Sat.Jun 08, 2024 - Fri.Jun 14, 2024

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Data Engineering Projects

Start Data Engineering

1. Introduction 2. Run Data Pipelines 2.1. Run on codespaces 2.2. Run locally 3. Projects 3.1. Projects from least to most complex 3.2. Batch pipelines 3.3. Stream pipelines 3.4. Event-driven pipelines 3.5. LLM RAG pipelines 4. Conclusion 1. Introduction Whether you are new to data engineering or have been in the data field for a few years, one of the most challenging parts of learning new frameworks is setting them up!

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How Meta trains large language models at scale

Engineering at Meta

As we continue to focus our AI research and development on solving increasingly complex problems, one of the most significant and challenging shifts we’ve experienced is the sheer scale of computation required to train large language models (LLMs). Traditionally, our AI model training has involved a training massive number of models that required a comparatively smaller number of GPUs.

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Mosaic AI: Build and deploy production-quality Compound AI Systems

databricks

Over the last year, we have seen a surge of commercial and open-source foundation models showing strong reasoning abilities on general knowledge tasks.

Systems 137
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Understanding Data Privacy in the Age of AI

KDnuggets

Data privacy has been a long-standing issue that continues to challenge the data industry. Let’s understand how rapid developments in the world of AI have elevated data privacy concerns.

Data 122
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Demystifying DAPs: A Practical Guide to Digital Adoption Success

Speaker: Pulkit Agrawal

Digital Adoption Platforms (DAPs) are revolutionizing the way organizations interact with and optimize their software applications. As digital transformation continues to accelerate, DAPs have become essential tools for enhancing user engagement and software efficiency. This session is your guide into the robust world of DAPs, exploring their origins, evolution, and the current trends shaping their development.

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Building Open-Source Python Packages – SparklePop

Confessions of a Data Guy

One of the things I love about Python is its flexibility and huge community, a community that puts out a never-ending stream of useful packages for the average Software Engineer. In a show of solidarity to the open-source community, I thought I would publish a PYPI package that will probably be used by 5 people […] The post Building Open-Source Python Packages – SparklePop appeared first on Confessions of a Data Guy.

Python 100
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Data Engineering Weekly #175

Data Engineering Weekly

Experience Enterprise-Grade Apache Airflow Astro augments Airflow with enterprise-grade features to enhance productivity, meet scalability and availability demands across your data pipelines, and more. Learn More → Cube Research: Crystallizing Snowflake Summit 2024 We should officially call the first week of June the data engineering week, as two major data companies are running their developer conference.

More Trending

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10 GitHub Repositories to Master SQL

KDnuggets

Learn SQL and databases through free courses, tutorials, tools, guides, books, practice exercises, projects, awesome lists, and other resources.

SQL 137
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Observability in Snowflake: A New Era with Snowflake Trail

Snowflake

Discovering and surfacing telemetry traditionally can be a tedious and challenging process, especially when it comes to pinpointing specific issues for debugging. However, as applications and pipelines grow in complexity, understanding what’s happening beneath the surface becomes increasingly crucial. A lack of visibility hinders the development and maintenance of high-quality applications and pipelines, ultimately impacting customer experience.

Python 103
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How Wild is the Land?

ArcGIS

Explore the Global Wildland-Urban Interface (WUI) dataset to find out how close you are to areas prone to wildfires. Understand the intermixing of human activity with wildland vegetation.

Datasets 101
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How FactSet Implemented an Enterprise Generative AI Platform with Databricks and MLflow

databricks

“FactSet’s mission is to empower clients to make data-driven decisions and supercharge their workflows and productivity. To deliver AI-driven solutions across our entire.

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Provide Real Value in Your Applications with Data and Analytics

The complexity of financial data, the need for real-time insight, and the demand for user-friendly visualizations can seem daunting when it comes to analytics - but there is an easier way. With Logi Symphony, we aim to turn these challenges into opportunities. Our platform empowers you to seamlessly integrate advanced data analytics, generative AI, data visualization, and pixel-perfect reporting into your applications, transforming raw data into actionable insights.

