Data Science – Telegram
Data Science
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Learn how to analyze data effectively and manage databases with ease.

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📖 Data Analyst Roadmap
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📖 Brain of Data Analyst
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🔅 Hands-On Advanced Python: Data Engineering Basics

📝 Practice applying advanced concepts and coding moves in Python in this hands-on, interactive course with coding challenges in CoderPad.

🌐 Author: Joe Marini
🔰 Level: Advanced
Duration: 1h 56m

📋 Topics: Python

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Hands-On Advanced Python: Data Engineering Basics.zip
287.2 MB
📱Data Analysis
📱Hands-On Advanced Python: Data Engineering Basics
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If you’re thinking of starting a career in data science but not sure where to begin, 🤔 don’t worry—I’ve got you covered! 🙌

Here’s a list of platforms that can help you learn 📚, practice 💻, and ace your interviews.

Whether you’re diving into online courses 🧑‍🏫, looking for datasets 📊 to build your projects, or sharpening your coding skills 💡 for interviews, these resources are perfect for you.
📖 SQL Basics
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📁 Mastering SQL
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🔅 MySQL Installation and Configuration

📝 Learn how to install and configure MySQL on various platforms, including Mac and Windows.

🌐 Author: Bill Weinman
🔰 Level: Intermediate
Duration: 1h 20m

📋 Topics: MySQL, Database Administration

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MySQL Installation and Configuration.zip
122.9 MB
📱Data Analysis
📱MySQL Installation and Configuration
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80% of data problems can be solved with just 16 SQL functions.

I’ve been working with data for years and this truth keeps proving itself:

You don’t need fancy tools.
You need to master the fundamentals.

For data analysts, data scientists, and data engineers:
SQL isn’t optional.
Because data lives in databases.
And databases speak SQL-ish.

Most problems fall into 2 categories:
Aggregate functions (summarise data):

SUM() - Total revenue
COUNT() - Total orders
AVG() - Average purchase value
MIN() - Smallest sale
MAX() - Biggest transaction
STRING_AGG() - Combine text values

Window functions (compare rows):

ROW_NUMBER() - Pagination
RANK() - Leaderboards with ties
DENSE_RANK() - Performance tiers
NTILE() - Split into quartiles
LEAD() - Compare current vs next
LAG() - Compare current vs previous
FIRST_VALUE() - Highest value per group
LAST_VALUE() - Lowest value per group
SUM() OVER() - Running totals
AVG() OVER() - Moving averages

Aggregates collapse rows → one summary result
Window functions keep all rows → add calculations across them
📖🔰 Pandas vs SQL: Most Common Operations Comparison
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📊 Your Data Analyst journey doesn’t start with tools — it starts with a roadmap.

From mastering Excel & SQL ➝ understanding statistics ➝ working with Python & visualization tools ➝ building real-world projects — a clear Data Analyst roadmap can save you months of confusion and wrong learning choices.

If you’re serious about breaking into analytics in 2026, you don’t need random tutorials. You need structured learning, hands-on practice, and industry-relevant skills.
🔅 Python in Excel: Getting Started with Data Analysis

📝 Explore the core concepts and fundamental skills of working with data using Python in Microsoft Excel.

🌐 Author: Joe Marini
🔰 Level: Intermediate
Duration: 1h 40m

📋 Topics: Data Analysis, Microsoft Excel, Python

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Python in Excel: Getting Started with Data Analysis.zip
210.6 MB
📱Data Analysis
📱Python in Excel: Getting Started with Data Analysis
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📖 Types of Keys in SQL
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🔅 Advanced NoSQL for Data Science

📝 Explore the fundamentals of NoSQL. Learn the differences between NoSQL and traditional relational databases, discover how to perform common data science tasks with NoSQL, and more.

🌐 Author: Dan Sullivan
🔰 Level: Advanced
Duration: 1h 54m

📋 Topics: Data Science, NoSQL

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