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Building End-to-End Data Pipelines: From Data Ingestion to Analysis

KDnuggets

By Josep Ferrer , KDnuggets AI Content Specialist on July 15, 2025 in Data Science Image by Author Delivering the right data at the right time is a primary need for any organization in the data-driven society. But lets be honest: creating a reliable, scalable, and maintainable data pipeline is not an easy task.

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What’s New with Azure Databricks: Unified Governance, Open Formats, and AI-Native Workloads

databricks

Events Data + AI Summit Data + AI World Tour Data Intelligence Days Event Calendar Blog and Podcasts Databricks Blog Explore news, product announcements, and more Databricks Mosaic Research Blog Discover the latest in our Gen AI research Data Brew Podcast Let’s talk data!

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What’s New: Lakeflow Jobs Provides More Efficient Data Orchestration

databricks

Events Data + AI Summit Data + AI World Tour Data Intelligence Days Event Calendar Blog and Podcasts Databricks Blog Explore news, product announcements, and more Databricks Mosaic Research Blog Discover the latest in our Gen AI research Data Brew Podcast Let’s talk data!

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8 Ways to Scale your Data Science Workloads

KDnuggets

Every data scientist has been there: downsampling a dataset because it won’t fit into memory or hacking together a way to let a business user interact with a machine learning model. Machine Learning in your Spreadsheets BQML training and prediction from a Google Sheet Many data conversations start and end in a spreadsheet.

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The Ultimate Guide to Vibe Coding: 6 Powerful Frameworks Transforming Software Development

Data Science Dojo

At its core, vibe coding means expressing your intent in natural language and letting AI coding assistants translate that intent into working code. Vibe coding is a new paradigm in software development where you use natural language programming to instruct AI coding assistants to generate, modify, and even debug code.

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5 Fun Generative AI Projects for Absolute Beginners

Flipboard

Blog Top Posts About Topics AI Career Advice Computer Vision Data Engineering Data Science Language Models Machine Learning MLOps NLP Programming Python SQL Datasets Events Resources Cheat Sheets Recommendations Tech Briefs Advertise Join Newsletter 5 Fun Generative AI Projects for Absolute Beginners New to generative AI?

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Building enterprise-scale RAG applications with Amazon S3 Vectors and DeepSeek R1 on Amazon SageMaker AI

Flipboard

However, standalone LLMs have key limitations such as hallucinations, outdated knowledge, and no access to proprietary data. Retrieval Augmented Generation (RAG) addresses these gaps by combining semantic search with generative AI , enabling models to retrieve relevant information from enterprise knowledge bases before responding.

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