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Using SQL with Python: SQLAlchemy and Pandas

KDnuggets

A simple tutorial on how to connect to databases, execute SQL queries, and analyze and visualize data.

SQL 150
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Fueling Enterprise Generative AI with Data: The Cornerstone of Differentiation

Cloudera

More than two-thirds of companies are currently using Generative AI (GenAI) models, such as large language models (LLMs), which can understand and generate human-like text, images, video, music, and even code. However, the true power of these models lies in their ability to adapt to an enterprise’s unique context. By leveraging an organization’s proprietary data, GenAI models can produce highly relevant and customized outputs that align with the business’s specific needs and ob

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Top 5 Tips for Styling Published Layers and Maps

ArcGIS

The Living Atlas team publishes a lot of web layers. Here's some of our favorite tips and tricks for customizing your layers and maps.

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Open Sourcing Unity Catalog

databricks

We are excited to announce that we are open sourcing Unity Catalog, the industry’s first open source catalog for data and AI governance.

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Entity Resolution: Your Guide to Deciding Whether to Build It or Buy It

Adding high-quality entity resolution capabilities to enterprise applications, services, data fabrics or data pipelines can be daunting and expensive. Organizations often invest millions of dollars and years of effort to achieve subpar results. This guide will walk you through the requirements and challenges of implementing entity resolution. By the end, you'll understand what to look for, the most common mistakes and pitfalls to avoid, and your options.

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Step-by-Step Tutorial to Building Your First Machine Learning Model

KDnuggets

Machine Learning model is an exciting project. Learn how to develop your first model that the company would want to use.

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Making an AI Investment: How Finance Institutions are Harnessing the Power of AI and Generative AI

Cloudera

Of all of the emerging tech of the last two decades, artificial intelligence (AI) is tipping the hype scale, causing organizations from all industries to rethink their digital transformation initiatives asking where it fits in. In Financial Services, the projected numbers are staggering. According to a recent McKinsey & Co. article , “The McKinsey Global Institute (MGI) estimates that across the global banking sector, [Generative AI] could add between $200 billion and $340 billion in value a

Finance 77
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Maxar’s Precision3D in Esri’s World Elevation 3D and Hillshade Layers

ArcGIS

Maxar's Precision 3D (P3D) DTM's now integrated into Esri's World Elevation 3D and Hillshade Layers, providing accurate and detailed elevation data for your GIS projects.

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Introducing AI/BI: Intelligent Analytics for Real-World Data

databricks

Today, we are excited to announce Databricks AI/BI , a new type of business intelligence product built from the ground up to deeply.

BI 133
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Generative AI Deep Dive: Advancing from Proof of Concept to Production

Speaker: Maher Hanafi, VP of Engineering at Betterworks & Tony Karrer, CTO at Aggregage

Executive leaders and board members are pushing their teams to adopt Generative AI to gain a competitive edge, save money, and otherwise take advantage of the promise of this new era of artificial intelligence. There's no question that it is challenging to figure out where to focus and how to advance when it’s a new field that is evolving everyday. 💡 This new webinar featuring Maher Hanafi, VP of Engineering at Betterworks, will explore a practical framework to transform Generative AI pr

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FastAPI Tutorial: Build APIs with Python in Minutes

KDnuggets

Want to build APIs with Python? Learn how to do so using FastAPI with this step-by-step tutorial.

Python 140
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Where Does Data Governance Fit Into Hybrid Cloud?

Cloudera

At a time when artificial intelligence (AI) and tools like generative AI (GenAI) and large language models (LLMs) have exploded in popularity, getting the most out of organizational data is critical to driving business value and carving out a competitive market advantage. To reach that goal, more businesses are turning toward hybrid cloud infrastructure – with data on-premises, in the cloud, or both – as a means to tap into valuable data.

