Data 2 Pattern

🚀 Advance Your Career in Quantitative Finance! Applications for the WorldQuant University (WQU) Master of Science in Financial Engineering (MScFE) program are officially open. Whether you're looking to break into quantitative trading, risk management, data science, or financial analytics, this rigorous, practitioner-focused program covers everything from computational finance to advanced modeling. 📋 Admission & Transcript Requirements: * Bachelor's Degree: A completed undergraduate degree from a recognized institution. * Transcripts: * Application: You can upload a scanned copy of your transcript for your highest earned degree. * Enrollment/Acceptance: Official transcripts sent directly from your former college or university (via email or postal mail) are required upon acceptance (must be submitted by the end of your second course). * Quantitative Proficiency Test: Pass with a score of 75% or higher (covers math, stats, and basic Python). * English Proficiency: Required if your native language is not English or if your prior degree wasn't taught in English (TOEFL, IELTS, Duolingo, or PTE accepted). * Government-Issued Photo ID: Passport, national ID, or driver's license. 💡 Why WQU MScFE? * 100% Tuition-Free: Access high-tier quant education without traditional university overhead. * Flexible & Online: Designed for working professionals to study from anywhere in the world. * Industry-Relevant Curriculum: Master Python, R, stochastic calculus, machine learning, and portfolio optimization. Ready to take the next step in your quant journey? 👉 Apply here: https://www.wqu.edu/mscfe-apply #QuantFinance #FinancialEngineering #MachineLearning #Python #DataScience #CareerGrowth

What I've Been Learning Over the Last Two Days For the past two days, I've been diving into one of the most fascinating topics in backend engineering: how databases physically store and retrieve data. Like many developers, I've spent years writing SQL queries, creating indexes, and building applications on top of databases. But I realized I didn't fully understand what actually happens after executing an INSERT, UPDATE, or SELECT. So, I decided to go deeper. I've been learning about: - How data is stored on disk - B-Trees and LSM Trees - Write-Ahead Logs (WAL) - MemTables and SSTables - Storage engines and indexing - The trade-offs behind different database designs One thing that has made learning much easier is combining reading with visual simulations. Seeing these concepts animated while reading about them has helped me build a much stronger mental model of how databases work internally. Resources I'm using: 📖 Learning resource based on Designing Data-Intensive Applications (DDIA) concepts https://designing-data-intensive-applicatio.vercel.app/ 🎥 Database Storage Explained (visual simulation) https://youtu.be/TIkSh6teQFo I'm not trying to memorize every detail. My goal is to understand the why behind database design decisions so I can become a better backend engineer and system designer. The more I learn, the more I appreciate the incredible engineering behind systems like PostgreSQL, MySQL, RocksDB, Cassandra, and LevelDB. Still learning. Still curious. One concept at a time. I used the book "Designing Data-Intensive Applications" as a resource. ::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: @data_to_pattern @data_to_pattern ::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: #BackendEngineering #Database #SystemDesign #DataEngineering #ComputerScience #DDIA #PostgreSQL #StorageEngine #LearningInPublic

guys here is the link you can join live with this link please time 9:00 or 3pm EAT https://www.youtube.com/live/VFj5gV1k6SQ?si=eRnnmF3xuiBD0Wfs and please here is day 1 code link https://www.kaggle.com/code/yisberh/day-1-python-basics please everyone create kaggle.com acount for this course

🚀 Free AI Course From Zero — Python to Deep Learning Hello everyone! I am planning to start a free 2-month AI course for beginners. This course will start from basic Python and slowly move into Machine Learning, Deep Learning, Generative AI, and real AI projects. But to begin this class, I need at least 100 serious students. So please, if you are interested, join and also share this message with at least 5 people who may want to learn AI. 📌 Course Plan ✅ 1. Basic Python Variables Conditions Loops Functions Lists and dictionaries Beginner Python projects ✅ 2. Python for Data Science NumPy Pandas Data cleaning Data visualization Working with CSV files ✅ 3. Math for AI Basic statistics Probability Vectors and matrices Gradient descent idea ✅ 4. Machine Learning Linear regression Logistic regression Decision trees Random forest Model evaluation Real ML projects ✅ 5. Deep Learning Neural networks Weights and bias Activation functions Loss function Backpropagation Image classification project ✅ 6. Generative AI Prompt engineering RAG basics AI agents basics Simple AI chatbot project 🎥 How the course will work Lessons will be uploaded on one YouTube channel Code will be shared for every video We will have live teaching sessions We will have live Q&A We will have group discussion and support The course duration is only 2 months 💰 Important Note The main course is free. For students who need personal support, project review, career guidance, or one-on-one help, there will also be a paid mentorship option. 🎯 Who can join? Complete beginners Students Anyone interested in AI Anyone who wants to build real AI projects Anyone who wants to start learning Python, ML, and Deep Learning 📢 Please help us reach 100 students so we can start the class. If you are interested, reply with: “I want to join” And please share this message with at least 5 friends. Let’s build a strong AI learning community together! 🔥 it start from next week june 15 2026

