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  • Python for Data Science

Python for Data Science

  • By btadmin
  • Foundation Courses
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Price
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Course Content

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Course Overview 1 Topic
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Lesson Content
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Introduction Python for Data Science Video Lecture
Unit 1: Packages, and Best Coding Practices
Overview 11 Topics | 1 Quiz
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Lesson Content
0% Complete 0/11 Steps
Introduction to Modules and Packages
Importing Modules
Using Built-in Python Modules
Importing Specific Functions or Variables
Creating and Using Your Own Module
Using External Packages with pip
Exploring Common Data Science Packages
Best Practices for Imports and Style
Optional Practice Exercises
Unit 1: Resources & Downloads
Video Lecture Link
Quiz-Unit 1
Unit 2: Python Basics - Workign with Variables, Data Types, Comments, and Operators
Overview 7 Topics | 1 Quiz
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Lesson Content
0% Complete 0/7 Steps
Introduction to Python Basics
Variables and Data Types
Comments in Python
Basic Arithmetic and Logical Operators (+, -, *, /, %, //, )
Printing and Formatting
Unit 2: Resources & Downloads
Video Lecture Link
Quiz- Unit 2 – Python Basics
UNIT 3: Python Data Structures: Lists, Tuples, Dictionaries, Sets, and Strings
Overview 10 Topics | 1 Quiz
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Lesson Content
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Introduction to Data Structures
Elements in Data Structures
Lists:
Tuples and Sequence:
Dictionaries
Sets
Strings
Nested Data Structures
Unit 3: Resources & Downloads
Video Lecture Link
Quiz-Unit 3 Data Structures
UNIT 4: Control Flow in Python: Conditionals and Loops
Overview 6 Topics | 1 Quiz
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Lesson Content
0% Complete 0/6 Steps
Introduction to Control Flow
Conditional Statements
Looping Structures
Nested Control Structures
Unit 4: Resources & Downloads
Video Lecture Link
Quiz-Unit 4 – Control Flow
UNIT 5: Python Functions: Definition, Parameters, Scope, and Best Practices
Overview 11 Topics | 1 Quiz
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Lesson Content
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Introduction to Functions
Functions Name and Calling
Parameters and Arguments
Return Values
Function Scope
Default and Keyword Arguments
Docstrings and Documentation
Lambda (Anonymous) Functions
Best Practices for Writing Functions
Unit 5: Resources & Downloads
Video Lecture Link
Quiz – Unit 5 – Functions
UNIT 6: Pandas for Data Science: A Practical Guide for Beginners
Overview 11 Topics | 1 Quiz
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Lesson Content
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Introduction to Pandas
Understanding Pandas Data Structures
Creating and Inspecting Data
Data Exploration Techniques
Data Cleaning Essentials
Data Transformation and Aggregation
Merging, Joining, and Concatenation
Time Series Basics
Exporting Cleaned Data
Unit 6: Resources & Downloads
Video Lecture Link
Quiz – Unit 6 – Pandas for Data Science
UNIT 7: NumPy for Data Science: A Deep Dive
Overview 17 Topics | 1 Quiz
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Lesson Content
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What is NumPy?
Statistics Summaries with NumPy
Array Attributes
Arithmetic Functions
Using NumPy with Comparison Expression
Conditional Filtering with Boolean Indexing
Working with Missing Data
Reshaping Combined Data
Broadcasting for Scalable Computation
Aggregation Functions
Random Number Generation
Sorting and Searching
Set Operations
Linear Algebra Operations
Memory and Performance Tips
Unit 7: Resources & Downloads
Video Lecture Link
Quiz – Unit 7 – NumPy for Data Science
UNIT 8: Data Wrangling in Pandas- Table Manipulation and Chaining
Overview 15 Topics | 1 Quiz
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Lesson Content
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Introduction to DataFrames
Loading and Inspecting Data
Selecting Columns and Rows
Filtering Data (Boolean Indexing)
Creating and Modifying Columns
Handling Missing Data
Sorting Data
Grouping and Aggregation
Merging and Joining Tables
Reshaping Data (Pivot, Melt)
Method Chaining and the Pipe Pattern
Mini Data Science Project: Student Performance Analysis
Why Data Wrangling Matters in Data Science
Unit 8: Resources & Downloads
Video Lecture Link
Quiz – Unit 8 – Data Wrangling with Pandas
UNIT 9: Tidy Data and Joining DataFrames in Pandas (Full Codebook with Explanations)
Overview 5 Topics | 1 Quiz
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Lesson Content
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Part A: Tidy Data – Reshaping and Cleaning
Part B: Joining DataFrames – Merging and Concatenation
Bonus
Unit 9: Resources & Downloads
Video Lecture Link
Quiz – Unit 9 – Tidy Data and Joining
UNIT 10: CASE STUDY
Overview 1 Topic
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Case Study Document
UNIT 11: Capston Project
Overview 1 Topic
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Lesson Content
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Video Lecture Link
Project Files and Instructions
Discussion Forum

Course Includes:

  • Price:Free
  • Lessons:14
  • Certifications:Yes
More Info

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