Flipboard

NOVEMBER 27, 2024

In this post, we show you how to integrate the popular Slack messaging service with AWS generative AI services to build a natural language assistant where business users can ask questions of an unstructured dataset. Chunks are vectorized and stored in a vector database.

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Flipboard

JULY 1, 2025

After Kaggle, this is one of the best sources for free datasets to download and enhance your data science portfolio. Ideal for data scientists and engineers working with databases and complex data models. His vision is to build an AI product using a graph neural network for students struggling with mental illness.

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AWS Machine Learning Blog

NOVEMBER 20, 2024

Whether it’s structured data in databases or unstructured content in document repositories, enterprises often struggle to efficiently query and use this wealth of information. The solution combines data from an Amazon Aurora MySQL-Compatible Edition database and data stored in an Amazon Simple Storage Service (Amazon S3) bucket.

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AWS Machine Learning Blog

DECEMBER 4, 2024

Building generative AI applications presents significant challenges for organizations: they require specialized ML expertise, complex infrastructure management, and careful orchestration of multiple services. The following diagram illustrates the conceptual architecture of an AI assistant with Amazon Bedrock IDE.

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Towards AI

FEBRUARY 3, 2025

Haseeb Hassan Originally published on Towards AI. The rise of AI is massively affecting the society. AI is being discussed in various sectors like healthcare, banking, education, manufacturing, etc. However, DeepSeek AI is taking a different direction than the current AI Models. What is DeepSeek AI?

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Flipboard

JUNE 27, 2025

Now, the AI community has a new-found obsession: context engineering — the art and science of structuring everything an LLM needs to complete a task successfully. AI models don’t have intent or judgment. Book here Mohit Pandey Mohit writes about AI in simple, explainable, and often funny words.

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Flipboard

MARCH 4, 2025

In this post, we explore a generative AI solution leveraging Amazon Bedrock to streamline the WAFR process. Interactive exploration -The generative AI-driven chat interface allows users to dive deeper into the assessment, asking follow-up questions and gaining a better understanding of the recommendations.

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Dataconomy

JANUARY 31, 2025

DeepSeek, the trending Chinese artificial intelligence (AI) startup, recently exposed one of its databases on the internet, potentially allowing unauthorized access to sensitive data. The exposed ClickHouse database provided full control over its operations, according to Wiz security researcher Gal Nagli.

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KDnuggets

JUNE 12, 2025

The PDF I’m using is publicly accessible, and you can download it using the link. Because it’s modular, you can easily extend it, maybe add a search bar using Streamlit, store chunks in a vector database like FAISS for smarter lookups, or even plug this into a chatbot. return file_path = input("Enter the path to your PDF file: ").strip()

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Data Science Natural Language Processing Machine Learning Machine Learning 245

Data Science Dojo

OCTOBER 2, 2023

You can also upload and download files to and from ChatGPT with this feature. It provides access to a vast database of scholarly articles and books, as well as tools for literature review and data analysis. With Code Interpreter, you can perform tasks such as data analysis, visualization, coding, math, and more.

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Dataconomy

MARCH 13, 2025

Meta is being accused of violating copyright laws through its admitted torrenting of a pirated books dataset utilized for training its AI models, according to a summary judgment filing in a US district court in California reported by ArsTechnica. “Their gamble should not pay off,” the authors stated.

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AWS Machine Learning Blog

MARCH 20, 2025

Generative AI agents offer a powerful solution by automatically interfacing with company systems, executing tasks, and delivering instant insights, helping organizations scale operations without scaling complexity. The following diagram illustrates the generative AI agent solution workflow.

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AWS Database AI AI 121

Flipboard

NOVEMBER 27, 2024

The ingestion pipeline (3) ingests metadata (1) from services (2), including Amazon DataZone, AWS Glue, and Amazon Athena , to a Neptune database after converting the JSON response from the service APIs into an RDF triple format. Run SPARQL queries in the Neptune database to populate additional triples from inference rules.

