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📈 Аналитический обзор Telegram-канала Programming Resources | Python | Javascript | Artificial Intelligence Updates | Computer Science Courses | AI Books

Канал Programming Resources | Python | Javascript | Artificial Intelligence Updates | Computer Science Courses | AI Books (@programming_guide) языкового сегмента Английский является активным участником. Сейчас сообщество объединяет 56 114 подписчиков, занимая 2 374 место в категории Технологии и приложения и 6 527 место в регионе Индия.

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С момента создания невідомо проект демонстрирует стремительный рост, собрав аудиторию из 56 114 подписчиков.

Согласно последним данным от 10 июня, 2026, канал показывает стабильную активность. За последние 30 дней изменение числа участников составило 89, а за последние 24 часа — 1, при этом общий охват остаётся высоким.

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  • Уровень вовлечённости (ER): Средний показатель вовлечённости аудитории составляет 2.65%. В первые 24 часа после публикации контент обычно набирает 0.87% реакций от общего числа подписчиков.
  • Охват публикаций: В среднем каждый пост получает 1 485 просмотров. В течение первых суток публикация набирает 488 просмотров.
  • Реакции и взаимодействия: Аудитория активно поддерживает контент: среднее количество реакций на один пост — 4.
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📝 Описание и контентная политика

Автор описывает ресурс как площадку для выражения субъективного мнения:
Everything about programming for beginners * Python programming * Java programming * App development * Machine Learning * Data Science Managed by: @love_data

Благодаря высокой частоте обновлений (последние данные получены 11 июня, 2026) канал поддерживает актуальность и высокий уровень охвата публикаций. Аналитика показывает, что аудитория активно взаимодействует с контентом, что делает его важной точкой влияния в категории Технологии и приложения.

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𝟳 𝗙𝗥𝗘𝗘 𝗖𝗼𝗱𝗶𝗻𝗴 𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀 𝘁𝗼 𝗠𝗮𝘀𝘁𝗲𝗿 𝗛𝗧𝗠𝗟, 𝗖𝗦𝗦 & 𝗝𝗮𝘃𝗮𝗦𝗰𝗿𝗶𝗽𝘁😍 Whether you’re a begi
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Important skills every self-taught developer should master: 💻 HTML, CSS & JavaScript — the foundation of web development ⚙️ Git & GitHub — track changes and collaborate effectively 🧠 Problem-solving — break down and debug complex issues 🗄️ Basic SQL — manage and query data efficiently 🧩 APIs — fetch and use data from external sources 🧱 Frameworks — like React, Flask, or Django to build faster 🧼 Clean Code — write readable, maintainable code 📦 Package Managers — like npm or pip for managing libraries 🚀 Deployment — host your projects for the world to see Web Development Resources: https://whatsapp.com/channel/0029VaiSdWu4NVis9yNEE72z

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If I Were to Start My Data Science Career from Scratch, Here's What I Would Do 👇 1️⃣ Master Advanced SQL Foundations: Learn database structures, tables, and relationships. Basic SQL Commands: SELECT, FROM, WHERE, ORDER BY. Aggregations: Get hands-on with SUM, COUNT, AVG, MIN, MAX, GROUP BY, and HAVING. JOINs: Understand LEFT, RIGHT, INNER, OUTER, and CARTESIAN joins. Advanced Concepts: CTEs, window functions, and query optimization. Metric Development: Build and report metrics effectively. 2️⃣ Study Statistics & A/B Testing Descriptive Statistics: Know your mean, median, mode, and standard deviation. Distributions: Familiarize yourself with normal, Bernoulli, binomial, exponential, and uniform distributions. Probability: Understand basic probability and Bayes' theorem. Intro to ML: Start with linear regression, decision trees, and K-means clustering. Experimentation Basics: T-tests, Z-tests, Type 1 & Type 2 errors. A/B Testing: Design experiments—hypothesis formation, sample size calculation, and sample biases. 3️⃣ Learn Python for Data Data Manipulation: Use pandas for data cleaning and manipulation. Data Visualization: Explore matplotlib and seaborn for creating visualizations. Hypothesis Testing: Dive into scipy for statistical testing. Basic Modeling: Practice building models with scikit-learn. 4️⃣ Develop Product Sense Product Management Basics: Manage projects and understand the product life cycle. Data-Driven Strategy: Leverage data to inform decisions and measure success. Metrics in Business: Define and evaluate metrics that matter to the business. 5️⃣ Hone Soft Skills Communication: Clearly explain data findings to technical and non-technical audiences. Collaboration: Work effectively in teams. Time Management: Prioritize and manage projects efficiently. Self-Reflection: Regularly assess and improve your skills. 6️⃣ Bonus: Basic Data Engineering Data Modeling: Understand dimensional modeling and trade-offs in normalization vs. denormalization. ETL: Set up extraction jobs, manage dependencies, clean and validate data. Pipeline Testing: Conduct unit testing and ensure data quality throughout the pipeline. I have curated the best interview resources to crack Data Science Interviews 👇👇 https://whatsapp.com/channel/0029Va8v3eo1NCrQfGMseL2D Like if you need similar content 😄👍

