20 May 2026, 15:19 UTC≈16,100 views87 reactionsread 17 August 2026 FREE Resources to Learn Machine Learning 🔥
* Python – python.org/doc
* Math & Stats – khanacademy.org/math
* ML Crash Course – developers.google.com/machine‑learning/crash‑course
* Scikit‑learn – https://scikit-learn.org/
* Pandas – pandas.pydata.org/docs
* Matplotlib – matplotlib.org
* Seaborn – seaborn.pydata.org
* Kaggle Learn (ML) – https://www.kaggle.com/learn/intro-to-machine-learning
* Google ML Guides – deve…
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15 Dec 2025, 08:05 UTC≈40,400 views261 reactionsread 17 August 2026 ✅ Top Tech Career Paths to Explore in 2026 💻🚀
1. Software Developer
Builds websites, apps, and systems. Needs skills in JavaScript, Python, Java, or C#. Frontend, backend, or full-stack.
2. Cloud Engineer
Works with AWS, Azure, or GCP to manage scalable cloud infrastructure, services, and deployments.
3. DevOps Engineer
Bridges development and operations. Manages CI/CD, automation, monitoring, and infrast…
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28 Nov 2025, 13:15 UTC≈36,900 views100 reactionsread 17 August 2026 Machine Learning Roadmap
| |-- Fundamentals
| |-- Mathematics
| | |-- Linear Algebra
| | |-- Calculus
| | |-- Probability
| | |-- Statistics
| |
| |-- Programming
| | |-- Python
| | | |-- NumPy
| | | |-- Pandas
| | | |-- Matplotlib
| | |-- R
| |-- Data Handling
| |-- Data Collection
| | |-- APIs
| | |-- Web Scraping
| | |-- SQL Databases
| |
| |-- Data…
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23 Nov 2025, 05:40 UTC≈24,200 views60 reactionsread 17 August 2026 Important Topics You Should Know to Learn Web Development:
👉 Beginner Topics
HTML
• Structure of a web page (doctype, html, head, body)
• Headings, paragraphs, lists, links, images
• Forms and input elements
• Semantic tags (header, footer, article, section)
CSS
• Selectors, classes, IDs
• Box model (margin, border, padding, content)
• Flexbox and Grid layout
• Colors, fonts, backgrounds
• Pseudo-classes and pseud…
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22 Nov 2025, 12:01 UTC≈17,300 views45 reactionsread 17 August 2026 SQL Detailed Roadmap
|
| | |-- Fundamentals
| |-- Introduction to Databases
| | |-- What SQL does
| | |-- Relational model
| | |-- Tables, rows, columns
| |-- Keys and Constraints
| | |-- Primary keys
| | |-- Foreign keys
| | |-- Unique and check constraints
| |-- Normalization
| | |-- 1NF, 2NF, 3NF
| | |-- ER diagrams
| | |-- Core SQL
| |-- SQL Basics
| | |-- SELECT, WHERE, ORDER BY
| | |-- GROUP BY and HAVING
| | …
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20 Nov 2025, 10:18 UTC≈13,100 views30 reactionsread 17 August 2026 Artificial Intelligence Roadmap
|
|-- Core Foundations
| |-- Mathematics
| | |-- Linear Algebra
| | |-- Calculus
| | |-- Probability
| | |-- Statistics
| |
| |-- Programming
| | |-- Python
| | | |-- NumPy
| | | |-- Pandas
| | | |-- Matplotlib
| | |-- R
| | |-- SQL
|
|-- Classical AI
| |-- Search Algorithms
| | |-- BFS
| | |-- DFS
| | |-- A*
| |
| |…
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19 Nov 2025, 16:04 UTC≈11,700 views34 reactionsread 17 August 2026 Data Science Roadmap
|
|-- Core Foundations
| |-- Mathematics
| | |-- Linear Algebra
| | |-- Calculus Basics
| | |-- Probability
| | |-- Statistics
| |
| |-- Programming
| | |-- Python
| | | |-- NumPy
| | | |-- Pandas
| | | |-- Matplotlib
| | | |-- Seaborn
| | |-- R
| | |-- SQL
|
|-- Data Handling
| |-- Data Collection
| | |-- APIs
| | |-- Web Scrapi…
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16 Nov 2025, 07:04 UTC≈15,000 views42 reactionsread 17 August 2026 Web Development Roadmap
|
|-- Core Basics
| |-- How the Web Works
| | |-- Client Server
| | |-- HTTP
| | |-- DNS
| |
| |-- Internet Basics
| | |-- Browsers
| | |-- Developer Tools
| | |-- Debugging
|
|-- Frontend
| |-- HTML
| | |-- Tags
| | |-- Forms
| | |-- Semantics
| |
| |-- CSS
| | |-- Selectors
| | |-- Flexbox
| | |-- Grid
| | |-- Responsive Design
…
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12 Oct 2025, 09:32 UTC≈21,600 views54 reactionsread 17 August 2026 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 Scrap…
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3 Oct 2025, 16:02 UTC≈18,900 views39 reactionsread 17 August 2026 30-day Roadmap plan for SQL covers beginner, intermediate, and advanced topics 👇
Week 1: Beginner Level
Day 1-3: Introduction and Setup
1. Day 1: Introduction to SQL, its importance, and various database systems.
2. Day 2: Installing a SQL database (e.g., MySQL, PostgreSQL).
3. Day 3: Setting up a sample database and practicing basic commands.
Day 4-7: Basic SQL Queries
4. Day 4: SELECT statement, retrieving data …
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3 Oct 2025, 05:01 UTC≈15,000 views22 reactionsread 17 August 2026 Web Development Mastery: From Basics to Advanced 🚀
Start with the fundamentals:
- HTML
- CSS
- JavaScript
- Responsive Design
- Basic DOM Manipulation
- Git and Version Control
You can grasp these essentials in just a week.
Once you're comfortable, dive into intermediate topics:
- AJAX
- APIs
- Frameworks like React, Angular, or Vue
- Front-end Build Tools (Webpack, Babel)
- Back-end basics with Node.js, Express, …
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2 Oct 2025, 14:21 UTC≈16,600 views24 reactionsread 17 August 2026 Essential Python Libraries to build your career in Data Science 📊👇
1. NumPy:
- Efficient numerical operations and array manipulation.
2. Pandas:
- Data manipulation and analysis with powerful data structures (DataFrame, Series).
3. Matplotlib:
- 2D plotting library for creating visualizations.
4. Seaborn:
- Statistical data visualization built on top of Matplotlib.
5. Scikit-learn:
- Machine learn…
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Showing the 12 most recent of 20 posts we hold for @free4unow_backup. View and reaction counts are the latest single reading for each post, not a live figure, and a recent post is still accumulating both. A view count marked ≈ was rounded by Telegram before we ever saw it — t.me prints views in full below 1,000 and to three significant figures above, so ≈1,200,000 means somewhere between 1,150,000 and 1,249,999. Unmarked counts are exact. Text is reproduced from the public post preview and truncated for length.