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	<title>Machine Learning Archives - testRigor AI-Based Automated Testing Tool</title>
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	<description>Create stable tests in plain English emulating the way humans interact with web or mobile application.</description>
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		<title>Garbage In, Disaster Out: Data Validation for AI Models</title>
		<link>https://testrigor.com/blog/garbage-in-disaster-out-data-validation-for-ai-models/</link>
					<comments>https://testrigor.com/blog/garbage-in-disaster-out-data-validation-for-ai-models/#respond</comments>
		
		<dc:creator><![CDATA[Shilpa Prabhudesai]]></dc:creator>
		<pubDate>Fri, 13 Mar 2026 18:00:44 +0000</pubDate>
				<category><![CDATA[AI in Testing]]></category>
		<category><![CDATA[AI Testing Tool]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[Quality Engineering]]></category>
		<guid isPermaLink="false">https://testrigor.com/?p=1130819</guid>

					<description><![CDATA[<div><img width="300" height="200" src="https://testrigor.com/wp-content/uploads/2026/02/Garbage-In-Disaster-Out-Data-Validation-for-AI-Models-Title-300x200.jpeg" class="attachment-medium size-medium wp-post-image" alt="" style="margin-bottom: 15px;" decoding="async" fetchpriority="high" srcset="https://testrigor.com/wp-content/uploads/2026/02/Garbage-In-Disaster-Out-Data-Validation-for-AI-Models-Title-300x200.jpeg 300w, https://testrigor.com/wp-content/uploads/2026/02/Garbage-In-Disaster-Out-Data-Validation-for-AI-Models-Title.jpeg 600w" sizes="(max-width: 300px) 100vw, 300px" /></div>
<p>Nowadays, we use artificial intelligence (AI) daily for various purposes. Like most other helpful technologies, it has started to play an important role in our lives. But AI suffers from a reputation problem that&#8217;s also a data problem. When the data fed to AI models is wrong, incomplete, inconsistent, or misused, the models suffer. “Garbage ...</p>
<p>The post <a href="https://testrigor.com/blog/garbage-in-disaster-out-data-validation-for-ai-models/">Garbage In, Disaster Out: Data Validation for AI Models</a> appeared first on <a href="https://testrigor.com">testRigor AI-Based Automated Testing Tool</a>.</p>
]]></description>
		
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		<title>LLM Architecture: How Large Language Models Work</title>
		<link>https://testrigor.com/blog/llm-architecture/</link>
					<comments>https://testrigor.com/blog/llm-architecture/#respond</comments>
		
		<dc:creator><![CDATA[Megana Natarajan]]></dc:creator>
		<pubDate>Mon, 22 Dec 2025 19:37:58 +0000</pubDate>
				<category><![CDATA[AI in Testing]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<guid isPermaLink="false">https://testrigor.com/?p=1129741</guid>

					<description><![CDATA[<div><img width="300" height="281" src="https://testrigor.com/wp-content/uploads/2025/12/LLM-Architecture-Article-Banner-300x281.png" class="attachment-medium size-medium wp-post-image" alt="" style="margin-bottom: 15px;" decoding="async" srcset="https://testrigor.com/wp-content/uploads/2025/12/LLM-Architecture-Article-Banner-300x281.png 300w, https://testrigor.com/wp-content/uploads/2025/12/LLM-Architecture-Article-Banner.png 454w" sizes="(max-width: 300px) 100vw, 300px" /></div>
<p>Ever pondered how ChatGPT, Bard, or Claude can troubleshoot code or resolve a legal query in a matter of mere seconds? Large language models (LLMs), which are huge neural networks that have subtly emerged as the driving force behind modern AI, power these systems in the background. The issue is that even though the majority ...</p>
<p>The post <a href="https://testrigor.com/blog/llm-architecture/">LLM Architecture: How Large Language Models Work</a> appeared first on <a href="https://testrigor.com">testRigor AI-Based Automated Testing Tool</a>.</p>
]]></description>
		
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		<title>Why Do LLMs Need ETL Testing?</title>
		<link>https://testrigor.com/blog/why-do-llms-need-etl-testing/</link>
					<comments>https://testrigor.com/blog/why-do-llms-need-etl-testing/#respond</comments>
		
		<dc:creator><![CDATA[Hari Mahesh]]></dc:creator>
		<pubDate>Thu, 18 Sep 2025 14:02:55 +0000</pubDate>
				<category><![CDATA[AI in Testing]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<guid isPermaLink="false">https://testrigor.com/?p=1128372</guid>