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Setting a Geoprocessing Extent Just Got Better in ArcGIS Pro 3.3

ArcGIS

Sketch an extent on your map and choose between more new features with the Processing Extent control in ArcGIS Pro 3.3!

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What’s New with Databricks Unity Catalog at Data + AI Summit 2024

databricks

In an era marked by rapid advancements in artificial intelligence and an explosion of data and Gen AI tools, enterprises face fragmented data.

Data 109
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Leading the Development of Profitable and Sustainable Products

Speaker: Jason Tanner

While growth of software-enabled solutions generates momentum, growth alone is not enough to ensure sustainability. The probability of success dramatically improves with early planning for profitability. A sustainable business model contains a system of interrelated choices made not once but over time. Join this webinar for an iterative approach to ensuring solution, economic and relationship sustainability.

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5 Free University Courses to Learn Coding for Data Science

KDnuggets

Learn programming for free from top-tier universities like Harvard and MIT.

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Robinhood and IVMF Bring Retirement Education to Veteran Entrepreneurs 

Robinhood

Sessions kicked off in Las Vegas on April 29th and Chicago on May 1st Robinhood Markets, Inc. has partnered with Syracuse University’s D’Aniello Institute for Veterans and Military Families (IVMF) to bring retirement education workshops to entrepreneurs across the U.S. We’re honored to partner with an organization helping veterans and veteran family members launch and grow their own businesses.

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Building Change Detection in the Region of Cataluña

ArcGIS

Revolutionizing GIS: Streamlining Change Detection for Mapping Agencies.

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Announcing General Availability of Predictive Optimization

databricks

We're excited to announce the General Availability of Databricks Predictive Optimization. This capability intelligently optimizes your table data layouts for faster queries and.

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Deliver Mission Critical Insights in Real Time with Data & Analytics

In the fast-moving manufacturing sector, delivering mission-critical data insights to empower your end users or customers can be a challenge. Traditional BI tools can be cumbersome and difficult to integrate - but it doesn't have to be this way. Logi Symphony offers a powerful and user-friendly solution, allowing you to seamlessly embed self-service analytics, generative AI, data visualization, and pixel-perfect reporting directly into your applications.

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Unlocking Data Insights: Key Pandas Functions for Effective Analysis

KDnuggets

This article aims to cover some of the Pandas functions essential for data analysis. You can seamlessly handle missing values, remove duplicates, replace specific values, and perform several other data manipulation tasks by mastering these tools.

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Introducing Build with Confluent: Enabling Partners to Bring Data Streaming Use Cases to Market Faster

Confluent

Build with Confluent helps system integrators develop joint solutions faster, including specialized software bundles, support from data streaming experts to certify offerings, and access to Confluent’s Go-To-Market teams to amplify audience.

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Nominations Now Open for Precisely Data Integrity Awards

Precisely

Submission deadline July 22, 2024 Winners to be announced at Trust ’24, October 8, 2024 Data leaders today are driving remarkable business transformation by solving complex challenges, mitigating risk, and delivering on strategic initiatives like AI, automation, advanced analytics, and more. Precisely is launching the first-ever Data Integrity Awards to recognize Precisely customers who have achieved excellence in data integrity through innovative use cases and demonstrated results.

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Data Intelligence and AI Trends: Top products, RAG and more

databricks

Generative AI fever shows no signs of cooling off. As pressure and excitement build to execute strong GenAI strategies, data leaders and practitioners.

Data 98
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Get Better Network Graphs & Save Analysts Time

Many organizations today are unlocking the power of their data by using graph databases to feed downstream analytics, enahance visualizations, and more. Yet, when different graph nodes represent the same entity, graphs get messy. Watch this essential video with Senzing CEO Jeff Jonas on how adding entity resolution to a graph database condenses network graphs to improve analytics and save your analysts time.