Ibraheem

Data Analytics Roadmap | |-- Fundamentals |  |-- Mathematics |  |  |-- Descriptive Statistics |  |  |-- Inferential Statistics |  |  |-- Probability Theory |  | |  |-- Programming |  |  |-- Python (Focus on Libraries like Pandas, NumPy) |  |  |-- R (For Statistical Analysis) |  |  |-- SQL (For Data Extraction) | |-- Data Collection and Storage |  |-- Data Sources |  |  |-- APIs |  |  |-- Web Scraping |  |  |-- Databases |  | |  |-- Data Storage |  |  |-- Relational Databases (MySQL, PostgreSQL) |  |  |-- NoSQL Databases (MongoDB, Cassandra) |  |  |-- Data Lakes and Warehousing (Snowflake, Redshift) | |-- Data Cleaning and Preparation |  |-- Handling Missing Data |  |-- Data Transformation |  |-- Data Normalization and Standardization |  |-- Outlier Detection | |-- Exploratory Data Analysis (EDA) |  |-- Data Visualization Tools |  |  |-- Matplotlib |  |  |-- Seaborn |  |  |-- ggplot2 |  | |  |-- Identifying Trends and Patterns |  |-- Correlation Analysis | |-- Advanced Analytics |  |-- Predictive Analytics (Regression, Forecasting) |  |-- Prescriptive Analytics (Optimization Models) |  |-- Segmentation (Clustering Techniques) |  |-- Sentiment Analysis (Text Data) | |-- Data Visualization and Reporting |  |-- Visualization Tools |  |  |-- Power BI |  |  |-- Tableau |  |  |-- Google Data Studio |  | |  |-- Dashboard Design |  |-- Interactive Visualizations |  |-- Storytelling with Data | |-- Business Intelligence (BI) |  |-- KPI Design and Implementation |  |-- Decision-Making Frameworks |  |-- Industry-Specific Use Cases (Finance, Marketing, HR) | |-- Big Data Analytics |  |-- Tools and Frameworks |  |  |-- Hadoop |  |  |-- Apache Spark |  | |  |-- Real-Time Data Processing |  |-- Stream Analytics (Kafka, Flink) | |-- Domain Knowledge |  |-- Industry Applications |  |  |-- E-commerce |  |  |-- Healthcare |  |  |-- Supply Chain | |-- Ethical Data Usage |  |-- Data Privacy Regulations (GDPR, CCPA) |  |-- Bias Mitigation in Analysis |  |-- Transparency in Reporting Free Resources to learn Data Analytics skills👇👇 1. SQL mode.com/sql-tutorial/i… 2. Python learnpython.org geeksforgeeks.org/python-program… 3. R datacamp.pxf.io/vPyB4L 4. Data Structures leetcode.com/study-plan/dat… udacity.com/course/data-st… 5. Data Visualization freecodecamp.org/learn/data-vis… tableau.com/learn/training… workout-wednesday.com/power-bi-chall… 6. Excel excel-practice-online.com w3schools.com/EXCEL/index.php Like for more ❤️ ENJOY LEARNING 👍👍

@_Girl_In_Tech just followed you follow me back

I've been stuck at 7 followers since I joined X 😭 I'm Ella, a Python developer in training, currently building projects, learning new concepts, and taking on internships to gain hands-on experience. I’m open to connecting with developers and tech lovers here on X.

Anthropic faces lawsuit over limits on its $200/month Claude Max plan Anthropic is facing a lawsuit over restrictions on its $200/month Claude Max plan, raising questions about whether the company’s premium pricing matches the actual usage limits.

Project Hail Mary Technical books and articles are great, but sometimes my brain needs a break. Especially now, when AI is generating more and more new things to learn every day. One of my favorite ways to recharge is reading fiction, and I recently finished the very popularhttps://www.amazon.com/Project-Hail-Mary-Andy-Weir/dp/0593135229 Project Hail Mary by Andy Weir. I'm not a big sci-fi fan, but I definitely enjoyed this book. Thanks to the recent movie adaptation, the story is probably familiar to many. A man wakes up alone on a spaceship with no memory of who he is or why he's there. As his memories gradually return, he discovers that he's a scientist on a mission in another star system. Humanity is facing extinction. The Sun is losing energy because of a mysterious organism called Astrophage. Nearby stars are also infected except Tau Ceti. A crew is sent there to find out why it's different and, hopefully, save Earth. Unfortunately, only the main character survives the journey. He starts his scientific research of the star and eventually noticed a spacecraft on his radar. And then the almost impossible happens: first contact with an alien. The problem is, how do you communicate when you don't even share the same way of producing speech? The answer is physics. I really liked the idea that laws of physics are universal, making math and science the foundation for building communication between two civilizations. I won't spoil the rest, but the story is really engaging. Despite being a disaster novel, it contains a good dose of humor and places a strong emphasis on friendship, kindness, and mutual help. And when you finish it, you're left with a surprisingly warm feeling. I watched the movie after finishing the book, and for once I can say the adaptation is actually good. Of course, it's much more compact and some details are simplified, but it stays remarkably close to the original story while preserving its emotional depth. Overall, I loved it. Highly recommended both the book and the movie. #offtop #booknook

