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	<title>(주)하연네트웍스 &#187; IT Education</title>
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	<description>조달청 최우수등급 음식물처리기 명품 </description>
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		<title>7 In-Demand IT Skills to Boost Your Resume in 2023</title>
		<link>http://www.hayeon.net/?p=18299</link>
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		<pubDate>Wed, 24 Jan 2024 21:35:53 +0000</pubDate>
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				<category><![CDATA[IT Education]]></category>

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		<description><![CDATA[We’ll learn about how the brain uses two very different learning modes and how it encapsulates (“chunks”) information. We’ll also cover illusions of learning, memory techniques, dealing with procrastination, and best practices shown by research to be most effective in helping you master tough subjects. Learning a new programming language fast doesn’t mean skipping over [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>We’ll learn about how the brain uses two very different learning modes and how it encapsulates (“chunks”) information. We’ll also cover illusions of learning, memory techniques, dealing with procrastination, and best practices shown by research to be most effective in helping you master tough subjects. Learning a new programming language fast doesn’t mean skipping over those mistakes! By taking the time to understand and fix them, you’ll see what errors you made and how to avoid them going forward. Another advantage of coding by hand is that it’ll help you prepare for technical interviews.</p>
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<p>However, many of these cells will eventually die unless a person engages in some type of effortful learning. If you&#8217;re pressed for time, consider combining study strategies. Listen to a podcast while you&#8217;re taking a walk or join a group where you can practice your new skills with <a href="https://deveducation.com/en/events/international-certificate-award-ceremony-in-may-2023/">https://deveducation.com/en/events/international-certificate-award-ceremony-in-may-2023/</a> others. It is important to be able to accurately remember the information that you learn, recall it at a later  time, and use it effectively in a wide variety of situations. CompTIA Live Online Training is an instructor-led program that brings the  classroom experience to you.</p>
<h2>From Web Developer to AI Pioneer: Becoming an AI Engineer</h2>
<p>When enrolling in an IT course, make sure the course you select meets your needs. Is it offered by a reputable source that potential employers will recognize? Don’t just jump in headfirst without doing some leg work to find these things out.</p>
<ul>
<li>Jobs in technical support, cloud computing, cybersecurity, computer networking, machine learning, database management and software development are in demand – and they pay well.</li>
<li>There are a few ways you can learn IT on your own – and many of them include expert instruction and support.</li>
<li>According to research, doing this not only makes people less productive when they work but also impairs attention and reduces comprehension.</li>
<li>They have the skills and the knowledge to help you on your career path and are the best resource for the many questions you’ll undoubtedly have.</li>
</ul>
<p>If you’re looking for a quick way to get more hands-on experience, browse Coursera’s guided projects for projects that you can complete in under two hours. They can also help you refresh old skills to prepare you for the interview. Working in web development means you’ll be responsible for creating and maintaining websites and phone applications.</p>
<h2>Principios de ingeniería de software automatizada y ágil Certificado MasterTrack®</h2>
<p>Spaced repetition is a system of learning that uses scheduled, repeated review of the information to be memorized. Research shows that students who studied and were then tested had greater long-term recall of what they learned than students who did not test. They studied students in one classroom who interleaved both algebra and geometry, with their weekly homework assignments containing a mix of both types of questions.</p>
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" 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			<wfw:commentRss>http://www.hayeon.net/?feed=rss2&#038;p=18299</wfw:commentRss>
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		<item>
		<title>How to Become a Prompt Engineer: Skills You Need + Steps to Take</title>
		<link>http://www.hayeon.net/?p=42942</link>
		<comments>http://www.hayeon.net/?p=42942#comments</comments>
		<pubDate>Fri, 09 Dec 2022 20:58:37 +0000</pubDate>
		<dc:creator><![CDATA[38983930]]></dc:creator>
				<category><![CDATA[IT Education]]></category>

		<guid isPermaLink="false">http://www.hayeon.net/?p=42942</guid>