					<description><![CDATA[<div><img width="300" height="300" src="https://testrigor.com/wp-content/uploads/2025/09/Why-Do-LLMs-Need-ETL-Testing-Article-Banner-300x300.jpeg" class="attachment-medium size-medium wp-post-image" alt="" style="margin-bottom: 15px;" decoding="async" srcset="https://testrigor.com/wp-content/uploads/2025/09/Why-Do-LLMs-Need-ETL-Testing-Article-Banner-300x300.jpeg 300w, https://testrigor.com/wp-content/uploads/2025/09/Why-Do-LLMs-Need-ETL-Testing-Article-Banner-150x150.jpeg 150w, https://testrigor.com/wp-content/uploads/2025/09/Why-Do-LLMs-Need-ETL-Testing-Article-Banner-768x768.jpeg 768w, https://testrigor.com/wp-content/uploads/2025/09/Why-Do-LLMs-Need-ETL-Testing-Article-Banner.jpeg 1024w" sizes="(max-width: 300px) 100vw, 300px" /></div>
<p>Large Language Models (LLMs) like GPT-4, Claude, and PaLM have reshaped the landscape of artificial intelligence, enabling machines to process, understand, and generate human language with astounding fluency. From powering conversational agents to summarizing documents and even writing code, LLMs are becoming central to modern enterprise solutions. But beneath the sophistication of these language models ...</p>
<p>The post <a href="https://testrigor.com/blog/why-do-llms-need-etl-testing/">Why Do LLMs Need ETL Testing?</a> appeared first on <a href="https://testrigor.com">testRigor AI-Based Automated Testing Tool</a>.</p>
]]></description>
		
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		<title>What is a Machine Learning Engineer?</title>
		<link>https://testrigor.com/blog/what-is-a-machine-learning-engineer/</link>
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		<dc:creator><![CDATA[Shilpa Prabhudesai]]></dc:creator>
		<pubDate>Mon, 25 Aug 2025 17:11:30 +0000</pubDate>
				<category><![CDATA[Engineering]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<guid isPermaLink="false">https://testrigor.com/?p=1128076</guid>

					<description><![CDATA[<div><img width="300" height="300" src="https://testrigor.com/wp-content/uploads/2025/08/What-is-a-Machine-Learning-Engineer-Article-Thum-300x300.png" class="attachment-medium size-medium wp-post-image" alt="" style="margin-bottom: 15px;" decoding="async" loading="lazy" srcset="https://testrigor.com/wp-content/uploads/2025/08/What-is-a-Machine-Learning-Engineer-Article-Thum-300x300.png 300w, https://testrigor.com/wp-content/uploads/2025/08/What-is-a-Machine-Learning-Engineer-Article-Thum-1024x1024.png 1024w, https://testrigor.com/wp-content/uploads/2025/08/What-is-a-Machine-Learning-Engineer-Article-Thum-150x150.png 150w, https://testrigor.com/wp-content/uploads/2025/08/What-is-a-Machine-Learning-Engineer-Article-Thum-768x768.png 768w, https://testrigor.com/wp-content/uploads/2025/08/What-is-a-Machine-Learning-Engineer-Article-Thum-1536x1536.png 1536w, https://testrigor.com/wp-content/uploads/2025/08/What-is-a-Machine-Learning-Engineer-Article-Thum.png 2048w" sizes="auto, (max-width: 300px) 100vw, 300px" /></div>
<p>The current century has witnessed remarkable technological advancements, and artificial intelligence (AI) and machine learning (ML) are at the forefront of this development. These technological advancements have created many job opportunities, and one of them is the role of a Machine Learning Engineer. Businesses are increasingly adopting data-driven decision-making, and hence, there is a massive ...</p>
<p>The post <a href="https://testrigor.com/blog/what-is-a-machine-learning-engineer/">What is a Machine Learning Engineer?</a> appeared first on <a href="https://testrigor.com">testRigor AI-Based Automated Testing Tool</a>.</p>
]]></description>
		
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			</item>
		<item>
		<title>What are LLMs (Large Language Models)?</title>
		<link>https://testrigor.com/blog/what-are-llms/</link>
					<comments>https://testrigor.com/blog/what-are-llms/#respond</comments>
		
		<dc:creator><![CDATA[Hari Mahesh]]></dc:creator>
		<pubDate>Tue, 04 Mar 2025 21:21:36 +0000</pubDate>
				<category><![CDATA[Machine Learning]]></category>
		<guid isPermaLink="false">https://testrigor.com/?p=1125415</guid>

