September, 2023

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Top 20 Data Engineering Project Ideas [With Source Code]

Analytics Vidhya

Data engineering plays a pivotal role in the vast data ecosystem by collecting, transforming, and delivering data essential for analytics, reporting, and machine learning. Aspiring data engineers often seek real-world projects to gain hands-on experience and showcase their expertise. This article presents the top 20 data engineering project ideas with their source code.

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Why are Cloud Development Environments Spiking in Popularity, Now?

The Pragmatic Engineer

👋 Hi, this is Gergely with a bonus, free issue of the Pragmatic Engineer Newsletter. In every issue, I cover topics related to Big Tech and startups through the lens of engineering managers and senior engineers. In this article, we cover a fresh industry trends: Cloud Developent Environments — which is analysis full subscribers have received 3 weeks ago.

Cloud 253
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Airflow XCOM: The Ultimate Guide

Marc Lamberti

Wondering how to share data between tasks? What are XCOMs in Apache Airflow? Well, you are at the right place. In this tutorial, you will learn about XComs in Airflow. What they are, how they work, how you can define them, how to get them, and more. If you checked my course “Apache Airflow: The Hands-On Guide”, Aiflow XCom should not sound unfamiliar.

MySQL 246
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ETL vs. ELT?

Waitingforcode

In our social media and marketing-driven era, it's quite hard to get things right. For me there is one common misconception brought by the Modern Data Stack idea that everything should be now ELT. In fact no, it shouldn't but only can.

Media 228
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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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An Overview Of The Sate Of Data Orchestration In An Increasingly Complex Data Ecosystem

Data Engineering Podcast

Summary Data systems are inherently complex and often require integration of multiple technologies. Orchestrators are centralized utilities that control the execution and sequencing of interdependent operations. This offers a single location for managing visibility and error handling so that data platform engineers can manage complexity. In this episode Nick Schrock, creator of Dagster, shares his perspective on the state of data orchestration technology and its application to help inform its im

BI 208
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The Role of DevOps and CI/CD in Data Engineering

Confessions of a Data Guy

In the vast world of data, it’s not just about gathering and analyzing information anymore; it’s also about ensuring that data pipelines, processes, and platforms run seamlessly and efficiently. Nothing screams “why are flying by night,” than coming into a Data Team only to find no tests, no docs, no deployments, no Docker, no nothing. […] The post The Role of DevOps and CI/CD in Data Engineering appeared first on Confessions of a Data Guy.

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Bun: lessons from disrupting a tech ecosystem

The Pragmatic Engineer

👋 Hi, this is Gergely with a bonus, free issue of the Pragmatic Engineer Newsletter. We cover one out of four topics in yesterday’s subscriber-only The Pulse issue. To get full newsletters twice a week, subscribe here. Two weeks ago, a JavaScript runtime and toolkit called Bun was released and took the Node.js world by storm. Bun was mostly built by Jared Sumner , a former Stripe engineer, and recipient of the Thiel Fellowship (a grant of $100,000 for young people to drop out of s

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Scala as a Junior Developer

Rock the JVM

By Lucas Nouguier Hey everyone, Daniel here. Lucas’ story is shared by lots of beginner Scala developers, which is why I wanted to post it here on the blog. I’ve watched thousands of developers learn Scala from scratch, and, like Lucas, they love it! If you want to learn Scala well and fast, take a look at my Scala Essentials course at Rock the JVM.

Scala 142
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Threads: The inside story of Meta’s newest social app

Engineering at Meta

Earlier this year, a small team of engineers at Meta started working on an idea for a new app. It would have all the features people expect from a text-based conversations app, but with one very key, distinctive goal – being an app that would allow people to share their content across multiple platforms. We wanted to build a decentralized (or federated) app that would enable people to post content that is viewable by anyone on other social apps, and vice versa.

Media 142
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Building Linked Data Products With JSON-LD

Data Engineering Podcast

Summary A significant amount of time in data engineering is dedicated to building connections and semantic meaning around pieces of information. Linked data technologies provide a means of tightly coupling metadata with raw information. In this episode Brian Platz explains how JSON-LD can be used as a shared representation of linked data for building semantic data products.

Building 189
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Prepare Now: 2025s Must-Know Trends For Product And Data Leaders

Speaker: Jay Allardyce, Deepak Vittal, and Terrence Sheflin

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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Best Practices for LLM Evaluation of RAG Applications

databricks

Chatbots are the most widely adopted use case for leveraging the powerful chat and reasoning capabilities of large language models (LLM). The retrieval.