𝟮𝟬 𝗠𝘂𝘀𝘁-𝗞𝗻𝗼𝘄 𝗦𝗤𝗟 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄 𝗤𝘂𝗲𝘀𝘁𝗶𝗼𝗻𝘀 𝗔𝘀𝗸𝗲𝗱 𝗯𝘆 𝗚𝗼𝗼𝗴𝗹𝗲, 𝗔𝗺𝗮𝘇𝗼𝗻 & 𝗠𝗶𝗰𝗿𝗼𝘀
𝟮𝟬 𝗠𝘂𝘀𝘁-𝗞𝗻𝗼𝘄 𝗦𝗤𝗟 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄 𝗤𝘂𝗲𝘀𝘁𝗶𝗼𝗻𝘀 𝗔𝘀𝗸𝗲𝗱 𝗯𝘆 𝗚𝗼𝗼𝗴𝗹𝗲, 𝗔𝗺𝗮𝘇𝗼𝗻 & 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁😍 Are you preparing for SQL interviews but feeling unsure about what to expect?🎯 Whether you’re aiming for roles at Google, Amazon, Microsoft, or top startups, these 20 commonly asked SQL interview questions are your secret weapon to ace the technical rounds📊📌 𝐋𝐢𝐧𝐤👇:- https://pdlink.in/4jXfSAh All The Best 🎊

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𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗙𝗥𝗘𝗘 𝗗𝗲𝗺𝗼 𝗖𝗹𝗮𝘀𝘀 𝗜𝗻 𝗛𝘆𝗱𝗲𝗿𝗮𝗯𝗮𝗱 😍 📊 “Data Analyst” is one of the hottest c
𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗙𝗥𝗘𝗘 𝗗𝗲𝗺𝗼 𝗖𝗹𝗮𝘀𝘀 𝗜𝗻 𝗛𝘆𝗱𝗲𝗿𝗮𝗯𝗮𝗱 😍 📊 “Data Analyst” is one of the hottest careers in tech — and guess what? NO coding needed!  Now it’s YOUR turn to break into tech! 💼 Here’s what you get:- ✅No Coding Required ✅100% Placement Support ✅Offline Classes in Hyderabad with Expert Mentors  ✅Real-world Projects & Industry Certification  𝗥𝗲𝗴𝗶𝘀𝘁𝗲𝗿 𝗙𝗼𝗿 𝗙𝗥𝗘𝗘👇:- https://pdlink.in/3SIOrhj Location:- Gachibowli Centre, Hyderabad! Date & Time:- 17th May, 4 To 6PM

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𝗖𝗶𝘀𝗰𝗼 𝗙𝗥𝗘𝗘 𝗣𝗿𝗼𝗳𝗲𝘀𝘀𝗶𝗼𝗻𝗮𝗹 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 😍  Stand out in the competitive job market.Cisco Networking Academy has you covered with free courses designed to enhance your professional skills. ✅ Learn the Most In-Demand Skills: ✅ Perfect for Everyone ✅ Earn Recognized Certificates 𝗟𝗶𝗻𝗸👇:-  https://pdlink.in/3PeiTOW Enroll for FREE & Get Certified 🎓