					<description><![CDATA[<div><img width="300" height="300" src="https://testrigor.com/wp-content/uploads/2025/03/What-are-LLMs-Banner-300x300.jpeg" class="attachment-medium size-medium wp-post-image" alt="" style="margin-bottom: 15px;" decoding="async" loading="lazy" srcset="https://testrigor.com/wp-content/uploads/2025/03/What-are-LLMs-Banner-300x300.jpeg 300w, https://testrigor.com/wp-content/uploads/2025/03/What-are-LLMs-Banner-150x150.jpeg 150w, https://testrigor.com/wp-content/uploads/2025/03/What-are-LLMs-Banner-768x768.jpeg 768w, https://testrigor.com/wp-content/uploads/2025/03/What-are-LLMs-Banner.jpeg 900w" sizes="auto, (max-width: 300px) 100vw, 300px" /></div>
<p>Language is the foundation of human communication. Over the centuries, we have developed countless tools to understand, translate and interact with different languages. However, with the advance of Artificial Intelligence, there is a huge transformation in how machines understand process human language. The most prominent advancement in this domain is the development of Large Language ...</p>
<p>The post <a href="https://testrigor.com/blog/what-are-llms/">What are LLMs (Large Language Models)?</a> appeared first on <a href="https://testrigor.com">testRigor AI-Based Automated Testing Tool</a>.</p>
]]></description>
		
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		<title>Machine Learning Models Testing Strategies</title>
		<link>https://testrigor.com/blog/machine-learning-models-testing-strategies/</link>
					<comments>https://testrigor.com/blog/machine-learning-models-testing-strategies/#respond</comments>
		
		<dc:creator><![CDATA[Anushree Chatterjee]]></dc:creator>
		<pubDate>Fri, 10 Jan 2025 20:55:07 +0000</pubDate>
				<category><![CDATA[Machine Learning]]></category>
		<guid isPermaLink="false">https://testrigor.com/?p=1124794</guid>

					<description><![CDATA[<div><img width="300" height="300" src="https://testrigor.com/wp-content/uploads/2025/01/Machine-Learning-Models-Testing-Strategies-Banner-300x300.jpeg" class="attachment-medium size-medium wp-post-image" alt="" style="margin-bottom: 15px;" decoding="async" loading="lazy" srcset="https://testrigor.com/wp-content/uploads/2025/01/Machine-Learning-Models-Testing-Strategies-Banner-300x300.jpeg 300w, https://testrigor.com/wp-content/uploads/2025/01/Machine-Learning-Models-Testing-Strategies-Banner-150x150.jpeg 150w, https://testrigor.com/wp-content/uploads/2025/01/Machine-Learning-Models-Testing-Strategies-Banner-768x768.jpeg 768w, https://testrigor.com/wp-content/uploads/2025/01/Machine-Learning-Models-Testing-Strategies-Banner.jpeg 1024w" sizes="auto, (max-width: 300px) 100vw, 300px" /></div>
<p>&#8220;Machine learning is the next internet&#8221; &#8211; Tony Tether. We can all see this happening today. This quote is quite true to its essence. As revolutionary as the Internet was, ML is rapidly changing technology and our lives. Let us think about a self-driving car. It has to be super accurate to keep us safe, ...</p>
<p>The post <a href="https://testrigor.com/blog/machine-learning-models-testing-strategies/">Machine Learning Models Testing Strategies</a> appeared first on <a href="https://testrigor.com">testRigor AI-Based Automated Testing Tool</a>.</p>
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		<title>What is the Role of Quality Assurance in Machine Learning?</title>
		<link>https://testrigor.com/blog/quality-assurance-in-machine-learning/</link>
					<comments>https://testrigor.com/blog/quality-assurance-in-machine-learning/#respond</comments>
		
		<dc:creator><![CDATA[Anushree Chatterjee]]></dc:creator>
		<pubDate>Wed, 09 Oct 2024 21:22:30 +0000</pubDate>
				<category><![CDATA[Machine Learning]]></category>
		<guid isPermaLink="false">https://testrigor.com/?p=1123303</guid>