Free Beginner Machine Learning Full Course for Ethiopians! 🇪🇹 Hello Ethiopian Data Science & Machine Learning Community, We are excited to announce a complete beginner-friendly Machine Learning course designed for anyone who wants to start learning ML from zero. This course is for you if you are: ✅ New to Machine Learning ✅ Interested in Data Science and AI ✅ A student or self-learner ✅ Looking for practical, step-by-step lessons ✅ Want to build real ML projects We will cover: 📌 Python basics for ML 📌 Data cleaning and preprocessing 📌 Supervised and unsupervised learning 📌 Model training and evaluation 📌 Real-world ML projects 📌 How to continue learning AI and Data Science No advanced background is required. We will start from the basics and build everything step by step. Let’s learn together and grow the Ethiopian AI and Data Science community. 🇪🇹🤖 📢 Join us and share this with anyone interested in Machine Learning! also you can find more videos here https://www.youtube.com/@yisakbule please sub it

ASTU Data Science Bootcamp: Announcement of the Zindi Challenge We are pleased to announce the launch of the ASTU Community Financial Inclusion Hackathon as part of our Data Science Bootcamp. Challenge Details and Registration: https://zindi.africa/competitions/astu-community-financial-inclusion-hackathon Access Code: CSEC_ASTU_COMMUNITY_2018 Start Time: The challenge will officially commence on Tuesday morning at 2:00 local time. Eligibility: This event is open to all ASTU community. Participants are required to register for the challenge to secure their participation. Rationale for Participation: * Apply data science skills to real-world financial inclusion challenges. * Acquire hands-on experience with practical datasets. * Compete and collaborate with fellow students. Additional Opportunities: * A pathway to join the CSEC ASTU Data Science Division is available for students selected for the Bootcamp. * Students who were not selected for the Bootcamp but have submitted their final Pre-Bootcamp project may also join the CSEC Data Science Division. Continued commitment to the learning journey is encouraged, as performance in this challenge will be evaluated for consideration. We encourage all members to seize this opportunity to learn, compete, and contribute to impactful initiatives. #DataScience #Hackathon #ASTU #CSEC #BuildingAItogether #CSEC_ASTU #ZINDI

FREE DataCamp Premium Scholarship (2026) Want to learn Data Science & AI the right way… for FREE? Through Kumasi Hive × DataCamp, you can get fully sponsored premium access 🎯 What you’ll gain: 🔹 Structured paths → Data Analyst, Data Scientist, ML/AI Engineer 🔹 Hands-on projects with real-world datasets 🔹 Industry-recognized certificates 💡 This is perfect if you’re serious about building real skills (not just watching tutorials) 🔗 Apply now: https://docs.google.com/forms/d/e/1FAIpQLSfHeN-Mj1v79qkxw7SB8zGhEa625KpGULBp4k-3MFx87rDusw/formResponse 📢 Don’t keep this to yourself, share it with your friends Follow @DataMinds16 for more opportunities like this

🚀Data Science Bootcamp Join our 6-week hands-on bootcamp designed for students who want to go beyond theory and actually build with data. Highlights : • Hands-on learning • Python skills • Real-world challenges 📅 Schedule: 3 days per week ⏳ Deadline: Friday, March 27 at 11:59 PM 🎯 Who should apply? Open for all ASTU students. Second and third-year students are especially encouraged to apply! 🔗 Apply now: LINK From learning to doing. — Data Science Division 👥 Join us: 🔗 LinkedIn 💬 Telegram ▶️ YouTube #CSECASTU #DataScience #Bootcamp #Zindi #Competition #RealWorldProject

