technology and industry. The overall design conveys a sense of professionalism and expertise in the field of oil condition monitoring ,
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Start-Up Founder Female humanoid In A Sleek , Futuristic Workspace , purple lights , Surrounded By Holographic Displays Showing Bitcoin , Ethereum , Crypto Analysis , An Other Holographic Display Showing The Wisdomise is the clue of success. Dressed Sharply , Representing A Forward-Thinking , Visionary Leader In Their Industry , 3D , Trippy ,
Geometric kinetic painting style , a sleek and dynamic Sport symbol takes center stage , capturing the essence of cutting-edge sports predictions and data analysis. The icon glows with hues of electric blue and vibrant lime , illuminating a digital realm of endless possibilities. Geometric sport icons merge , forming a Olympic Rings , representing the intricate layers of probability and statistics in sports betting. Though this is a digital rendering , it exudes the intensity and emotion of a kinetic painting , with each element carefully composed to create a harmonious , energetic masterpiece. ,
Create a hyper-realistic image of a humanized duck sitting in front of a computer screen , engaged in Forex trading using technical analysis , wearing casual attire , with emphasis on realistic facial expression , body posture , and detailed computer screen graphics showing a bar chart. The duck should be depicted sitting attentively and focused on the technical analysis bar chart displayed on the monitor ,
Start-Up Founder Female humanoid In A Sleek , Futuristic Workspace , purple lights , Surrounded By Holographic Displays Showing Bitcoin , Ethereum , Crypto Analysis , An Other Holographic Display Showing The Wisdomise is the clue of success. Dressed Sharply , Representing A Forward-Thinking , Visionary Leader In Their Industry , 3D ,
"Design a sustainable and innovative campus for a leading design institute , which will inspire creativity and foster collaboration among students and faculty. The campus should incorporate the latest technology and design trends while maintaining a strong connection to the local culture and environment. Consider the needs of the students and faculty , as well as the surrounding community , and provide a comprehensive solution that addresses all aspects of campus life , from learning spaces and housing to dining and recreation. The design should also prioritize sustainability , incorporating features such as green roofs , renewable energy sources , and water conservation measures. Your proposal should be visually compelling and supported by research , analysis , and clear design principles." ,