🚨 In case you missed it ChatGPT has dedicated pages for the ongoing World Cup 2026. There, users can see the schedule, live scores, and additional information.

Head of Growth Full-time/Company: VDEX As the Head of Growth, you will own the end-to-end user acquisition, trading volume, and market expansion strategy for VDEX. This executive role unifies Business Development , affiliate networks, and ecosystem partnerships. Your core mission is to capture market share from active profitable traders to strategic partnerships. You will design the funnels, incentives, and infrastructure integrations that turn high-frequency traders into loyal platform power users. Core Responsibilities: DEX & DeFi User Poaching: Design and execute high-yield migration strategies, volume-based incentive programs, and trading competitions aimed directly at on-chain DEX traders and DeFi power users. Affiliate & Influencer Networks: Build, scale, and optimize a world-class affiliate architecture targeting high-volume retail day traders, crypto influencers, trading communities, and Alpha groups. Strategic Distribution & Partnerships: Secure API integrations with trading terminals, automated bots, charting software (e.g., TradingView), and non-custodial Web3 wallets to embed our exchange directly into the active trader’s daily workflow. Liquidity & Ecosystem Alliances: Partner with Layer-1/Layer-2 foundations, token projects, and institutional market makers to secure exclusive listings, co-marketing budgets, and deep order book liquidity. Data-Driven Performance Growth: Implement aggressive, data-backed attribution models to optimize Customer Acquisition Cost (CAC) and maximize Customer Lifetime Value (LTV) across all growth funnels. Requirements & Qualifications: - Experience: 8+ years of growth marketing or business development leadership, with 3+ years scaling user growth and trading volume specifically for a Crypto Exchange, Web3 Protocol, or High-Frequency FinTech trading platform. - Deep DeFi & DEX Fluency: Thorough understanding of automated market makers (CLOB prep dex), liquidity pools, cross-chain bridging, and the specific pain points (gas fees, slippage, MEV) of on-chain traders. - Growth Marketing Master: Proven track record of managing seven-figure growth budgets and scaling massive, high-performing affiliate/referral architectures. - Technical Literacy: Solid understanding of API connectivity, webhooks, referral tracking, tracking infrastructure, and programmatic trading systems. - US Market & Compliance Fluency: Up-to-date knowledge of US regulatory standards regarding financial asset promotions, crypto trading compliance, and affiliate disclosure laws. Key Performance Indicators (KPIs): - Net revenue through hedge fund, fees. - Average Daily Volume (ADV) originating from retail day traders and DEX migration funnels. - Monthly Active Traders (MAT) and high-frequency user retention rates. - Net New Assets (NNA) deposited via growth infrastructure and affiliate funnels. - Blended Customer Acquisition Cost (CAC) and LTV: CAC efficiency ratios. Compensation & Benefits: - We offer a highly competitive compensation package designed to reward aggressive growth and long-term ecosystem alignment: - Competitive Base Salary tied to experience and local market rates. - Token Allocation from our native ecosystem/protocol pool with a structured vesting schedule. Location: Remote, United States preferred. Apply: lily@vdex.trade

