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Python Essentials for Data Analytics
44 lessons
1. PYTHON SETUP & ENVIRONMENT
Video lesson
1. Installing Python
15m
Video lesson
2. Installing Jupyter Notebook
2m
Reading
3. Setting Up Your Python Environment (VS Code, venvs & pip)
15m
2. PYTHON FUNDAMENTALS
Video lesson
1. Python Variables
10m
Video lesson
2. Python Basic Datatypes
15m
Interactive tutorial
3. QUIZ: Variables & Datatypes
12m
Video lesson
4. Python Lists
15m
Video lesson
5. Python Dictionaries
15m
Reading
6. List Comprehensions & Advanced Collections
12m
Interactive tutorial
7. QUIZ: Lists & Dictionaries
12m
Project submission
8. ASSIGNMENT: Lists & Dict
45m
Video lesson
9. Python For Loops
15m
Video lesson
10. Python While Loops
15m
Interactive tutorial
11. QUIZ: For & While Loops
14m
Video lesson
12. Python If Conditions
15m
Video lesson
13. Python Functions
15m
Project submission
14. ASSIGNMENT: Loops, if conditions & functions
45m
Video lesson
15. Python Strings
15m
Reading
16. Text Wrangling Essentials: split, join, and formatting
10m
Video lesson
17. Python Regular Expressions (Regex)
15m
Interactive tutorial
18. QUIZ: Python Fundamentals
30m
Project submission
19. ASSIGNMENT: Python Fundamentals
45m
3. NUMPY FOUNDATIONS
Video lesson
1. NumPy vs Python Lists
15m
Video lesson
2. NumPy Basics
15m
Interactive tutorial
3. QUIZ: Numpy Basics
25m
Video lesson
4. NumPy Broadcasting
15m
Video lesson
5. NumPy Aggregations
15m
Reading
6. NumPy Vectorization, Boolean Masks & Statistical Aggregations
12m
Interactive tutorial
7. QUIZ: Numpy Foundations
30m
Project submission
8. ASSIGNMENT: NumPy Foundations
45m
4. PANDAS FOR DATA ANALYTICS
Video lesson
1. DataFrame & Series Basics: Selecting Rows and Columns
33m
Video lesson
2. Reading & Writing Data
15m
Interactive tutorial
3. QUIZ: Basics
15m
Video lesson
4. Filtering & Sorting
15m
Video lesson
5. Handling Missing Values
15m
Reading
6. Mastering Pandas Data Cleaning: dropna, fillna, and Type Casting
12m
Video lesson
7. Working with Date & Time
15m
Interactive tutorial
8. QUIZ: Basic Filtering, etc.
20m
Project submission
9. ASSIGNMENT: Pandas Basics
45m
Video lesson
10. Combining DataFrames: SQL-Style Relational Merges
8m
Video lesson
11. Groupby & Aggregations
15m
Reading
12. Essential Pandas Wrangling: Merging, GroupBy Best Practices & reset_index
12m
Interactive tutorial
13. QUIZ: Pandas Module
30m
Project submission
14. ASSIGNMENT: Pandas Module
45m
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Python Essentials for Data Analytics
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NUMPY FOUNDATIONS
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QUIZ: Numpy Foundations
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QUIZ: Numpy Foundations
30 minutes
Interactive tutorial
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