<figure class="wp-block-image is-style-default"><img src="https://www.simplilearn.com/ice9/free_resources_article_thumb/Deep-Learning-vs-Machine-Learning.jpg" alt="Ai"/></figure>



<p>Look at what you can learn from hardware and software so you can use machine learning and AI to create projects.</p>



<h2 class="has-text-align-center has-vivid-cyan-blue-color has-text-color has-large-font-size">What is Ai? </h2>



<p class="has-text-align-center">Artificial intelligence (Ai) is the process of programming a computer to make decisions for itself. This can be done through a number of methods,including but not limited to machine learning,natural language processing,and predictive modeling. It is used extensively in business and industry for tasks such as automatic customer service,fraud detection,and inventory management.</p>



<p class="has-text-align-center">Edge computing is a type of computing where data processing is done near the source of the data.</p>



<h2 class="has-text-align-center has-vivid-cyan-blue-color has-text-color has-large-font-size">Article</h2>



<p class="has-text-align-center">So far,I've covered the fundamentals of edge computing and Artificial Intelligence,as well as some alternatives to traditional edge computing gear. I reviewed numerous free machine learning systems in the previous article.</p>



<p class="has-text-align-center">In this article,I'll tie everything together and explain how to get started if you've never worked with machine learning,Artificial Intelligence,or edge computing before.</p>



<h2 class="has-text-align-center has-vivid-cyan-blue-color has-text-color has-large-font-size"><em>Edge Computing Hardware</em></h2>



<p class="has-text-align-center">Edge computing brings some calculations closer to the user and away from the cloud,as explained in A Look at Edge Computing and Artificial Intelligence HATs and Shields. As a result,the computing gear is located somewhere between the user's network and the cloud.</p>



<p class="has-text-align-center">As a result,you may basically utilize any computer that can connect to both your existing network and the cloud.</p>



<p class="has-text-align-center">Single-board computers,such as the Raspberry Pi,may also execute a variety of functions. More demanding tasks,on the other hand,may necessitate the use of a dedicated server capable of handling the extra load.</p>



<div class="wp-block-image is-style-default"><figure class="aligncenter"><img src="https://maker.pro/storage/zL42Q1G/zL42Q1GdSPmuPKxursQaDUtvRFhvJ3JUaNF2r8AD.jpeg" alt="Grove_AI_HAT.jpg"/><figcaption>The Grove Raspberry Pi AI HAT Seeed Studio provided this image.</figcaption></figure></div>



<p class="has-text-align-center">As a result,you may basically utilize any computer that can connect to both your existing network and the cloud.</p>



<p class="has-text-align-center">Single-board computers,such as the Raspberry Pi,may also execute a variety of functions. More demanding tasks,on the other hand,may necessitate the use of a dedicated server capable of handling the extra load.</p>



<p class="has-text-align-center">A <a href="https://eduengteam.com/getting-started-with-raspberry-pi" data-type="page" data-id="3656">Raspberry Pi</a> with a dedicated co-processor HAT should be more than enough for everyday chores if you're a hobbyist or maker. There are,however,a variety of solutions available for corporations and enterprise users. Those are primarily designed to be simple to maintain and operate.</p>



<p class="has-text-align-center"></p>



<p class="has-text-align-center">Edge computing is a type of computing that takes place at or near the edge of the network,as opposed to centrally in a data center. By bringing processing power and storage closer to users and devices,edge computing can improve performance,responsiveness,and efficiency. Edge computing can also help to manage bandwidth and traffic congestion by reducing the amount of data that needs to be sent back and forth between users and data centers.</p>



<p></p>



<h2 class="has-text-align-center has-vivid-cyan-blue-color has-text-color has-large-font-size"><em><strong>AI Basics for Beginners</strong></em></h2>



<p class="has-text-align-center">If you're new to the field of artificial intelligence and machine learning,I recommend starting with the fundamentals.</p>



<p class="has-text-align-center">There are numerous excellent materials available,many of which are free. However,for a decent understanding of the field,I recommend looking at the book Artificial Intelligence: A Modern Approach. If you don't enjoy reading,you can take an online course instead. However,be aware that they might be quite expensive.</p>



<h2 class="has-text-align-center has-vivid-cyan-blue-color has-text-color has-large-font-size"><em><strong>Hardware for Machine Learning and AI</strong></em></h2>



<p class="has-text-align-center">After you've mastered the fundamentals,it's time to consider the hardware. The good news is that machine learning and AI can be done on almost any current hardware.</p>



<p class="has-text-align-center">However,you can improve performance by using dedicated gear designed expressly for this purpose. The Jetson Nano is a popular SBC that may be used for a variety of artificial intelligence applications.</p>



<div class="wp-block-image is-style-default"><figure class="aligncenter"><img src="https://maker.pro/storage/9DnjsgG/9DnjsgGBnVBOK9WiuiPqA5kQ53DoNKjbChOOszlz.jpeg" alt="jetson nano dev kit.jpeg"/><figcaption>The Jetson Nano is a hobbyist and developer-friendly AI-compatible SBC.</figcaption></figure></div>



<p class="has-text-align-center">Also,if you plan on using TensorFlow,you should take a look at a TPU that supports your hardware. Those can be cloud-based,but offline alternatives,like the <a href="https://coral.ai/products/accelerator/" target="_blank" rel="noreferrer noopener">Coral USB Accelerator</a>,as well as <a href="https://coral.ai/products/dev-board-mini/" target="_blank" rel="noreferrer noopener">dedicated single-board computers</a>,are available.</p>



<h2 class="has-text-align-center has-vivid-cyan-blue-color has-text-color has-large-font-size"><em>Software for Machine Learning and A</em>rtificial Intelligence</h2>



<p class="has-text-align-center">Unfortunately,no single software solution exists that can handle all AI and machine learning applications.</p>



<p class="has-text-align-center">You might,however,look at this list of popular free machine learning and artificial intelligence tools. Keep in mind that the gear you chose will limit you. If you want to utilize a Raspberry Pi,for example,you'll be limited to software that runs on the device and programming languages that are supported.</p>



<h2 class="has-text-align-center has-vivid-cyan-blue-color has-text-color has-large-font-size"><em>Data Collection for Machine Learning</em></h2>



<p class="has-text-align-center">Some learning techniques necessitate the utilization of a large number of examples and expected outcomes. You can either collect the information yourself or use a database with a variety of samples and large data sets. OpenML is a free website where anyone can post machine learning data and experiment results.</p>



<h2 class="has-vivid-cyan-blue-color has-text-color has-large-font-size">So,What Does AI and Edge Computing Require?</h2>



<p class="has-text-align-center">Most Artificial Intelligence platforms can be run on practically any modern computer,thus hobbyists and builders should use the gear they already have.</p>



<p class="has-text-align-center">An external co-processor can greatly accelerate the learning and computation processes. Businesses and enterprise customers should consider what tasks they intend to complete,as the more powerful gear may be required.</p>



<p class="has-text-align-center">The software that can be utilized is mostly constrained by the platform chosen and the task at hand.</p>



<p></p>

Get started with Artificial Intelligence (AI) and edge computing

Get started with Artificial intelligence(Ai) and edge computing

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Get started with Artificial intelligence(Ai) and edge computing

Get started with Artificial intelligence(Ai) and edge computing

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