Sat.Aug 06, 2022 - Fri.Aug 12, 2022

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Data Transformation: Standardization vs Normalization

KDnuggets

Increasing accuracy in your models is often obtained through the first steps of data transformations. This guide explains the difference between the key feature scaling methods of standardization and normalization, and demonstrates when and how to apply each approach.

Data 160
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ShortCircuitOperator in Apache Airflow: The guide

Marc Lamberti

The ShortCircuitOperator in Apache Airflow is simple but powerful. It allows skipping tasks based on the result of a condition. There are many reasons why you may want to stop running tasks. Let’s see how to use the ShortCircuitOperator and what you should be aware of. By the way, if you are new to Airflow, check my courses here ; you will get at a special discount.

Coding 130
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How to gather requirements for your data project

Start Data Engineering

1. Introduction 2. Gathering requirements 2.1. Identify the end-users 2.2. Help end-users define the requirements 2.3. End-user validation 2.4. Deliver iteratively 2.5. Handling changing requirements/new features 3. Conclusion 4. Further reading 5. Reference 1. Introduction Data engineers are often caught off guard by undefined end-user assumptions.

Project 130
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Getting Started with Stream Processing: The Ultimate Guide

Confluent

Whether you’re new to stream processing or evaluating real-time data use cases, learn how stream processing works, its benefits, and the best way to get started.

Process 122
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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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The Importance of Experiment Design in Data Science

KDnuggets

Do you feel overwhelmed by the sheer number of ideas that you could try while building a machine learning pipeline? You can not take the liberty of trying all possible ways to arrive at a solution - hence we discuss the importance of experiment design in data science projects.

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How Universal Data Distribution Accelerates Complex DoD Missions

Cloudera

We’ve come a long way since 1778 when George Washington’s spies gathered and shared military intelligence on the British Army’s tactical operations in occupied New York. But information broadly, and the management of data specifically, is still “the” critical factor for situational awareness, streamlined operations, and a host of other use cases across today’s tech-driven battlefields. .

More Trending

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Serverless Stream Processing with Apache Kafka, Azure Functions, and ksqlDB

Confluent

Confluent’s ksqlDB product offers powerful, serverless stream processing tools that maximize Kafka on Azure.

Kafka 105
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5 Key Data Science Trends & Analytics Trends

KDnuggets

Let’s have a look at some of the key tech trends on the horizon right now.

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How to Use Apache Iceberg in CDP’s Open Lakehouse

Cloudera

In June 2022, Cloudera announced the general availability of Apache Iceberg in the Cloudera Data Platform (CDP). Iceberg is a 100% open-table format, developed through the Apache Software Foundation , which helps users avoid vendor lock-in and implement an open lakehouse. . The general availability covers Iceberg running within some of the key data services in CDP, including Cloudera Data Warehouse ( CDW ), Cloudera Data Engineering ( CDE ), and Cloudera Machine Learning ( CML ).

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Useful Lessons And Repeatable Patterns Learned From Data Mesh Implementations At AgileLab

Data Engineering Podcast

Summary Data mesh is a frequent topic of conversation in the data community, with many debates about how and when to employ this architectural pattern. The team at AgileLab have first-hand experience helping large enterprise organizations evaluate and implement their own data mesh strategies. In this episode Paolo Platter shares the lessons they have learned in that process, the Data Mesh Boost platform that they have built to reduce some of the boilerplate required to make it successful, and so

Metadata 100
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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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Escaping the Prison of Forecasting

Teradata

Retail and CPG businesses are trapped by the disconnect between today’s digital customers and long-established demand forecasting and supply-chain processes. Find out more.

Retail 97
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Free AI for Beginners Course

KDnuggets

Microsoft has put together an AI course for beginners, consisting of a 12 week, 24 lesson curriculum, available for free to all.

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The future of data architecture is hybrid: choosing your hybrid-first data strategy starts at Cloudera Now 2022

Cloudera

With all of the buzz around cloud computing, many companies have overlooked the importance of hybrid data. Many large enterprises went all-in on cloud without considering the costs and potential risks associated with a cloud-only approach. The truth is, the future of data architecture is all about hybrid. Hybrid data capabilities enable organizations to collect and store information on premises, in public or private clouds, and at the edge — without sacrificing the important analytics needed to

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Artificial Intelligence Career 2022

U-Next

Introduction. The present era is truly the golden age of technology. Due to the mass-scale adaptation of the latest technologies like the Internet, our life and its objectives are technology bound. We no longer rely on manual methods to get essential things done. For instance, communication services are real-time. We no longer require humans or pigeons to communicate for the most part.

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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How To Create Data Trust Within Your Organization

Monte Carlo

My Painful Data Trust Experience Many years ago, an exec approached me after a contentious meeting and asked, “Shane, so is the data trustworthy?” Perhaps you can relate. My response at the time probably did not build confidence: “Some of it, if not precise, is at least directionally useful.” I’ve been pondering this question and my unsatisfying response recently as I talk to data leaders about what data quality metric they should use to communicate data reliability, whether that be to executive

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The Evolution From Artificial Intelligence to Machine Learning to Data Science

KDnuggets

By the end of this article, you should be able to distinguish between these concepts.

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Getting Started with Cloudera Stream Processing Community Edition

Cloudera

Cloudera has a strong track record of providing a comprehensive solution for stream processing. Cloudera Stream Processing (CSP), powered by Apache Flink and Apache Kafka, provides a complete stream management and stateful processing solution. In CSP, Kafka serves as the storage streaming substrate, and Flink as the core in-stream processing engine that supports SQL and REST interfaces.