		<description><![CDATA[Prompt engineering is a relatively new discipline for developing and optimizing prompts to efficiently use language models (LMs) for a wide variety of applications and research topics. Prompt engineering skills help to better understand the capabilities and limitations of large language models (LLMs). Mollick notes that those interested in exploring this field should try experimenting [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>Prompt engineering is a relatively new discipline for developing and optimizing prompts to efficiently use language models (LMs) for a wide variety of applications and research topics. Prompt engineering skills help to better understand the capabilities and limitations of large language models (LLMs). Mollick notes that those interested in exploring this field should try experimenting with large language models like GPT+ and Bard to learn their own approach to developing prompts, rather than taking an online course. That’s because AI systems are changing so quickly and the prompts that work today may not work in the future. “What I worry about is people thinking that there is a magical secret to prompting,” he says.</p>
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" width="301px" alt="ai prompt engineer"/></p>
<p>For example, they can summarize documents, complete sentences, answer questions, and translate languages. For specific user input, the models work by predicting the best output that they determine from past training. Prompt engineering is not just about designing and developing prompts.</p>
<h2>Earn prompt engineering credentials.</h2>
<p>It works better than zero-shot for more complex tasks where pattern<br />
replication is wanted, or when you need the output to be structured in  a<br />
specific way that is difficult to describe. Creativity and<br />
persistence will benefit you greatly on your journey, however. Various sources mention salaries ranging from $175,000 to over $300,000. However, these figures are based on specific job listings and might not represent the entire range of salaries in the field. Because AI systems lack intuition, they&#8217;re dependent on human input to understand human language and questions to produce effective prompts. Some may find it suspicious that tech companies are willing to dole out this kind of cash at a time of massive layoffs across the industry.</p>
<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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" width="309px" alt="ai prompt engineer"/></p>
<p>When this prompt is run, the model&#8217;s response will be to classify &#8216;It doesn&#8217;t<br />
work&#8217; as positive or negative, as shown in the examples. This prompt gives precise instructions on the type of recipes needed, the time required for preparation and the ingredients required to cook them. This is a simple question with a set of instructions on how the AI model should answer the question. A new kind of AI job is emerging—and it pays six-figure salaries and doesn’t require a degree in computer engineering, or even advanced coding skills. Prompt engineers need diverse abilities to succeed, including creativity, proficiency with technology, and even an understanding of human psychology.</p>
<h2>AI prompt engineer</h2>
<p>Chain of Thought (CoT) prompting encourages the LLM to explain its reasoning. Combine it with few-shot prompting to get better results on more complex tasks<br />
that require reasoning before a response. This prompt guides the AI model to generate a playlist that aligns with the provided song examples and captures the desired classic rock feel.</p>
<ul>
<li>She doesn’t need to write any technical code to do this; instead, she types instructions to the AI model to help refine responses.</li>
<li>But tech entrepreneurs who champion the power of artificial intelligence believe prompt engineering has the chance to take off and shape the future of automation.</li>
<li>The underlying data science preparations, transformer architectures and machine learning algorithms enable these models to understand language and then use massive datasets to create text or image outputs.</li>
<li>Organizations looking to incorporate gen AI tools into their business models can either use off-the-shelf gen AI models or customize an existing model by training it with their own data.</li>
<li>It’s part of a dramatic increase in demand for workers who understand and can work with AI tools.</li>
</ul>
<p>In this technique, the model is prompted to solve the problem, critique its solution, and then resolve the problem considering the problem, solution, and critique. The problem-solving process repeats until a it reaches a predetermined reason to stop. For example, it could run out of tokens or time, or the model could output a stop token. For example, imagine a user prompts the model <a href="https://deveducation.com/en/courses/prompt-engineer/">prompt engineer training</a> to write an essay on the effects of deforestation. The model might first generate facts like &#8220;deforestation contributes to climate change&#8221; and &#8220;deforestation leads to loss of biodiversity.&#8221; Then it would elaborate on the points in the essay. It requires both linguistic skills and creative expression to fine-tune prompts and obtain the desired response from the generative AI tools.</p>
