#Data Magna

Uruburetama comemora a data magna no Ceará, um marco que valoriza nossa trajetória, nossa cultura e o compromisso de todos com o desenvolvimento da cidade. Parabéns para nossa Terra da Luz. ☀️ #Uruburetama #DataMagna #OrgulhoDeSerUruburetama #CulturaEProgresso

📞 O DDD é 81 e 87, e hoje é Data Magna de Pernambuco. #pernambuco #datamagna #revoluçãopernambucana

#data #datascience #olahdata

Performing joins especially with large datasets will be a huge challenge in data processing. Here is the fix. 👇 1️⃣ Make a broadcast join Instead of shuffling 50TB of data across the network to find matches, you should send a copy of the small table to every single worker node. 2️⃣ Map-Side Operation This converts the operation into a local lookup. Each executor holds the full 100MB table in RAM and joins it against its local slice of the 50TB data. 3️⃣ The Memory Trap Be careful -> if that “small” table grows too big (e.g., 2GB), broadcasting it will cause Out-Of-Memory (OOM) errors on the executors and crash the application. 4️⃣ Configuration Threshold Check the spark.sql.autoBroadcastJoinThreshold. If the table is slightly larger than the default (usually 10MB), the system might default to a slow Sort-Merge join unless I increase this limit. #dataengineering #bigdata #coding 🏷️ Data Engineering, Apache Spark, Coding Interview, Tech Interview, Big Data Processing, Spark, Python

The first real step isn't just looking at charts,it’s mastering Machine Learning from the ground up. If you want to move past the basics and learn the foundations from an expert with 5 years of industry experience, this is for you. Learn from A to Z. No fluff. Just engineering. #DataScience #MachineLearning #AIEngineer #PythonCoding #TechCareer #LearnSmartX #100DaysOfCode

The best projects serve a real use case Comment “data” for all the links and project descriptions #tech #data #datascience #ml #explore

✋🏻[ WAIT… YOUR DATA KNOWS YOU ]🤚🏻 Tabik Pun!!! Halo Sobat Data 👋🏻📊 Setiap klik, scroll, bahkan yang kamu skip semua jadi data 👀 Dari situ algoritma belajar tentang kamu. Bukan nebak… tapi dari kebiasaanmu 🤍 📢 For More Information : Instagram : @hmsd.itera linkedIn : HMSD ADYATAMA Tiktok : @hmsd.itera Youtube : @HMSDADYATAMAITERA ____________________________________ CREATIVE MEDIA DEPARTEMENT #itera #HMSDADYATAMA

What if yesterday's data suddenly changes? 🤯 If you've ever struggled to reproduce a machine learning model or debug a weird dashboard metric because the source data was mutated or deleted, you need Data Versioning. 🛠️ Just like Git revolutionized software development by tracking code changes, tools like DVC, lakeFS, and table formats like Apache Iceberg and Delta Lake are doing the same for Data Engineering. Imagine being able to branch your data lake, run an experiment, and merge it safely. Or querying data exactly as it looked last Tuesday at noon (Time Travel ⏳). Swipe through to understand the strategies and concepts behind versioning your data pipelines! 👉 Do you use time travel queries in your pipelines? Let me know in the comments! Follow @subhadip.ca for more tips on Data Engineering, Cloud, and Architectures. 🚀 #dataengineering #datapipelines #dataversioning #machinelearning #deltalake #apacheiceberg #datascience #techtips #bigdata #dataarchitecture #apachehudi #mlops

Data is the new gold. Big data describes large and diverse datasets that are huge in volume and also rapidly grow in size over time. Big data is used in machine learning, predictive modeling, and other advanced analytics to solve business problems and make informed decisions. A data engineer develops, builds, maintains, and manages data pipelines. This requires working with large datasets, databases , and the software used to analyze them – including cloud systems like AWS or Azure. The primary focus of a data engineer is to ensure that data flows smoothly from its source to its destination efficiently and securely. The data engineer is the first line of data ingestion, cleaning and wrangling, and transformation using tools such as Python, PySpark and SQL. #dataengineer #tech #corporategirlie #motivation #fyp

Time is money. Bad data wastes both. Data Engineering helps you automate processes, reduce manual work, and make faster decisions - saving both time & cost. Work smarter, not harder. Contact Now :- 📩 [email protected] 🌐 Visit us: www.badaadata.com 💬 Like | 💙 Follow | 📤 Share #trending #viral #instagramreel #explorepage #BadaaData #cloudservices #dataengineering #dataquality #slowdata

🤔Did you know your daily online activity creates big data ? Every time you post, like, comment, search, or shop online, you generate data. When this data grows massively and flows rapidly from many sources, it becomes Big Data. This is explained through the 4 V’s of Big Data: 🔹 Volume – Massive amounts of data generated 🔹 Velocity – The speed at which data is produced and processed 🔹 Variety – Different formats like text, images, and videos 🔹 Veracity – The quality and reliability of data A simple concept to understand how the digital world runs on data. 🌐www.skillversed.com 📤[email protected] #bigdata #datascience #artificialintelligence #machinelearning #dataanalytics #futuretech #uktech #londontech #DigitalTransformation #TechInnovation #businessintelligence #cloudcomputing #TechReels #britishtech #skillversed

Unlock the power of data 📊 Learn how to turn information into smart decisions with Data Analytics. 🚀 High demand | 💼 Great careers | 🌍 Opportunities everywhere 📞 Contact us to get started today! . . . Numbers tell stories… we teach you how to read them 📊✨ Build a future-proof career in Data Analytics with us! 📲 Enroll now! . . #coding #technology #dataanalytics #hyderabad