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10 ChatGPT Projects Cheat Sheet

KDnuggets

KDnuggets' latest cheat sheet covers 10 curated hands-on projects to boost data science workflows with ChatGPT across ML, NLP, and full stack dev, including links to full project details.

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Working at a Startup vs in Big Tech

The Pragmatic Engineer

👋 Hi, this is Gergely with a bonus, free issue of the Pragmatic Engineer Newsletter. We cover one out of four topics in today’s subscriber-only The Pulse issue. To get full newsletters twice a week, subscribe here. Willem Spruijt is a software engineer whom I worked on the same team with at Uber in Amsterdam, building payments systems.

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Top 20 Software Development Courses in 2023

Knowledge Hut

As a seasoned software developer with almost a decade of experience in the tech industry, I vividly remember the excitement of taking my first web development course. Back then, I was just starting my journey as a front-end web developer, and that course was a stepping-stone that transformed my career. Today, I am thrilled to share my insights on some of the top software development courses available, hoping to empower aspiring developers like you to find the perfect path to success.

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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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Meta Quest 2: Defense through offense

Engineering at Meta

Meta’s Native Assurance team regularly performs manual code reviews as part of our ongoing commitment to improve the security posture of Meta’s products. In 2021, we discovered a vulnerability in the Meta Quest 2’s Android-based OS that never made it to production but helped us find new ways to improve the security of Meta Quest products. We’re sharing our journey to get arbitrary native code execution in the privileged VR Runtime service on the Meta Quest 2 by exploiting a memory corruption v

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Eliminate The Overhead In Your Data Integration With The Open Source dlt Library

Data Engineering Podcast

Summary Cloud data warehouses and the introduction of the ELT paradigm has led to the creation of multiple options for flexible data integration, with a roughly equal distribution of commercial and open source options. The challenge is that most of those options are complex to operate and exist in their own silo. The dlt project was created to eliminate overhead and bring data integration into your full control as a library component of your overall data system.

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Securely Connect to LLMs and Other External Services from Snowpark

Snowflake

Snowpark is the set of libraries and runtimes that enables data engineers, data scientists and developers to build data engineering pipelines, ML workflows, and data applications in Python, Java, and Scala. Functions or procedures written by users in these languages are executed inside of Snowpark’s secure sandbox environment , which runs on the warehouse.

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Everything you Need to Become a SAS Certified Data Scientist

KDnuggets

With a shortage of talent and an abundance of opportunity, there’s never been a better time to launch or advance your data science career with the SAS Academy for Data Science. Read on to find out everything you need to become a SAS Certified Data Scientist.

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Improving the Accuracy of Generative AI Systems: A Structured Approach

Speaker: Anindo Banerjea, CTO at Civio & Tony Karrer, CTO at Aggregage

When developing a Gen AI application, one of the most significant challenges is improving accuracy. This can be especially difficult when working with a large data corpus, and as the complexity of the task increases. The number of use cases/corner cases that the system is expected to handle essentially explodes. 💥 Anindo Banerjea is here to showcase his significant experience building AI/ML SaaS applications as he walks us through the current problems his company, Civio, is solving.

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Deploy Private LLMs using Databricks Model Serving

databricks

We are excited to announce public preview of GPU and LLM optimization support for Databricks Model Serving! With this launch, you can deploy.

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Predicting Snow Crab Habitat Using Machine Learning

ArcGIS

In collaboration with NOAA, we used the Presence-Only Prediction (Maxent) tool to predict snow crab habitat under changing climate conditions.

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Mode + ThoughtSpot recognized as Leaders in Snowflake’s 2023 Modern Marketing Data Stack awards

ThoughtSpot

We’re thrilled to announce that both ThoughtSpot and Mode ( acquired by ThoughtSpot in July 2023 ) have been recognized as Leaders in Snowflake's recent Modern Marketing Data Stack report! Given the ever-evolving landscape of modern data analytics products, organizations are looking to ThoughtSpot and Mode when seeking innovative solutions—helping them harness the power of their marketing data.