𝗛𝗼𝘄 𝘁𝗼 𝗟𝗲𝗮𝗿𝗻 𝗣𝘆𝘁𝗵𝗼𝗻 𝗙𝗮𝘀𝘁 (𝗘𝘃𝗲𝗻 𝗜𝗳 𝗬𝗼𝘂'𝘃𝗲 𝗡𝗲𝘃𝗲𝗿 𝗖𝗼𝗱𝗲𝗱 𝗕𝗲𝗳𝗼𝗿𝗲!)🐍🚀 Python is everywhere—web dev, data science, automation, AI… But where should YOU start if you're a beginner? Don’t worry. Here’s a 6-step roadmap to master Python the smart way (no fluff, just action)👇 🔹 𝗦𝘁𝗲𝗽 𝟭: Learn the Basics (Don’t Skip This!) ✅ Variables, data types (int, float, string, bool) ✅ Loops (for, while), conditionals (if/else) ✅ Functions and user input Start with: Python.org Docs YouTube: Programming with Mosh / CodeWithHarry Platforms: W3Schools / SoloLearn / FreeCodeCamp Spend a week here. Practice > Theory. 🔹 𝗦𝘁𝗲𝗽 𝟮: Automate Boring Stuff (It’s Fun + Useful!) ✅ Rename files in bulk ✅ Auto-fill forms ✅ Web scraping with BeautifulSoup or Selenium Read: “Automate the Boring Stuff with Python” It’s beginner-friendly and practical! 🔹 𝗦𝘁𝗲𝗽 𝟯: Build Mini Projects (Your Confidence Booster) ✅ Calculator app ✅ Dice roll simulator ✅ Password generator ✅ Number guessing game These small projects teach logic, problem-solving, and syntax in action. 🔹 𝗦𝘁𝗲𝗽 𝟰: Dive Into Libraries (Python’s Superpower) ✅ Pandas and NumPy – for data ✅ Matplotlib – for visualizations ✅ Requests – for APIs ✅ Tkinter – for GUI apps ✅ Flask – for web apps Libraries are what make Python powerful. Learn one at a time with a mini project. 🔹 𝗦𝘁𝗲𝗽 𝟱: Use Git + GitHub (Be a Real Dev) ✅ Track your code with Git ✅ Upload projects to GitHub ✅ Write clear README files ✅ Contribute to open source repos Your GitHub profile = Your online CV. Keep it active! 🔹 𝗦𝘁𝗲𝗽 𝟲: Build a Capstone Project (Level-Up!) ✅ A weather dashboard (API + Flask) ✅ A personal expense tracker ✅ A web scraper that sends email alerts ✅ A basic portfolio website in Python + Flask Pick something that solves a real problem—bonus if it helps you in daily life! 🎯 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗣𝘆𝘁𝗵𝗼𝗻 = 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗣𝗼𝘄𝗲𝗿𝗳𝘂𝗹 𝗣𝗿𝗼𝗯𝗹𝗲𝗺 𝗦𝗼𝗹𝘃𝗶𝗻𝗴 You don’t need to memorize code. Understand the logic. Google is your best friend. Practice is your real teacher. Python Resources: https://whatsapp.com/channel/0029Vau5fZECsU9HJFLacm2a ENJOY LEARNING 👍👍

