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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. ,
"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. ,
Generate architecture diagram: Use Spark Streaming , a distributed computing framework that supports streaming processing , to obtain change logs of the original data to be migrated from the source database; LSTM neural network algorithm is used as sequence learning algorithm , and machine learning model can simulate Data migration operation according to log data training; Using the distributed data processing framework Spark SQL , construct test cases based on the LSTM model , conduct simulation testing based on the original data to be migrated , and obtain target test data; Use the Random forest algorithm as the machine learning algorithm to compare the source test data with the target test data to determine whether there is a data compatibility problem. ,
The illustration shows Alma surrounded by a swarm of colorful butterflies , each with unique patterns and colors on their wings. Alma is looking up in wonder , with a big smile on her face , as the butterflies flutter around her. The background is filled with lush greenery and flowers , indicating the beauty of the garden. In the center of the illustration , Alma is shown learning to fly like the butterflies , with the help of her new friends. The scene is playful and joyful , inviting the reader to join Alma on her journey of discovery and friendship. ,
Generate an artistic and hyperrealistic image for the cover of a university course entitled 'Artificial Intelligence in University Teaching'. The image should convey a fusion between technology and education. Visualize a classic university classroom with a blackboard in the background , covered with mathematical equations and flowcharts representing artificial intelligence algorithms. In front of the blackboard , a silhouette of a professor in a teaching pose , with one arm raised as if explaining a concept. The professor is a fusion between a human and a cyborg , his right half is a human-looking professor in academic clothing , while the left half is a stylized representation of circuits and gears , symbolizing artificial intelligence. In the foreground , a holographic version of a human brain floats in the air , radiating with a soft , pulsating light. The brain is surrounded by floating lines of digital code , symbolizing learning and information processing. The overall tone of the image is futuristic , but also welcoming , with a color palette that combines cool shades of blues and grays with warm tones of golds and browns. The course title , 'Artificial Intelligence in University Teaching' , is present in large , modern letters at the top or bottom of the image. ,
The illustration shows Alma surrounded by a swarm of colorful butterflies , each with unique patterns and colors on their wings. Alma is looking up in wonder , with a big smile on her face , as the butterflies flutter around her. The background is filled with lush greenery and flowers , indicating the beauty of the garden. In the center of the illustration , Alma is shown learning to fly like the butterflies , with the help of her new friends. The scene is playful and joyful , inviting the reader to join Alma on her journey of discovery and friendship. , Cartoon ,
Brand Mascot Design Concept: "Buddy the Wise Owl" - **Appearance**: Buddy the Wise Owl is designed as a charming and friendly owl with big expressive eyes wearing glasses symbolizing wisdom. - **Colors**: Use bright yet soothing colors like turquoise blue for the body with hints of soft white feathers. - **Attire**: Buddy wears a small backpack filled with art supplies – symbolizing readiness for any creative or learning adventure. - **Personality Traits**: Curious , knowledgeable , helpful – always ready with fun facts or creative ideas. ,
Head: Black short hair with some curls , which looks lively and cute. Big round eyes with a pure and kind temperament. A slightly open mouth that shows a curious and happy attitude. Clothing: Yellow monk's robe with some red patterns , which gives a sense of ancientness and solemnity. Wearing a string of beads , which represents the faith and practice of Buddhism. Background: A temple courtyard with some Buddha statues and plants , which creates a quiet and peaceful atmosphere. Pose: Kneeling on a cushion with his hands folded , looking like he is listening to his master's lecture or praying. A smiling or surprised look at the front , showing a sense of reverence or learning. Style: Cartoon or comics , without too many details or shadows , highlighting the cuteness and image of the character. Yellow as the main color , with some red or green as embellishments , creating a warm and lively atmosphere. Additional details: The painting should be lifelike and have vitality. The character is a small boy monk. ,
The illustration shows Alma surrounded by a swarm of colorful butterflies , each with unique patterns and colors on their wings. Alma is looking up in wonder , with a big smile on her face , as the butterflies flutter around her. The background is filled with lush greenery and flowers , indicating the beauty of the garden. In the center of the illustration , Alma is shown learning to fly like the butterflies , with the help of her new friends. The scene is playful and joyful , inviting the reader to join Alma on her journey of discovery and friendship. ,
