Expediting the security of NextGen vehicles through disruptive innovations & technologies

Joined November 2022
200 Photos and videos
What’s the difference between a Regulation and a Standard in automotive? Many people use Regulations and Standards interchangeably but in automotive, they mean very different things.👇 youtube.com/shorts/bnEgHgwY0…
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Still spending hours extracting, structuring, and reviewing requirements manually? carAISuite simplifies Requirement Elicitation, Generation, and Compliance in one intelligent platform. Watch how👇 youtube.com/shorts/UXjeHc1vJ…
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When evaluating #RAG applications with #RAGAS, the concept of #GroundTruth comes up frequently but how are these reference answers created for testing purposes? 🤔 In this short video, we break down how ground truths are prepared. youtu.be/Jk4Es-6G8qE

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In #RAG evaluations, sometimes your #ContextRecallScore is high, but the #FaithfulnessScore is low, what does that mean, and what should you do? 🤔 In this short video, we break down why these scores can diverge. youtu.be/BCfu7xSFiDQ
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When evaluating #RAG applications with #RAGAS, a common question arises - what exactly counts as a good score, and is it always 1? 🤔 In this short video, we explain how #RAGASScoring works. youtu.be/Gdyq2pvzv0g
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When evaluating #RAG applications using #RAGAS, a common question comes up do we need a human to manually grade responses to get a score? 🤔 In this short video, we clarify how #RAGAS works. youtu.be/7D36G8yKC10
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Deploying #AgenticAI at scale comes with real operational costs but what are the primary ones to consider? 🤔 In this short video, we break down the key cost drivers involved in running #AIAgents. youtu.be/KbJW0255FSY
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AI agents often operate in iterative reasoning loops but what happens when they get stuck or fail unpredictably? 🤔 In this short video, we discuss common challenges in #AIAgents, such as infinite loops and unexpected failures. youtu.be/G3O_jZYQVVc

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Agentic workflows rely heavily on an #LLM’s ability to reason - but how does that reasoning actually work? 🤔 In this short video, we explore the difference between #ChainOfThought and more advanced approaches like #TreeOfThoughts. youtu.be/qRNge3UFt_w
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Trying to understand #ReinforcementLearning but finding it a bit abstract? 🤔 In this short explainer, we share simple and relatable examples that make RL easier to understand from everyday decision-making to real-world #AI applications. youtu.be/cIXRnbJla9o
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What is #SemiSupervisedLearning and why is it becoming so important in #MachineLearning? In this quick explainer, we break down how ML models use a mix of labeled and unlabeled data, making learning faster, cheaper, and more efficient. youtu.be/EI_RMJFiWtk
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Machine learning models are everywhere - but how do we actually know if a model is good? 🤔 In this short video, we break down the key ways to evaluate ML performance, from accuracy and precision to real-world reliability. youtu.be/2fl0rJR5yas
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In this short video, we explore an important question in the world of #MachineLearning - What unique role does a Data Scientist play compared to other tech roles? Let’s dive in. youtu.be/b5TXQeR5ekc
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