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AWS Machine Learning Blog

JANUARY 24, 2024

Generative AI solutions have the potential to transform businesses by boosting productivity and improving customer experiences, and using large language models (LLMs) with these solutions has become increasingly popular. The user query is used to retrieve relevant additional context from the vector database. Who has access to the data?

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AWS Database AI AI 144

Flipboard

MAY 13, 2025

Generative artificial intelligence (AI) applications are commonly built using a technique called Retrieval Augmented Generation (RAG) that provides foundation models (FMs) access to additional data they didnt have during training. Deploy the solution The solution is available for download on the GitHub repo. Sonnet on Amazon Bedrock.

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AWS Machine Learning Blog

JANUARY 7, 2025

Generative AI applications are gaining widespread adoption across various industries, including regulated industries such as financial services and healthcare. To address this need, AWS generative AI best practices framework was launched within AWS Audit Manager , enabling auditing and monitoring of generative AI applications.

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Flipboard

JULY 3, 2025

Although rapid generative AI advancements are revolutionizing organizational natural language processing tasks, developers and data scientists face significant challenges customizing these large models. To address these challenges, AWS has expanded Amazon SageMaker with a comprehensive set of data, analytics, and generative AI capabilities.

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AWS Machine Learning Blog

DECEMBER 11, 2024

Earlier this year, we published the first in a series of posts about how AWS is transforming our seller and customer journeys using generative AI. Using our AI assistant built on Amazon Q, team members are saving hours of time each week. This time adds up individually, but also collectively at the team and organizational level.

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Towards AI

APRIL 29, 2024

Last Updated on April 30, 2024 by Editorial Team Author(s): Harpreet Sahota Originally published on Towards AI. I’m writing a book on Retrieval Augmented Generation (RAG) for Wiley Publishing, and vector databases are an inescapable part of building a performant RAG system. We won’t use them for the first several blogs in this series.

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Database Clustering Python AI 101

Data Science Dojo

JUNE 14, 2023

Learn how the synergy of AI and ML algorithms in paraphrasing tools is redefining communication through intelligent algorithms that enhance language expression. Artificial intelligence or AI as it is commonly called is a vast field of study that deals with empowering computers to be “Intelligent”. Which is also our topic today.

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Data Science Dojo

JUNE 14, 2023

Learn how the synergy of AI and ML algorithms in paraphrasing tools is redefining communication through intelligent algorithms that enhance language expression. Artificial intelligence or AI as it is commonly called is a vast field of study that deals with empowering computers to be “Intelligent”. Which is also our topic today.

Machine Learning 195

Machine Learning Machine Learning Algorithm AI 195

AWS Machine Learning Blog

DECEMBER 24, 2024

To reduce costs while continuing to use the power of AI , many companies have shifted to fine tuning LLMs on their domain-specific data using Parameter-Efficient Fine Tuning (PEFT). Manually managing such complexity can often be counter-productive and take away valuable resources from your businesses AI development. architectures/5.sagemaker-hyperpod/LifecycleScripts/base-config/

AWS 108

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Data Science Dojo

JUNE 14, 2023

Learn how the synergy of AI and Machine Learning algorithms in paraphrasing tools is redefining communication through intelligent algorithms that enhance language expression. Artificial intelligence or AI as it is commonly called is a vast field of study that deals with empowering computers to be “Intelligent”.

Machine Learning 195

Machine Learning Machine Learning Algorithm AI 195

Flipboard

JUNE 25, 2025

Generative AI agentic systems have emerged as a promising solution, enabling organizations to use generative AI for autonomous reasoning and action-based tasks. The data setup showcases how a multi-agent framework can synthesize data from multiple data sources and databases.

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AWS Database Data Silos Deep Learning 139

ODSC - Open Data Science

MARCH 8, 2023

Data is scaling at an incredible rate, making databases more critical than ever to keep things running smoothly. Yet, as businesses have turned to databases on a large scale, they’ve quickly become the target of hacking attempts, phishing schemes, or brute force attacks. That’s where database security comes in.

