Mon.Jun 24, 2024

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Why use Apache Airflow (or any orchestrator)?

Start Data Engineering

1. Introduction 2. Features crucial to building and maintaining data pipelines 2.1. Schedulers to run data pipelines at specified frequency 2.2. Orchestrators to define the order of execution of your pipeline tasks 2.2.1. Define the order of execution of pipeline tasks with a DAG 2.2.2. Define where to run your code 2.2.3. Use operators to connect to popular services 2.3.

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Understanding and Implementing Genetic Algorithms in Python

KDnuggets

Understanding what genetic algorithms are and how they can be implemented in Python.

Algorithm 139
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Infoshare 2024 - Retrospective

Waitingforcode

Last May I gave a talk about stream processing fallacies at Infoshare in Gdansk. Besides this speaking experience, I was also - and maybe among others - an attendee who enjoyed several talks in software and data engineering areas. I'm writing this blog post to remember them and why not, share the knowledge with you!

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Building Your First ETL Pipeline with Bash

KDnuggets

Bash is a good choice for ETL due to its simplicity, flexibility, automation capabilities, and interoperability with other CLI tools. Get more info on putting together your first ETL script using Bash mainstay components.

Building 139
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Apache Airflow® Best Practices for ETL and ELT Pipelines

Whether you’re creating complex dashboards or fine-tuning large language models, your data must be extracted, transformed, and loaded. ETL and ELT pipelines form the foundation of any data product, and Airflow is the open-source data orchestrator specifically designed for moving and transforming data in ETL and ELT pipelines. This eBook covers: An overview of ETL vs.

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Leveraging AI for efficient incident response

Engineering at Meta

We’re sharing how we streamline system reliability investigations using a new AI-assisted root cause analysis system. The system uses a combination of heuristic-based retrieval and large language model-based ranking to speed up root cause identification during investigations. Our testing has shown this new system achieves 42% accuracy in identifying root causes for investigations at their creation time related to our web monorepo.

Datasets 113
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Data Engineering Weekly #177

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 → Redpoint: The InfraRed Report The impact of macroeconomic slowness results in increased focus on prioritizing reduced infrastructure spending.

More Trending

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Go to University from Home with These Online Degrees

KDnuggets

Times have changed and there’s no need to sacrifice so much to gain a degree!

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Insights from the Gartner Data & Analytics Summit in London: Embracing Data Leadership and Strategy

Precisely

The Precisely team recently had the privilege of hosting a luncheon at the Gartner Data & Analytics Summit in London. It was an engaging gathering of industry leaders from various sectors, who exchanged valuable insights into crucial aspects of data governance, strategy, and innovation. Sanjeev Mohan, former Gartner analyst and principal at SanjMo , served as moderator for the luncheon.

Food 94
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Unparalleled Productivity: The Power of Cloudera Copilot for Cloudera Machine Learning

Cloudera

In the fast-evolving landscape of data science and machine learning, efficiency is not just desirable—it’s essential. Imagine a world where every data practitioner, from seasoned data scientists to budding developers, has an intelligent assistant at their fingertips. This assistant doesn’t just automate mundane tasks but understands the intricacies of your workflows, anticipates your needs, and dramatically enhances your productivity at every turn.

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Build a scalable and up-to-date generative AI chatbot with Amazon Bedrock and Confluent Cloud for business loan specialists

Confluent

Learn to build a scalable generative AI chatbot using Amazon Bedrock and Confluent Cloud. Deliver real-time data integration, security, and personalized interactions.

Cloud 69
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Apache Airflow®: The Ultimate Guide to DAG Writing

Speaker: Tamara Fingerlin, Developer Advocate

In this new webinar, Tamara Fingerlin, Developer Advocate, will walk you through many Airflow best practices and advanced features that can help you make your pipelines more manageable, adaptive, and robust. She'll focus on how to write best-in-class Airflow DAGs using the latest Airflow features like dynamic task mapping and data-driven scheduling!