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🚀 Roadmap to Become a Software Architect 👨‍💻 📂 Programming & Development Fundamentals  ∟📂 Master One or More Programming Languages (Java, C#, Python, etc.)   ∟📂 Learn Data Structures & Algorithms    ∟📂 Understand Design Patterns & Best Practices 📂 Software Design & Architecture Principles  ∟📂 Learn SOLID Principles & Clean Code Practices   ∟📂 Master Object-Oriented & Functional Design    ∟📂 Understand Domain-Driven Design (DDD) 📂 System Design & Scalability  ∟📂 Learn Microservices & Monolithic Architectures   ∟📂 Understand Load Balancing, Caching & CDNs    ∟📂 Dive into CAP Theorem & Event-Driven Architecture 📂 Databases & Storage Solutions  ∟📂 Master SQL & NoSQL Databases   ∟📂 Learn Database Scaling & Sharding Strategies    ∟📂 Understand Data Warehousing & ETL Processes 📂 Cloud Computing & DevOps  ∟📂 Learn Cloud Platforms (AWS, Azure, GCP)   ∟📂 Understand CI/CD & Infrastructure as Code (IaC)    ∟📂 Work with Containers & Kubernetes 📂 Security & Performance Optimization  ∟📂 Master Secure Coding Practices   ∟📂 Learn Authentication & Authorization (OAuth, JWT)    ∟📂 Optimize System Performance & Reliability 📂 Project Management & Communication  ∟📂 Work with Agile & Scrum Methodologies   ∟📂 Collaborate with Cross-Functional Teams    ∟📂 Improve Technical Documentation & Decision-Making 📂 Real-World Experience & Leadership  ∟📂 Design & Build Scalable Software Systems   ∟📂 Contribute to Open-Source & Architectural Discussions    ∟📂 Mentor Developers & Lead Engineering Teams 📂 Interview Preparation & Career Growth  ∟📂 Solve System Design Challenges   ∟📂 Master Architectural Case Studies    ∟📂 Network & Apply for Software Architect Roles ✅ Get Hired as a Software Architect React "❤️" for More 👨‍💻

Repost from Data Analytics
𝗙𝗥𝗘𝗘 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 𝗙𝗿𝗼𝗺 𝗧𝗼𝗽 𝗖𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀😍 Top Companies Offering FREE Certification Courses
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Git Commands 🛠 git init – Initialize a new Git repository 📥 git clone – Clone a repository 📊 git status – Check the status of your repository ➕ git add – Add a file to the staging area 📝 git commit -m "message" – Commit changes with a message 🚀 git push – Push changes to a remote repository ⬇️ git pull – Fetch and merge changes from a remote repository Branching 📌 git branch – List all branches 🌱 git branch – Create a new branch 🔄 git checkout – Switch to a branch 🔗 git merge – Merge a branch into the current branch ⚡️ git rebase – Apply commits on top of another branch Undo & Fix Mistakes ⏪ git reset --soft HEAD~1 – Undo the last commit but keep changes ❌ git reset --hard HEAD~1 – Undo the last commit and discard changes 🔄 git revert – Create a new commit that undoes a specific commit Logs & History 📖 git log – Show commit history 🌐 git log --oneline --graph --all – View commit history in a simple graph Stashing 📥 git stash – Save changes without committing 🎭 git stash pop – Apply stashed changes and remove them from stash Remote & Collaboration 🌍 git remote -v – View remote repositories 📡 git fetch – Fetch changes without merging 🕵️ git diff – Compare changes Don’t forget to react ❤️ if you’d like to see more content like this!

𝟱 𝗙𝗿𝗲𝗲 𝗠𝗜𝗧 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗧𝗵𝗮𝘁 𝗪𝗶𝗹𝗹 𝗕𝗼𝗼𝘀𝘁 𝗬𝗼𝘂𝗿 𝗖𝗮𝗿𝗲𝗲𝗿😍 📊 Want to
𝟱 𝗙𝗿𝗲𝗲 𝗠𝗜𝗧 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗧𝗵𝗮𝘁 𝗪𝗶𝗹𝗹 𝗕𝗼𝗼𝘀𝘁 𝗬𝗼𝘂𝗿 𝗖𝗮𝗿𝗲𝗲𝗿😍 📊 Want to Learn Data Analytics but Hate the High Price Tags?💰📌 Good news: MIT is offering free, high-quality data analytics courses through their OpenCourseWare platform💻🎯 𝐋𝐢𝐧𝐤👇:- https://pdlink.in/4iXNfS3 All The Best 🎊

Most Asked Interview Questions with Answers 💻✅
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Most Asked Interview Questions with Answers 💻✅

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