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Database Data Science SQL Database Administration 98

AWS Machine Learning Blog

DECEMBER 6, 2023

Despite the seemingly unstoppable adoption of LLMs across industries, they are one component of a broader technology ecosystem that is powering the new AI wave. Many conversational AI use cases require LLMs like Llama 2, Flan T5, and Bloom to respond to user queries. Sign up for a free-tier Pinecone Vector Database.

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Database AWS ML ML 129

Dataconomy

MARCH 20, 2025

Agentic RAG is paving the way for a new era of AI-driven technologies, combining the power of advanced language models with the strategic capabilities of autonomous decision-making agents. By integrating AI agents, it improves the efficiency and relevance of the information processed, transforming how these models interact with data.

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Database AI AI 91

AWS Machine Learning Blog

NOVEMBER 15, 2024

This trend toward multimodality enhances the capabilities of AI systems in tasks like cross-modal retrieval, where a query in one modality (such as text) retrieves data in another modality (such as images or design files). All businesses, across industry and size, can benefit from multimodal AI search. jpg") or doc.endswith(".png"))

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AWS Computer Science Computer Science ML 111

Dataconomy

APRIL 20, 2023

Are you looking for the best AI video generators? That’s why many people are turning to AI video generators, which are software tools that use artificial intelligence to create videos from text, images, audio, or other sources. However, not all AI video generators are created equal. If so, you are on the right way!

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AWS Machine Learning Blog

MARCH 18, 2025

SQL is one of the key languages widely used across businesses, and it requires an understanding of databases and table metadata. Today, generative AI can help bridge this knowledge gap for nontechnical users to generate SQL queries by using a text-to-SQL application. We need to update the LLMs with an enterprise-specific database.

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SQL Database AI AI 113

AWS Machine Learning Blog

NOVEMBER 14, 2024

In this post, we save the data in JSON format, but you can also choose to store it in your preferred SQL or NoSQL database. In this post, we provide a step-by-step guide with the building blocks needed for creating a Streamlit application to process and review invoices from multiple vendors. Defaults to "". endswith('.pdf'):

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AWS Machine Learning Blog

FEBRUARY 21, 2025

This framework is designed as a compound AI system to drive the fine-tuning workflow for performance improvement, versatility, and reusability. Likewise, to address the challenges of lack of human feedback data, we use LLMs to generate AI grades and feedback that scale up the dataset for reinforcement learning from AI feedback ( RLAIF ).

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AI AI AWS Data Scientist 109

Dataconomy

SEPTEMBER 11, 2023

With its easy-to-use interface and big database, you can find many different words or sayings in movies. AI tools are making our lives easier than ever ( Image Credit ) What is Playphrase Me? Playphrase Me is an innovative AI-powered search engine that unlocks the captivating world of TV shows and movies.

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Artificial Intelligence Artificial Intelligence Database AI 184

Flipboard

DECEMBER 11, 2024

SageMaker Unied Studio is an integrated development environment (IDE) for data, analytics, and AI. Discover your data and put it to work using familiar AWS tools to complete end-to-end development workflows, including data analysis, data processing, model training, generative AI app building, and more, in a single governed environment.

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SQL AWS Data Lakes ML 159

Flipboard

JUNE 23, 2025

Book here Ankush Das I am a tech aficionado and a computer science graduate with a keen interest in AI, Coding, Open Source, and Cloud. Have a tip?

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Data Engineering Data Engineer Data Engineering Data Engineering 73

AWS Machine Learning Blog

OCTOBER 24, 2024

Database name : Enter dev. Database user : Enter awsuser. You can now view the predictions and download them as CSV. He is passionate about helping businesses of all sizes transform into fast-moving digital organizations focusing on data, AI/ML, and generative AI. Connection Name : Enter MyRedshiftCluster.

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Data Warehouse Machine Learning Machine Learning Cloud Data 116

IBM Data Science in Practice

JUNE 5, 2025

Photo by DongGeun Lee on Unsplash In todays fast-paced, data-driven world, high-quality dataaccurate, complete, and consistentis foundational to everything from regulatory compliance and analytics to AI and strategic decision-making. However, as enterprises scale, managing data quality rules becomes increasingly complex and repetitive.

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