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

databricks

AI/BI Genie is now generally available, empowering business users to ask data questions in natural language and receive accurate, explainable answers. Powered by Data Intelligence, Genie learns from organizational usage patterns and metadata to generate SQL, charts, and summaries grounded in trusted data.

Azure 238
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How PayU built a secure enterprise AI assistant using Amazon Bedrock

Flipboard

These agents follow a combination of RAG and text-to-SQL approaches. These approaches provide precise, context-aware responses while maintaining data governance. Implementation details of the text-to-SQL workflow is described in the following diagram. Access to these agents is governed by user roles and job functions.

AWS 143
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Data Science Career Paths: Analyst, Scientist, Engineer – What’s Right for You?

How to Learn Machine Learning

Data can be generated from databases, sensors, social media platforms, APIs, logs, and web scraping. Data can be in structured (like tables in databases), semi-structured (like XML or JSON), or unstructured (like text, audio, and images) form. Deployment and Monitoring Once a model is built, it is moved to production.

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How to Split Text For Vector Embeddings in Snowflake

phData

“ Vector Databases are completely different from your cloud data warehouse.” – You might have heard that statement if you are involved in creating vector embeddings for your RAG-based Gen AI applications. This process is repeated until the entire text is divided into coherent segments. Return the chunks as an ARRAY.

Python 52
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Optimizing Matillion Workflows: A Guide to Visual Design and Best Practices

phData

A Matillion pipeline is a collection of jobs that extract, load, and transform (ETL/ELT) data from various sources into a target system, such as a cloud data warehouse like Snowflake. Intuitive Workflow Design Workflows should be easy to follow and visually organized, much like clean, well-structured SQL or Python code.

AI 52
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Top 10 Python Scripts for use in Matillion for Snowflake

phData

One such option is the availability of Python Components in Matillion ETL, which allows us to run Python code inside the Matillion instance. In this blog, we will describe 10 such Python Scripts that can provide a blueprint for using the Python component efficiently in Matillion ETL for Snowflake AI Data Cloud.

Python 52
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FeatureByte Releases FeatureByte SDK in Open Source

insideBIGDATA

FeatureByte, an AI startup formed by a team of data science experts, announced the release of its open-source FeatureByte SDK. The SDK allows data scientists to use Python to create state-of-the-art features and deploy feature pipelines in minutes – all with just a few lines of code.