Logo Design Description: Sailboat Icon: The central element of the logo is a stylized sailboat , symbolizing the school newspaper as a vessel embarking on a journey of knowledge. The sailboat is depicted with a dynamic stance , capturing the essence of progress and exploration. Sailing Waves: Beneath the sailboat , there are subtle wave patterns , indicating the fluidity and ever-changing nature of information and ideas. The waves also represent the dynamic environment of a school campus. Ascending Arrow: The sail of the boat forms an upward-pointing arrow , emphasizing the idea of progress , growth , and the pursuit of excellence. This arrow signifies the newspaper's role in guiding students and readers toward new heights of knowledge. Gradient Blue Palette: The logo features a gradient of blue shades , ranging from a deep ocean blue to a lighter sky blue. This color scheme conveys a sense of depth , representing the vast sea of knowledge and the limitless possibilities for learning. Open Book Symbol: Adjacent to the sailboat , an open book adds an academic touch to the design. It reinforces the newspaper's commitment to education , learning , and the dissemination of valuable information. "启航" Typography: The Chinese characters for "启航" (Qihang) are incorporated into the design with a clean and modern font. This not only reinforces the newspaper's identity but also adds a touch of cultural significance. The combination of these elements creates a visually appealing and meaningful logo for the school newspaper "启航 , " capturing the spirit of exploration , knowledge , and academic advancement. The logo's dynamic and cohesive design ensures its versatility across various platforms and applications. , 3D ,
Appearance: The Tiefling merchant is a striking figure , bearing the distinctive features of their infernal heritage with a mix of pride and resilience. Their skin may range from deep crimson to subtle purples or blues , and their eyes may gleam with an otherworldly glow. Their horns curl gracefully from their forehead , and their tail flicks with a subtle , controlled movement. Despite the occasional glances or stares they receive , the merchant holds their head high , exuding a sense of confidence and self-assurance. Features: The Tiefling merchant is a shrewd and savvy entrepreneur , possessing a natural charm and a silver tongue that can sway even the most skeptical customers. They have a keen eye for valuable items and hidden gems , always on the lookout for unique goods to add to their inventory. Their infernal heritage grants them a talent for deception and illusion , skills they employ to protect their merchandise from prying eyes and to negotiate advantageous deals. Habitat: The Tiefling merchant can be found in bustling marketplaces , opulent trade routes , and even shadowy back-alley deals , displaying their adaptability to various environments. Their establishments range from lavish shops in affluent districts to humble stalls in the less reputable parts of town. In your DND world , this Tiefling merchant might be part of a vast network of traders and smugglers , conducting business that spans across borders and under the radar. Behavior: True to their Tiefling nature , the merchant is both adaptable and tenacious , weathering the challenges and prejudices that come with their infernal lineage. They are skilled at reading people , quickly discerning their customers' desires and finding ways to cater to their needs. While some may initially mistrust them , the merchant's honesty , reliability , and dedication to their craft often win over even the most skeptical clients. Role in the World: In your DND world , the Tiefling merchant represents the resilience of their kind and the strength of character it takes to thrive in a world that often fears or misunderstands them. They serve as a living example that individuals should not be judged solely by their appearance but by their actions and integrity. Adventurers may find themselves drawn to the merchant's intriguing goods , and they may become involved in the merchant's dealings , learning about the complexities of trade and diplomacy. Encountering a Tiefling merchant in your campaign can be a fascinating and nuanced experience for players. It presents an opportunity to explore themes of identity , discrimination , and the power of breaking stereotypes. The interactions with this clever and resourceful merchant can lead to intriguing role-playing moments , where players may navigate complex negotiations , make alliances , or challenge their own preconceptions. The presence of a Tiefling merchant in your campaign world adds depth and diversity to the commercial landscape. Their character serves as a reminder of the potential for unity and cooperation among different races and cultures. This NPC can become an influential and memorable character in your DND campaign , leaving a lasting impression on players as they traverse the world and navigate the intricate web of trade , commerce , and interpersonal relationships. ,
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Visualize a Glimmering Grottoes on: The chakras should be aligned vertically , starting from the root chakra at the base and ending with the chakra at the top of the human head. Add elements that suggest clarity and understanding , such as light bulbs , clear paths. The air is filled with a mystical Glimmering Grottoes , and the Hindi text "ॐ" form softly around them , emphasizing the spiritual journey beyond mere learning. ,