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Considerations for working with color-coded maps in Business Analyst Pro vs. Business Analyst Web App

ArcGIS

Learn about color-coded mapping techniques in ArcGIS Business Analyst Web App and ArcGIS Business Analyst Pro.

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2024 Gartner Magic Quadrant: ThoughtSpot leads with GenAI

ThoughtSpot

The 2024 Gartner® Magic Quadrant™ for Analytics and BI Platforms just dropped, and we’re thrilled to announce that ThoughtSpot was recognized as a Leader in the report. But, we aren’t the only ones finding ourselves in a new position this year. The analytics and BI space has undergone some of the most significant shifts in over a decade, an aftershock of generative AI.

BI 59
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The Ultimate Guide to Domain Integrity in Databases

Monte Carlo

Bad data can mislead your business, causing more harm than having no data at all. The first step in avoiding bad data is ensuring domain integrity. Read on to learn why domain integrity is important, how to successfully implement domain integrity, and best practices for automation. Table of Contents What is Domain Integrity? Choosing the Right Data Type Domain Integrity Constraints How to Implement Domain Integrity Handling Exceptions and Errors in Domain Integrity Automate Monitoring of Domain

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Auto Annotation: Revolutionizing Image Annotation with AI

RandomTrees

Role of Annotation in the Field of Computer Vision Annotations play an important role in computer vision, which is the ability of computers to gain a high-level understanding from digital images or videos. Annotations are essentially labels or metadata added to images to provide information about their content, which is then used to train machine learning models.

Medical 52
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Optimizing The Modern Developer Experience with Coder

Many software teams have migrated their testing and production workloads to the cloud, yet development environments often remain tied to outdated local setups, limiting efficiency and growth. This is where Coder comes in. In our 101 Coder webinar, you’ll explore how cloud-based development environments can unlock new levels of productivity. Discover how to transition from local setups to a secure, cloud-powered ecosystem with ease.

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Top 23 Essential Skills for Project Manager in 2024

Knowledge Hut

Project management is a critical skill set required in today's fast-paced and ever-changing business environment. A project manager is responsible for overseeing all aspects of a project, from planning and execution to monitoring and controlling. They must have a broad range of skills, including leadership, communication, time management, problem-solving, and organization, to ensure that projects are completed on time, within budget, and to stakeholders' satisfaction.

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The Role of Leadership in Encouraging Employee Upskilling

Edureka

What is Upskilling? The process of grabbing new skills and gaining important competencies required for both the short and long term is known as upskilling. It focuses on developing workers’ skill sets in order to help them progress in their positions and find more opportunities within the organisation down the road. In this fast-changing workplace of today, it is important for employees to upgrade themselves with the latest developments in the world and be updated.

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Crack The SAFe® : Expert Tips For Getting A SAFe® Certification

Knowledge Hut

Having a SAFe®certification will help you in more than one ways and if you’ve decided to get this certification, you surely won’t regret it. It’s an investment that is worth the money, time, and effort you put in. However, there are different SAFe® certifications available and the first thing you need to do is choose one that is right for you and your organisation.

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Building a Culture of Learning: Best Practices for Enterprises

Edureka

In today’s fast-paced corporate world, where the competition is cutthroat, businesses are supposed to be agile, adaptable, and ready to meet the ongoing challenges of the marketplace. One key to staying uptight is cultivating a learning culture within the organization. “Learning Culture” in an organization refers to an environment where curiosity thrives.

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15 Modern Use Cases for Enterprise Business Intelligence

Large enterprises face unique challenges in optimizing their Business Intelligence (BI) output due to the sheer scale and complexity of their operations. Unlike smaller organizations, where basic BI features and simple dashboards might suffice, enterprises must manage vast amounts of data from diverse sources. What are the top modern BI use cases for enterprise businesses to help you get a leg up on the competition?