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Lessons from debugging a tricky direct memory leak

Pinterest Engineering

Sanchay Javeria | Software Engineer, Ads Data Infrastructure To support metrics reporting for ads from external advertisers and real-time ad budget calculations at Pinterest, we run streaming pipelines using Apache Flink. These jobs have guaranteed an overall 99th percentile availability to our users; however, every once in a while some tasks get hit with nasty direct out-of-memory (OOM) errors on multiple operators that look something like this: As is the case with most failures in a distribute

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The Ultimate Guide To Data-Driven Construction: Optimize Projects, Reduce Risks, & Boost Innovation

Speaker: Donna Laquidara-Carr, PhD, LEED AP, Industry Insights Research Director at Dodge Construction Network

In today’s construction market, owners, construction managers, and contractors must navigate increasing challenges, from cost management to project delays. Fortunately, digital tools now offer valuable insights to help mitigate these risks. However, the sheer volume of tools and the complexity of leveraging their data effectively can be daunting. That’s where data-driven construction comes in.

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Power Holistic Customer Insights with Salesforce and Snowflake Data Sharing-Based Integration

Snowflake

Snowflake and Salesforce have built on our existing partnership to unify the full breadth of customer and business data and generate actionable insights for our customers. We are happy to announce the general availability of Bring Your Own Lake (BYOL) Data Sharing with the Snowflake Data Cloud from Salesforce Data Cloud. Organizations can now leverage Salesforce data directly in Snowflake via zero-ETL data sharing to accelerate decision-making and help streamline business processes.

Finance 108
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Getting Started with PyTorch in 5 Steps

KDnuggets

This tutorial provides an in-depth introduction to machine learning using PyTorch and its high-level wrapper, PyTorch Lightning. The article covers essential steps from installation to advanced topics, offering a hands-on approach to building and training neural networks, and emphasizing the benefits of using Lightning.

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Robinhood Announces Purchase of Shares Previously Owned by Emergent Fidelity Technologies

Robinhood

Robinhood Markets. Inc. (Nasdaq:HOOD) today announced that it has successfully purchased all 55,273,469 shares Earlier this year, we shared that our Board of Directors authorized us to pursue purchasing most or all of the 55 million remaining Robinhood shares that Emergent Fidelity Technologies, Ltd. had bought in May 2022. The proposed share purchase underscored the confidence that the Board of Directors and management team have in our business and the success of this effort is another step in

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Arcadia: An end-to-end AI system performance simulator

Engineering at Meta

We’re introducing Arcadia, Meta’s unified system that simulates the compute, memory, and network performance of AI training clusters. Extracting maximum performance from an AI cluster and increasing overall efficiency warrants a multi-input system that accounts for various hardware and software parameters across compute, storage, and network collectively.

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Driving Responsible Innovation: How to Navigate AI Governance & Data Privacy

Speaker: Aindra Misra, Senior Manager, Product Management (Data, ML, and Cloud Infrastructure) at BILL

Join us for an insightful webinar that explores the critical intersection of data privacy and AI governance. In today’s rapidly evolving tech landscape, building robust governance frameworks is essential to fostering innovation while staying compliant with regulations. Our expert speaker, Aindra Misra, will guide you through best practices for ensuring data protection while leveraging AI capabilities.

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New Fivetran connector streamlines data workflows for real-time insights

ThoughtSpot

In a survey by the Harvard Business Review , 87% of respondents stated their organizations would be more successful if frontline workers were empowered to make important decisions in the moment. And 86% of respondents stated that they needed better technology to enable those in-the-moment decisions. Those coveted insights live at the end of a process lovingly known as the data pipeline.

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MLEnv: Standardizing ML at Pinterest Under One ML Engine to Accelerate Innovation

Pinterest Engineering

Pong Eksombatchai | Principal Engineer; Karthik Anantha Padmanabhan | Manager II, Engineering Image from [link] Pinterest’s mission is to bring everyone the inspiration to create a life they love. We rely on an extensive suite of AI powered products to connect over 460M users to hundreds of billions of Pins, resulting in hundreds of millions of ML inferences per second, hundreds of thousands of ML training jobs per month by just a couple of hundreds of ML engineers.

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Old School: Adapting Esri Basemaps for Printed Products

ArcGIS

Esri basemaps are designed to be used at multiple scales, but a static map needs everything in one view. How doe we get around that?

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Feature Store Summit 2023: Practical Strategies for Deploying ML Models in Production Environments

KDnuggets

On October 11th, 2023 the Feature Store Summit will bring together leading ML companies, such as Uber, WeChat and more, for in-depth discussions about data and AI.

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What Is Entity Resolution? How It Works & Why It Matters

Entity Resolution Sometimes referred to as data matching or fuzzy matching, entity resolution, is critical for data quality, analytics, graph visualization and AI. Learn what entity resolution is, why it matters, how it works and its benefits. Advanced entity resolution using AI is crucial because it efficiently and easily solves many of today’s data quality and analytics problems.