🌸 Applications Are Now Open: Women-Only KAIM Cohort 🌸 This is a big moment for women in tech in Ethiopia. The Kifiya AI Mastery Training Program is an intensive 12-week fully online program designed to prepare Ethiopian talent for AI careers in the FinTech sector through hands-on training in Generative AI, Machine Learning, and Data Engineering. And the momentum is real: Our most recent cohort graduated with 52% women, showing that Ethiopian women are increasingly stepping into AI and leading the future of tech. Who should apply? Ethiopian women interested in AI, data, and machine learning • University students or recent graduates • Aspiring AI, ML, or Data Engineers ready for an intensive learning experience 📅 Application Deadline: April 10, 2026 💻 Format: Remote | Duration: 12 weeks 💰 Cost: Fully funded If you’ve been waiting for the right moment to enter AI and FinTech, this is it. 👉 Apply now: apply.10academy.org Lear more about the program: https://10academy.org/trainings/kaim

Call for Builders: Kifiya Inspire 3.0 Hackathon 10 Academy alumni, this one’s for you: build something real, test your skills, and stand out. This is your moment. Join Kifiya Inspire 3.0 and take on the challenge of shaping the future of fintech in Ethiopia by building intelligent, AI-driven infrastructure that can scale. ✔️ The Challenge: Design and build high-scale financial systems powered by AI ✔️ The Opportunity: Cash prizes + a fast-track to final-round interviews at Kifiya Financial Technology ✔️ Date: March 27–28 Build, compete, and show what you’re capable of. 🔗 Apply now: https://kifiya-inspire-3-0.devpost.com/?ref_feature=challenge&ref_medium=discover

📊 Predict SME Financial Health | Zindi Challenge SMEs are vital to Southern Africa’s economy but often financially fragile. Traditional metrics like revenue don’t capture true wellbeing. 🚀 Zindi presents the Financial Health Index (FHI) — a data-driven measure of SME financial stability across savings, debt, resilience, and access to finance. 🤖 Use socio-economic and business data from Eswatini, Lesotho, Zimbabwe & Malawi to build ML models that predict FHI and help shape inclusive financial support. Prizes 1st place: $750 USD 2nd place: $500 USD 3rd place: $250 USD 🔗 Participate now on Zindi: https://zindi.africa/competitions/dataorg-financial-health-prediction-challenge

🎙 Data Science Experience Sharing — Learn from the Best! Curious about how successful data scientists started their journey? 🤔 Join us this Nov 15 as Zindi experts share their inspiring stories, career paths, and lessons learned from real-world data challenges. 💡 Hear firsthand how they navigated obstacles, built winning mindsets, and turned data into impact. Don’t miss this chance to learn, connect, and get inspired to level up your data science journey! 📅 Date: Nov 15 📍 Venue: ASTU B-508 R-10 🕒 Time: 02:00 PM OR 08:00 Local Time Registration link: Link 🔗 Follow, Join, and Subscribe for More Updates! 📌 CSEC ASTU - LinkedIn 📌 CSEC ASTU - Telegram 📌 CSEC ASTU - YouTube ❗️❗️Registration open until this coming Friday: Oct 31, 2025. @CSEC_ASTU

🚀 Discover One of the Best Websites for Machine Learning & AI – ml-science.com If you’re serious about growing your skills in Machine Learning, Data Science, and Artificial Intelligence, you must check out ml-science.com. 💡 This website offers: ✅ In-depth tutorials and explanations on key ML and AI concepts ✅ Practical guides and coding examples for real-world projects ✅ Clear, structured learning paths for both beginners and professionals ✅ Updates on modern AI technologies and research trends What makes it stand out is how simple yet powerful the content is you’ll learn not just the what, but the why behind every concept. 🔥 Whether you’re a student, researcher, or tech enthusiast, this site will help you level up your understanding and build real expertise in ML and AI. 👉 Explore it today and share it with your friends — let’s inspire more people to learn, innovate, and shape the future of AI! 🌍 www.ml-science.com