Blockchain Engineer Full-time/Company: Unlimit We are building a cutting-edge AI-powered blockchain analytics platform focused on the Solana ecosystem. Our platform processes millions of on-chain transactions in real time to deliver wallet intelligence, token health metrics, anomaly detection, predictive insights, and AI-driven smart alerts for traders and institutions. Our infrastructure powers low-latency streaming systems, large-scale analytics databases, and machine learning services operating continuously across distributed environments. Responsibilities Blockchain Data Engineering - Develop and maintain Solana blockchain ingestion systems - Work with Solana Validator and Geyser plugins- - Parse and decode on-chain transactions, logs, and program instructions- - Implement reliable block, transaction, and account indexing pipelines- - Handle slot tracking, forks, and reorg scenarios On-Chain Intelligence Development - Decode SPL token transfers and major Solana DeFi protocols- - Build logic for: wallet activity tracking- token movement analysis- liquidity and trading behavior detection- - Design derived blockchain datasets for analytics and AI models- - Collaborate with data engineers to publish structured events into streaming systems Protocol & Ecosystem Integration - Integrate data from Solana programs (DEXs, liquidity pools, NFT protocols) - Maintain program decoder libraries - Monitor protocol upgrades and ecosystem changes - Optimize blockchain querying and indexing performance Platform Collaboration - Work with backend engineers on real-time processing pipelines - Collaborate with DevOps teams on validator deployment and performance tuning - Support ML teams with structured blockchain datasets - Participate in architecture discussions and technical planning Qualifications - 3+ years software engineering experience - Hands-on experience working within the Solana blockchain ecosystem - Strong understanding of: Solana accounts model transactions & instructions SPL Token program RPC & WebSocket APIs - Experience building blockchain integrations or payment systems - Experience with Rust, Go, or TypeScript - Understanding of secure transaction handling and confirmations Apply: portal.unlimit.pro/careers/cmm1ti…

US Government Orders Blocking of Anthropic’s Advanced AI Models The US government has directed Anthropic to prevent all foreign nationals from accessing its latest powerful AI models, Fable 5 and Mythos lnkd.in/evcDF5jn 5, over national security concerns. In response, the company temporarily suspended access to both models for users worldwide, including its own employees. The order from the Commerce Department came just days after Fable 5 was released to the public on June 9. Anthropic says it disagrees with the broad scope of the directive but is working with officials to resolve the issue and restore access quickly. Older Claude models remain available to everyone. 🔗 Read more: lnkd.in/ejjYgwST

💰 Musk Becomes World's First Trillionaire Elon Musk's startup SpaceX went public. The company placed 555,555,555 shares at $135 price for each, raising $75 billion and reaching a market cap of $1.77 trillion. It instantly became the world's eighth-most-valuable public corporation. Trading in SpaceX shares on Nasdaq began at $150 per share. According to the Washington Post, thanks to this, Elon Musk's fortune should exceed $1 trillion. Theoretically, if Musk spends $1 million a day, his current wealth would last about 2,700 years.

🧠 Top 7 System Design Tips for Coding Interviews 🏗️💻 1️⃣ Clarify the Requirements ⦁ Ask: What features are must-haves? ⦁ Define inputs, outputs, users, scale. 2️⃣ Define System Constraints Early ⦁ Expected users per day? ⦁ Read vs write-heavy? ⦁ Latency, availability, storage? 3️⃣ Break Down the Architecture ⦁ Frontend → Backend → Database ⦁ Talk about APIs, request flow, and layers. 4️⃣ Use Diagrams While Explaining ⦁ Sketch: Load balancer, app servers, DBs ⦁ Use simple boxes & arrows to show flow 5️⃣ Discuss Scalability ⦁ Horizontal scaling vs vertical ⦁ Use of caching (Redis), CDN, sharding 6️⃣ Talk About Trade-offs ⦁ SQL vs NoSQL ⦁ Monolith vs microservices ⦁ CAP theorem: choose consistency, availability, or partition tolerance 7️⃣ Mention Bottlenecks & Optimizations ⦁ Caching hot data ⦁ Rate limiting ⦁ Queue for async processing (like RabbitMQ) 💡 Pro Tip: Practice explaining well-known systems (e.g. Instagram, WhatsApp, URL shortener) out loud! 💬 Double tap ❤️ for more!