					<description><![CDATA[<div><img width="300" height="300" src="https://testrigor.com/wp-content/uploads/2024/10/Quality-Assurance-in-Machine-Learning-Banner-300x300.webp" class="attachment-medium size-medium wp-post-image" alt="" style="margin-bottom: 15px;" decoding="async" loading="lazy" srcset="https://testrigor.com/wp-content/uploads/2024/10/Quality-Assurance-in-Machine-Learning-Banner-300x300.webp 300w, https://testrigor.com/wp-content/uploads/2024/10/Quality-Assurance-in-Machine-Learning-Banner-150x150.webp 150w, https://testrigor.com/wp-content/uploads/2024/10/Quality-Assurance-in-Machine-Learning-Banner-768x768.webp 768w, https://testrigor.com/wp-content/uploads/2024/10/Quality-Assurance-in-Machine-Learning-Banner.webp 1024w" sizes="auto, (max-width: 300px) 100vw, 300px" /></div>
<p>Imagine a self-driving car. It&#8217;s a marvel of modern technology, capable of navigating roads, avoiding obstacles, and even making decisions in real-time. But what happens when that car misinterprets a stop sign as a speed limit or confuses a pedestrian with a shadow? The consequences could be catastrophic. This is where the critical role of ...</p>
<p>The post <a href="https://testrigor.com/blog/quality-assurance-in-machine-learning/">What is the Role of Quality Assurance in Machine Learning?</a> appeared first on <a href="https://testrigor.com">testRigor AI-Based Automated Testing Tool</a>.</p>
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		<title>Top 10 OWASP for LLMs: How to Test?</title>
		<link>https://testrigor.com/blog/top-10-owasp-for-llms-how-to-test/</link>
					<comments>https://testrigor.com/blog/top-10-owasp-for-llms-how-to-test/#respond</comments>
		
		<dc:creator><![CDATA[Pragya Yadav]]></dc:creator>
		<pubDate>Mon, 16 Sep 2024 19:26:30 +0000</pubDate>
				<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[QA Resources]]></category>
		<guid isPermaLink="false">https://testrigor.com/?p=1122857</guid>

					<description><![CDATA[<div><img width="300" height="178" src="https://testrigor.com/wp-content/uploads/2024/09/OWASP-for-LLMs-IMG9-300x178.png" class="attachment-medium size-medium wp-post-image" alt="" style="margin-bottom: 15px;" decoding="async" loading="lazy" srcset="https://testrigor.com/wp-content/uploads/2024/09/OWASP-for-LLMs-IMG9-300x178.png 300w, https://testrigor.com/wp-content/uploads/2024/09/OWASP-for-LLMs-IMG9-768x455.png 768w, https://testrigor.com/wp-content/uploads/2024/09/OWASP-for-LLMs-IMG9.png 788w" sizes="auto, (max-width: 300px) 100vw, 300px" /></div>
<p>The primary audience for the OWASP top 10 for LLMs includes developers, data scientists, QA, and security experts responsible for designing and building applications/plugins that utilize LLM technologies. OWASP created this list with the collective expertise of an international team of nearly 500 experts with over 125 active contributors. This article summarizes the top 10 ...</p>
<p>The post <a href="https://testrigor.com/blog/top-10-owasp-for-llms-how-to-test/">Top 10 OWASP for LLMs: How to Test?</a> appeared first on <a href="https://testrigor.com">testRigor AI-Based Automated Testing Tool</a>.</p>
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		<title>Machine Learning to Predict Test Failures</title>
		<link>https://testrigor.com/blog/machine-learning-to-predict-test-failures/</link>
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		<dc:creator><![CDATA[Hari Mahesh]]></dc:creator>
		<pubDate>Tue, 14 May 2024 00:26:47 +0000</pubDate>
				<category><![CDATA[Machine Learning]]></category>
		<guid isPermaLink="false">https://testrigor.com/?p=1120970</guid>

					<description><![CDATA[<div><img width="300" height="171" src="https://testrigor.com/wp-content/uploads/2024/05/Machine-Learning-to-Predict-Test-Failures-Banner-300x171.jpeg" class="attachment-medium size-medium wp-post-image" alt="" style="margin-bottom: 15px;" decoding="async" loading="lazy" srcset="https://testrigor.com/wp-content/uploads/2024/05/Machine-Learning-to-Predict-Test-Failures-Banner-300x171.jpeg 300w, https://testrigor.com/wp-content/uploads/2024/05/Machine-Learning-to-Predict-Test-Failures-Banner.jpeg 700w" sizes="auto, (max-width: 300px) 100vw, 300px" /></div>
<p>With the introduction of Artificial Intelligence and Machine Learning, technology has advanced significantly. We are currently using machine learning algorithms to predict failures in test execution. This is achieved by developing and deploying models that learn the historical test execution result and then expect the potential shortcomings in the application. With this approach, we can ...</p>
<p>The post <a href="https://testrigor.com/blog/machine-learning-to-predict-test-failures/">Machine Learning to Predict Test Failures</a> appeared first on <a href="https://testrigor.com">testRigor AI-Based Automated Testing Tool</a>.</p>
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