<h2>For more information on generative AI-related terms, read the following articles:</h2>
<p>Generative artificial intelligence (AI) systems are designed to generate specific outputs based on the quality of provided prompts. Prompt engineering helps generative AI models better comprehend and respond to a wide range of queries, from the simple to the highly technical. In this prompt engineering technique, the model is prompted first to list the subproblems of a problem, and then solve them in sequence. This approach ensures that later subproblems can be solved with the help of answers to previous subproblems.</p>
<p>This prompt uses the context of &#8220;used in transportation&#8221; while posing the question regarding green technologies, which helps the model focus on answers that are specifically connected to vehicle-related green technologies. Well-crafted prompts play a pivotal role in enabling the AI model to grasp the user&#8217;s intention and context, ultimately resulting in responses that are both accurate and pertinent. Being able to empathize with the user and understand their needs is crucial to crafting effective prompts. For example, if you’re building a chatbot for a company’s customer support portal, knowing users’ purchase behavior, product challenges, and previous interactions with customer support can help you craft better prompts. Prompt engineering is primarily used with text-to-text models, meaning that text comprises the input (prompt) and output. Other models like text-to-audio and text-to-image allow prompt engineers to input text and have the model produce audio files or images.</p>
<h2>Prompting Best Practices</h2>
<p>For example, writing prompts for Open AI’s GPT-3 or GPT-4 differs from writing prompts for Google Bard. Bard can access information through Google Search, so it can be instructed to integrate more up-to-date information into its results. However, ChatGPT is the better tool for ingesting and summarizing text, as that was its primary design function. Well-crafted prompts guide AI models to create more relevant, accurate and personalized responses. Because AI systems evolve with use, highly engineered prompts make long-term interactions with AI more efficient and satisfying.</p>
<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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" width="305px" alt="ai prompt engineer"/></p>
<p>Organizations are already beginning to make changes to their hiring practices that reflect their gen AI ambitions, according to McKinsey’s latest survey on AI. Developing a gen AI model from scratch is so resource intensive that it’s out of the question for most companies. Organizations looking to incorporate gen AI tools into their business models can either use off-the-shelf gen AI models or customize an existing model by training it with their own data.</p>
<h2>Specific prompts help models understand what you want</h2>
<p>Clever prompt engineers working in open-source environments are pushing generative AI to do incredible things not necessarily a part of their initial design scope and are producing some surprising real-world results. Prompt engineering will become even more critical as generative AI systems grow in scope and complexity. Prompt engineers play a pivotal role in crafting queries that help generative AI models understand not just the language but also the nuance and intent behind the query. A high-quality, thorough and knowledgeable prompt, in turn, influences the quality of AI-generated content, whether it’s images, code, data summaries or text.</p>
<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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" width="301px" alt="ai prompt engineer"/></p>
<p>Or you could add specificity to a previous set of instructions, such as asking the language model to elaborate on one example and discard the rest. Good prompts connect what a human wants to create with what a machine can generate. Prompt engineering plays a role in software development by using AI models to generate code snippets or provide solutions to programming challenges. Using prompt engineering in software development can save time and assist developers in coding tasks.</p>
<h2>What are prompt engineering techniques?</h2>
<p>It enables direct interaction with the LLM using<br />
only plain language prompts. Additionally, salaries can vary based on factors such as geographical location, experience and the organization or industry hiring for the role. Examples can also be fed into an AI model to receive  a specific output about the examples provided.</p>
<div style='text-align:center'><iframe width='568' height='317' src='https://www.youtube.com/embed/hnijzuvShfg' frameborder='0' alt='ai prompt engineer' allowfullscreen></iframe></div>
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