Cơ bảnData ScienceTiếng Anh🤖 Phản hồi cá nhân hoá🌐 Công khai

Programming for Data Science

Giảng dạy bởi Phạm Xuân Lâm

Module

Bài học

Về khóa học

3 module · 25 bài

Nội dung khóa học

3 module · 25 bài

Module 1: Fundamentals of Python Programming
18 bài
1. 1
  Course Syllabus
  Course SyllabusCourse Objectives, Content, and Assessment
2. 2
  Course Overview▶ Video · 2 phút
  Course OverviewCourse Overview and the 3-Module Roadmap
3. 3
  1.1 Python and Basic Syntax▶ Video · 3 phút
  1.1 Python and Basic SyntaxPython and Basic Syntax
4. 4
  1.2 Variables, Input and Output▶ Video · 6 phút
  Variables, Input, and Output1.2 Variables, Input and Output
5. 5
  1.3 Operators and Expressions▶ Video · 6 phút
  Operators and Expressions1.3 Operators and Expressions
6. 6
  1.4 Numbers, Booleans and Strings▶ Video · 5 phút
  Numbers, Booleans, and Strings1.4 Numbers, Booleans and Strings
7. 7
  1.5 List▶ Video · 4 phút
  Lists1.5 List
8. 8
  1.6 Tuple, Set, Dictionary, and Type Conversion▶ Video · 5 phút
  Tuples, Sets, Dictionaries, and Type Conversion1.6 Tuple, Set, Dictionary, and Type Conversion
9. 9
  1.7 Branching with if / elif / else▶ Video · 4 phút
  Branching with if / elif / else1.7 Branching with if / elif / else
10. 10
  1.8 for and while Loops▶ Video · 5 phút
  for and while Loops1.8 for and while Loops
11. 11
  1.9 Functions▶ Video · 6 phút
  1.9 FunctionsFunctions
12. 12
  1.10 Classes and Objects▶ Video · 4 phút
  1.10 Classes and ObjectsClasses and Objects
13. 13
  1.11 Inheritance, Encapsulation, and Polymorphism▶ Video · 3 phút
  Inheritance, Encapsulation, and Polymorphism1.11 Inheritance, Encapsulation, and Polymorphism
14. 14
  Module 1 Capstone Practice
  Module 1 Capstone PracticePython Programming Foundations: From Variables to Object-Oriented Programming
15. 15
  Variables, Data Types, and Operators
  Python Variables, Data Types, and Operators
16. 16
  Control Flow: Conditionals and Loops
  Control Flow: Branching and Loops
17. 17
  Functions
  Functions in Python
18. 18
  Basic Object-Oriented Programming
  Basic Object-Oriented Programming
Module 2: Data Manipulation with NumPy and Pandas
4 bài
1. 1
  NumPy Arrays▶ Video · 16 phút
  NumPy Arrays
2. 2
  Pandas DataFrames▶ Video · 10 phút
  Pandas DataFrames
3. 3
  Data Cleaning and Transformation▶ Video · 9 phút
  Cleaning and Transforming Data
4. 4
  Aggregation and Exploratory Data Analysis in Jupyter▶ Video · 12 phút
  Aggregating and Exploring Data in Jupyter
Module 3: Accessing and Collecting Web Data
3 bài
1. 1
  Retrieving Data via RESTful APIs▶ Video · 10 phút
  Retrieving Data via RESTful APIs
2. 2
  Web Scraping with BeautifulSoup▶ Video · 6 phút
  Web Scraping with BeautifulSoup
3. 3
  End-of-Course Knowledge Check
  End-of-Course Knowledge CheckProgramming for Data Science: Integrated Review

← Danh mục khoá học

Cơ bảnData ScienceTiếng Anh🤖 Phản hồi cá nhân hoá🌐 Công khai

Programming for Data Science

Giảng dạy bởi Phạm Xuân Lâm

Module

Bài học

Về khóa học

Programming for Data Science

3 module · 25 bài

Nội dung khóa học

3 module · 25 bài

Module 1: Fundamentals of Python Programming
18 bài
1. 1
  Course Syllabus
  Course SyllabusCourse Objectives, Content, and Assessment
2. 2
  Course Overview▶ Video · 2 phút
  Course OverviewCourse Overview and the 3-Module Roadmap
3. 3
  1.1 Python and Basic Syntax▶ Video · 3 phút
  1.1 Python and Basic SyntaxPython and Basic Syntax
4. 4
  1.2 Variables, Input and Output▶ Video · 6 phút
  Variables, Input, and Output1.2 Variables, Input and Output
5. 5
  1.3 Operators and Expressions▶ Video · 6 phút
  Operators and Expressions1.3 Operators and Expressions
6. 6
  1.4 Numbers, Booleans and Strings▶ Video · 5 phút
  Numbers, Booleans, and Strings1.4 Numbers, Booleans and Strings
7. 7
  1.5 List▶ Video · 4 phút
  Lists1.5 List
8. 8
  1.6 Tuple, Set, Dictionary, and Type Conversion▶ Video · 5 phút
  Tuples, Sets, Dictionaries, and Type Conversion1.6 Tuple, Set, Dictionary, and Type Conversion
9. 9
  1.7 Branching with if / elif / else▶ Video · 4 phút
  Branching with if / elif / else1.7 Branching with if / elif / else
10. 10
  1.8 for and while Loops▶ Video · 5 phút
  for and while Loops1.8 for and while Loops
11. 11
  1.9 Functions▶ Video · 6 phút
  1.9 FunctionsFunctions
12. 12
  1.10 Classes and Objects▶ Video · 4 phút
  1.10 Classes and ObjectsClasses and Objects
13. 13
  1.11 Inheritance, Encapsulation, and Polymorphism▶ Video · 3 phút
  Inheritance, Encapsulation, and Polymorphism1.11 Inheritance, Encapsulation, and Polymorphism
14. 14
  Module 1 Capstone Practice
  Module 1 Capstone PracticePython Programming Foundations: From Variables to Object-Oriented Programming
15. 15
  Variables, Data Types, and Operators
  Python Variables, Data Types, and Operators
16. 16
  Control Flow: Conditionals and Loops
  Control Flow: Branching and Loops
17. 17
  Functions
  Functions in Python
18. 18
  Basic Object-Oriented Programming
  Basic Object-Oriented Programming
Module 2: Data Manipulation with NumPy and Pandas
4 bài
1. 1
  NumPy Arrays▶ Video · 16 phút
  NumPy Arrays
2. 2
  Pandas DataFrames▶ Video · 10 phút
  Pandas DataFrames
3. 3
  Data Cleaning and Transformation▶ Video · 9 phút
  Cleaning and Transforming Data
4. 4
  Aggregation and Exploratory Data Analysis in Jupyter▶ Video · 12 phút
  Aggregating and Exploring Data in Jupyter
Module 3: Accessing and Collecting Web Data
3 bài
1. 1
  Retrieving Data via RESTful APIs▶ Video · 10 phút
  Retrieving Data via RESTful APIs
2. 2
  Web Scraping with BeautifulSoup▶ Video · 6 phút
  Web Scraping with BeautifulSoup
3. 3
  End-of-Course Knowledge Check
  End-of-Course Knowledge CheckProgramming for Data Science: Integrated Review