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

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πŸ”… Ethical Hacking: SQL Injection

πŸ“ Learn about the SQL command language and SQL injections. Examine SQL injections in MySQL, SQL Server, and Oracle XE, and discover how attackers defeat web application firewalls.

🌐 Author: Malcolm Shore
πŸ”° Level: Intermediate
⏰ Duration: 1h 45m

πŸ“‹ Topics: Ethical Hacking, SQL Injection

πŸ”— Join Data Science for more courses
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Ethical Hacking: SQL Injection.zip
261.9 MB
πŸ“±Data Science
πŸ“±Ethical Hacking: SQL Injection
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πŸ“– Merging and Joining Data

Working with multiple datasets? Combine them just like SQL:

# Inner join (default)
merged = pd.merge(df_sales, df_customers, on='customer_id')

# Left join
pd.merge(df_sales, df_customers, on='customer_id', how='left')

# Concatenate vertically
all_data = pd.concat([df_2023, df_2024], ignore_index=True)

# Join on index
df1.join(df2, on='date')


This wraps up our Data Manipulation Using Pandas Series.
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πŸ–₯ Data Analyst Roadmap
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πŸ˜‰ A list of the best YouTube videos
βœ… To learn data science


1️⃣ SQL language


⬅️ Learning

πŸ’° 4-hour SQL course from zero to one hundred

πŸ’° Window functions tutorial

⬅️ Projects

πŸ“Ž Starting your first SQL project

πŸ’° Data cleansing project

πŸ’° Restaurant order analysis

⬅️ Interview

πŸ’° How to crack the SQL interview?

βž–βž–βž–

2️⃣ Python


⬅️ Learning

πŸ’° 12-hour Python for Data Science course

⬅️ Projects

πŸ’° Python project for beginners

πŸ’° Analyzing Corona Data with Python

⬅️ Interview

πŸ’° Python interview golden tricks

πŸ’° Python Interview Questions

βž–βž–βž–

3️⃣ Statistics and machine learning


⬅️ Learning

πŸ’° 7-hour course in applied statistics

πŸ’° Machine Learning Training Playlist

⬅️ Projects

πŸ’° Practical ML Project

⬅️ Interview

πŸ’° ML Interview Questions and Answers

πŸ’° How to pass a statistics interview?

βž–βž–βž–

4️⃣ Product and business case studies


⬅️ Learning

πŸ’° Building strong product understanding

πŸ’° Product Metric Definition

⬅️ Interview

πŸ’° Case Study Analysis Framework

πŸ’° How to shine in a business interview?
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πŸ”… How To Be a Lead Data Scientist

πŸ“ Build a foundation and develop skills for seasoned data scientists to level up from model builders to AI leaders.

🌐 Author: Matthew Blasa
πŸ”° Level: Advanced
⏰ Duration: 1h 6m

πŸ“‹ Topics: Data Science, Team Management

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How To Be a Lead Data Scientist.zip
182.1 MB
πŸ“±Data Science
πŸ“±How To Be a Lead Data Scientist
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πŸ–₯ 4 main database types
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πŸ–₯ Tableau vs. Power BI
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πŸ“– What are DDL Commands in SQL?

They don’t touch your data β€” they shape where your data lives.
Use CREATE, ALTER, and DROP to define and change your database structure.

πŸ’‘ Powerful, essential β€” and should be used with care!
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πŸ”… The 80/20 Rule of Data Science

πŸ“ Explore the core concepts of the 80/20 rule for data science and how to get most of the value with minimal effort.

🌐 Author: Howard Friedman
πŸ”° Level: Intermediate
⏰ Duration: 1h 26m

πŸ“‹ Topics: Data Science, Project Engineering, Team Management

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The 80-20 Rule of Data Science.zip
236.9 MB
πŸ“±Data Science
πŸ“±The 80/20 Rule of Data Science
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