BitMart Global Campus Ignite Internship Full-time/Company: BitMart About BitMart BitMart is a global digital asset trading platform serving millions of users across more than 180 countries and regions. We are committed to building secure, accessible, and innovative crypto products while supporting the long-term growth of the Web3 ecosystem through education, responsible adoption, and industry collaboration. As part of this mission, the BitMart Global Campus Ignite is designed as an education-first, performance-driven internship pathway that connects students with real-world Web3 growth, marketing, and community-building experience. Exclusive Benefits of the BitMart Global Campus Ignite Program: Career Boost Like No Other Prestigious Certification — Earn a BitMart Global Campus Ignite Program certificate that’s recognized industry-wide (not something you can buy!); Hands-On Experience — Lead crypto education initiatives, host workshops, events, and content creation; Elite Networking — Connect face-to-face with Web3 leaders, BitMart experts, and a global community of fellow ambassadors. Skills You Won’t Learn Anywhere Else Personalized Growth — Access exclusive training, beginner-to-advanced crypto/Web3 courses, and mentorship; Real-World Exposure — Run campus events, promote blockchain knowledge, and experience how a global crypto powerhouse operates. VIP Perks Just for You — Professional guidance and resources from the BitMart team to help you succeed; Rewards & Recognition — Stand out with global shoutouts, exclusive invites, swag, and potential incentives for top performers. Who We’re Looking For: - 18+ years old, currently enrolled in university, college, or higher education; - Outgoing, energetic, and passionate about organizing campus activities; - Active on social media and love sharing knowledge; - Excited to promote BitMart Academy, crypto education, and Web3 on campus and online. - Bonus Points If You Have experience managing personal communities or social channels; - Leadership roles in student clubs, societies, or events; - Organized campus activities before; - Active in student forums or crypto discussions; - A genuine interest in finance, investing, blockchain, or emerging tech. Your Role as a BitMart Global Campus Ignite Intern: - Act as the bridge between BitMart Academy and your campus; - Spread awareness of blockchain, crypto, and Web3 through social media and events; - Organize online/offline workshops, talks, and activities to educate peers; - Collaborate on real marketing and community initiatives with a leading global crypto company. Apply: docs.google.com/forms/d/e/1FAI…

@habibi_jk How has it been so far

-your documents. Instead of loading everything at once in memory, it allows you to iterate through the documents in batches. > to pass in key value pairs as filters for operations like FindOne or DeleteOne, you can use bson.M, which is a shortcut for a []map.

Day 19/30 in #30DaysOfGo Challenge. Successfully completed and explored all CRUD operations in Go with Gin 😇 There were some cool discoveries I learnt as someone coming from a Js/Ts background > the Find mongo method in Go, returns a cursor(a pointer to the first result in-

✅ Top Platforms to Practice Coding for Beginners 🧑‍💻🚀 1️⃣ LeetCode – Best for Data Structures & Algorithms – Ideal for interview prep (easy to hard levels) 2️⃣ HackerRank – Practice Python, SQL, Java, and 30 Days of Code – Also covers AI, databases, and regex 3️⃣ Codeforces – Great for competitive programming – Regular contests & strong community 4️⃣ Codewars – Solve "Kata" (challenges) ranked by difficulty – Clean interface and fun challenges 5️⃣ GeeksforGeeks – Tons of articles + coding problems – Covers both theory and practice 6️⃣ Exercism – Mentor-based feedback – Clean challenges in over 50 languages 7️⃣ Project Euler – Math + programming-based problems – Great for logical thinking 8️⃣ Replit – Write and run code in-browser – Build mini-projects without installing anything 9️⃣ Kaggle (for Data Science) – Practice Python, Pandas, ML, and join competitions 🔟 GitHub – Explore open-source code – Contribute, learn, and build your portfolio 💡 Tip: Start with easy problems and stay consistent — 1 problem a day beats 10 in one day. Double Tap ♥️ For More

New Technique Lets Websites Track Your Browsing and Apps via SSD Researchers at learndevs.com/news/researche… Graz University of Technology in Austria have discovered a clever new way for websites to track which other sites users visit and which apps they run all without installing malware. The method, called FROST, learndevs.com/news/researche… works entirely through a web browser using standard JavaScript. It measures tiny timing differences in how a device’s solid-state drive responds when different programs access it, then uses a neural network to identify patterns with up to 96% accuracy for apps and 89% for websites on some systems. The attack requires a malicious tab to stay open and works best on macOS devices. While it has limitations and cannot spy in real time, it exposes a surprising privacy risks from everyday browser features. 🔗 Read more : learndevs.com/news/researche…

Air Canada Pilot Flew 17 Years Without Proper License A former Air Canada pilot has been arrested after allegedly flying more than 900 commercial flights without the required captain’s license for nearly 17 years. Geoffrey Wall, 59, served as captain on Boeing 767, 777, and 787 aircraft from 2009 to 2025, carrying tens of thousands of passengers. Authorities say he used forged documents and never completed the necessary exams after his promotion. The fraud came to light during a routine check at Toronto Pearson Airport. Air Canada insists safety was never at risk because Wall passed regular flight tests and training. He now faces multiple criminal charges including fraud and forgery. 🔗 Read more : learndevs.com/news/air-canad…