Process 96
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Best Artificial Intelligence Books 2022

U-Next

Introduction. Over the past few years, Artificial Intelligence (AI) has made significant progress in imitating human intellect. Nearly every organization today depends on AI, including retail, banking, and healthcare industries. You might spend some time reading these Top Artificial Intelligence Books for Self-Learning to understand something about AI and its ideas.

Retail 52
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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?

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Expert Roundtable: Batch vs Streaming in the Modern Data Stack [Video]

Rockset

I had the pleasure of recently hosting a data engineering expert discussion on a topic that I know many of you are wrestling with – when to deploy batch or streaming data in your organization’s data stack. Our esteemed roundtable included leading practitioners, thought leaders and educators in the space, including: Ben Rogojan , aka Seattle Data Guy , is a data engineering and data science consultant (now based in the Rocky Mountain city of Denver) with a popular YouTube channel , Medium blog ,

Bytes 52
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Top Posts August 1-7: Most In-demand Artificial Intelligence Skills To Learn In 2022

KDnuggets

Most In-demand Artificial Intelligence Skills To Learn In 2022 • The 5 Hardest Things to Do in SQL • 10 Most Used Tableau Functions • Decision Trees vs Random Forests, Explained • Decision Tree Algorithm, Explained.

Algorithm 144
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#ClouderaLife Spotlight: Preety Vatvani

Cloudera

Preety Vatvani, working out of Cloudera’s Singapore office, is Cloudera’s first lead development team lead. Her role is to recruit and work with a team of interns interested in a career in technology sales, and train them so they can field inside sales opportunities and gain valuable early career experience. In this #ClouderaLife Spotlight we talked to Preety about how she got this program off the ground.

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Top Cyber Security Tools To Know About In 2022

U-Next

The significance of cyber security tools like Kali Linux needs an instant realization. It includes network forensics, programming, cryptography, encryption, etc., which you can learn here. Introduction To Cyber Security Tools. Dependence on the cyber world will be an ever-growing phenomenon in the following time. Today, our cyber dependency is everywhere, from the health sector to education, banking to business enterprises.

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Prepare Now: 2025s Must-Know Trends For Product And Data Leaders

Speaker: Jay Allardyce, Deepak Vittal, Terrence Sheflin, and Mahyar Ghasemali

As we look ahead to 2025, business intelligence and data analytics are set to play pivotal roles in shaping success. Organizations are already starting to face a host of transformative trends as the year comes to a close, including the integration of AI in data analytics, an increased emphasis on real-time data insights, and the growing importance of user experience in BI solutions.

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ZIO Streams: A Long-Form Introduction

Rock the JVM

Unlock the Power of ZIO Streams: Your Comprehensive Guide to a Key ZIO Ecosystem Abstraction

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6 Ways Businesses Can Benefit From Machine Learning

KDnuggets

Machine learning is gaining popularity rapidly in the business world. Discover the ways that your business can benefit from machine learning.

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An Introduction to Disaster Recovery with the Cloudera Data Platform

Cloudera

The previous decade has seen explosive growth in the integration of data and data-driven insight into a company’s ability to operate effectively, yielding an ever-growing competitive advantage to those that do it well. Our customers have become accustomed to the speed of decision making that comes from that insight. Data is integral for both long-term strategy and day-to-day, or even minute-to-minute operation.

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Working As A Business Analyst

U-Next

Introduction – Who Is A Business Analyst? Through data analysis, Business Analysts assist an organization in enhancing its operations, goods, services, and software. These adaptable employees operate in business and IT sectors to close the gap and boost productivity. Through data analysis, Business Analysts assist organizations in optimizing their operations, goods, services, and software.

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How to Drive Cost Savings, Efficiency Gains, and Sustainability Wins with MES

Speaker: Nikhil Joshi, Founder & President of Snic Solutions

Is your manufacturing operation reaching its efficiency potential? A Manufacturing Execution System (MES) could be the game-changer, helping you reduce waste, cut costs, and lower your carbon footprint. Join Nikhil Joshi, Founder & President of Snic Solutions, in this value-packed webinar as he breaks down how MES can drive operational excellence and sustainability.

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ZIO Streams: A Long-Form Introduction

Rock the JVM

Unlock the Power of ZIO Streams: Your Comprehensive Guide to a Key ZIO Ecosystem Abstraction

52
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September 26-30: SIAM Conference on Mathematics of Data Science (Hybrid)

KDnuggets

Join researchers, practitioners, educators, and students from around the world working in industry, government, laboratories, and academia for this thought-provoking conference.

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Data Engineers Spend Two Days Per Week Firefighting Bad Data, Data Quality Survey Says

Monte Carlo

New! Check out our latest 2023 data quality survey. Just about everyone who talks about data quality (including us!) cites the Gartner survey that poor data quality costs organizations an average $12.9 million every year. It’s a great finding to shed light on the business cost of bad data, but it was time to dig a bit deeper. So we decided to partner with Wakefield Research to survey more than 300 data professionals about: The details around the number of data incidents and how long it tak

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What is Apache Airflow Used For?

ProjectPro

With over 8 million downloads, 20000 contributors, and 13000 stars, Apache Airflow is an open-source data processing solution for dynamically creating, scheduling, and managing complex data engineering pipelines. It is one of the most effective and reliable tools used by data engineers for orchestration, logging, and scheduling workflows or data pipelines.

Banking 52
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The Cloud Development Environment Adoption Report

Cloud Development Environments (CDEs) are changing how software teams work by moving development to the cloud. Our Cloud Development Environment Adoption Report gathers insights from 223 developers and business leaders, uncovering key trends in CDE adoption. With 66% of large organizations already using CDEs, these platforms are quickly becoming essential to modern development practices.