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Advanced RAG patterns on Amazon SageMaker

AWS Machine Learning Blog

If you’re implementing complex RAG applications into your daily tasks, you may encounter common challenges with your RAG systems such as inaccurate retrieval, increasing size and complexity of documents, and overflow of context, which can significantly impact the quality and reliability of generated answers.

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Build well-architected IDP solutions with a custom lens – Part 1: Operational excellence

AWS Machine Learning Blog

The IDP Well-Architected Lens is intended for all AWS customers who use AWS to run intelligent document processing (IDP) solutions and are searching for guidance on how to build secure, efficient, and reliable IDP solutions on AWS. This post focuses on the Operational Excellence pillar of the IDP solution.

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What is Retrieval Augmented Generation (RAG)?

phData

Consider the below diagram: Figure 1: HR Chatbot Pipeline with RAG Instead of just directly prompting the LLM , we provide our IT chatbot with our organization’s unique document data to consider before responding. Finance Use Case To better understand the capabilities of RAG, let’s visit a real-world scenario in the finance sector.

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Harnessing the Power of Freelance AI Software Developers

Smart Data Collective

Why Smart Companies Are Hiring AI Software Developers In the modern business landscape, agility and adaptability aren’t just buzzwords—they’re essential survival skills. With platforms like Match.Dev connecting companies with top-tier freelance talent, the world of software development is more accessible than ever.

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Modernizing mainframe applications with a boost from generative AI

IBM Journey to AI blog

To achieve business agility and keep up with competitive challenges and customer demand, companies must absolutely modernize these applications. To achieve business agility and keep up with competitive challenges and customer demand, companies must absolutely modernize these applications.

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Build well-architected IDP solutions with a custom lens – Part 3: Reliability

AWS Machine Learning Blog

The IDP Well-Architected Custom Lens is intended for all AWS customers who use AWS to run intelligent document processing (IDP) solutions and are searching for guidance on how to build a secure, efficient, and reliable IDP solution on AWS. This includes the ability to operate and test the full IDP workflow and its total lifecycle.

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Yesterday’s small chatbots are today’s mighty entrepreneurs

Dataconomy

NLP can assist in drafting contracts more efficiently by providing language suggestions and ensuring consistent language usage throughout the document ( Image Credit ) How can you use NLP for contracts? Even for machine learning or AI models, it can be difficult to understand the meaning of text in a document.