Anthropic Launches Powerful New AI Model Claude Fable 5 Anthropic has released Claude Fable 5, a major new AI model now available to regular users for the first time. Based on the company's advanced Mythos technology, Fable 5 excels at handling complex, long tasks like advanced coding, research, and multi-step projects. It comes with built-in safety features that redirect risky questions about areas like cybersecurity or biology to older, less capable models. According to benchmarks, Fable significantly outperforms other frontier models, with its lead increasing on longer and more complex tasks. Paid subscribers can try Fable on Claude.ai 🔗 Read more : learndevs.com/news/anthropic…

Product Manager Full-time/Company: AtlasOra Incumbents charge hosts 20% and more. We charge 5.7%, all in. The difference is not a discount. It is a different machine underneath. That machine is AO Protocol: on-chain settlement infrastructure for any business that holds float between the moment a customer pays and the moment a supplier is paid. Travel is where we start. It is not where this ends. We have shipped V1. We have a live token. We now need someone to own the product surface that turns a working marketplace into an inevitable one. The seat Founding Product Manager. Broad by design. You own the marketplace hosts and guests touch, and the protocol surfaces beneath it: settlement, payouts, dispute resolution. There is no product org to inherit. There is no playbook. You write it. You will work directly with the founders, and alongside some of the most recognised names in this industry. We are not naming them yet. We will. What the work is: - Own the roadmap across marketplace and protocol. Sequence it. Defend it. -Turn a two-sided problem, host supply and guest demand, into things that ship. -Work where product, money, and on-chain mechanics meet, and hold all three at once. - Decide what to measure. Move it. - Ship with a lean team. Talk to users more than to each other. Bring evidence. Who this is for: You have shipped products real people used. You are comfortable where there is no process, because process is a thing you build, not a thing you wait for. You understand crypto well enough to be useful, or you will close that gap quickly and without being asked. You write plainly and decide fast. You think incumbents got lazy. You would like to be in the room when that gets corrected. Useful, not required: Travel, fintech, payments, or marketplace experience On-chain settlement, stablecoins, DeFi primitives A founding or early PM seat that went somewhere Terms Fully remote. Equity and token participation. A direct line to the people making the decisions, and no committee between you and a shipped thing. Apply: andrew@atlasora.com

🤖 Want to become a Machine Learning Engineer? This free roadmap will get you there! 🚀 📚 Math & Statistics ⦁ Probability 🎲 ⦁ Inferential statistics 📊 ⦁ Regression analysis 📈 ⦁ A/B testing 🔍 ⦁ Bayesian stats 🔢 ⦁ Calculus & Linear algebra 🧮🔠 🐍 Python ⦁ Variables & data types ✏️ ⦁ Control flow 🔄 ⦁ Functions & modules 🔧 ⦁ Error handling ❌ ⦁ Data structures 🗂️ ⦁ OOP basics 🧱 ⦁ APIs 🌐 ⦁ Algorithms & data structures 🧠 🧪 ML Prerequisites ⦁ EDA with NumPy & Pandas 🔍 ⦁ Data visualization 📉 ⦁ Feature engineering 🛠️ ⦁ Encoding types 🔐 ⚙️ Machine Learning Fundamentals ⦁ Supervised: Linear Regression, KNN, Decision Trees 📊 ⦁ Unsupervised: K-Means, PCA, Hierarchical Clustering 🧠 ⦁ Reinforcement: Q-Learning, DQN 🕹️ ⦁ Solve regression 📈 & classification 🧩 problems 🧠 Neural Networks ⦁ Feedforward networks 🔄 ⦁ CNNs for images 🖼️ ⦁ RNNs for sequences 📚    Use TensorFlow, Keras & PyTorch 🕸️ Deep Learning ⦁ CNNs, RNNs, LSTMs for advanced tasks 🚀 ML Project Deployment ⦁ Version control 🗃️ ⦁ CI/CD & automated testing 🔄🚚 ⦁ Monitoring & logging 🖥️ ⦁ Experiment tracking 🧪 ⦁ Feature stores & pipelines 🗂️🛠️ ⦁ Infrastructure as Code 🏗️ ⦁ Model serving & APIs 🌐 💡 React ❤️ for more!

🎯 Frontend Developer Tips ✅ Prioritize UX ✅ Keep components reusable ✅ Avoid unnecessary re-renders ✅ Write accessible UI ✅ Maintain consistency ✅ Test across devices ☁️ Backend Engineering Tips ✅ Validate all user input ✅ Log errors properly ✅ Use environment variables ✅ Design scalable APIs ✅ Cache frequent requests ✅ Write clean documentation