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소개
Python Roadmap. Learn Python programming as your first programming language. Python for Absolute Beginners, Non-Tech Professionals, 15+ Projects, 30 Topics, 500+ Practice Questions, with Data Structures & Algorithms
개발 도구README.md
OriginalPython-Roadmap
The Roadmap is divided into 30 Sections
- Introduction and Basics of Python
- Operators
- Conditional Statements
- While Loops
- Lists
- Strings
- For Loop
- Functions
- Dictionary
- Tuples
- Set
- Object-Oriented Programming
- File Handling
- Exception Handling
- Regular Expression
- Modules and Packages
- Data Structures
- Higher-Order Functions
- Python Web Scrapping
- Virtual Environment
- Web Application Project
- Git and GitHub
- Deployment
- Python Package Manager
- Python with MongoDB Database
- Building API
- Statistics with NumPy
- Data Analysis with Pandas
- Data Visualization with Matplotlib
- What to do Now?
1 | Introduction and Basics
- Installation
- Python Org, Python 3
- Variables
- Print function
- Input from user
- Data Types
- Type Conversion
- First Program
2 | Operators
- Arithmetic Operators
- Relational Operators
- Bitwise Operators
- Logical Operators
- Assignment Operators
- Compound Operators
- Membership Operators
- Identity Operators
3 | Conditional Statements
- If Else
- If
- Else
- El If (else if)
- If Else Ternary Expression
4 | While Loop
- While loop logic building
- Series based Questions
- Break
- Continue
- Nested While Loops
- Pattern-Based Questions
- pass
- Loop else
5 | Lists
- List Basics
- List Operations
- List Comprehensions / Slicing
- List Methods
6 | Strings
- String Basics
- String Literals
- String Operations
- String Comprehensions / Slicing
- String Methods
7 | For Loops
- Range function
- For loop
- Nested For Loops
- Pattern-Based Questions
- Break
- Continue
- Pass
- Loop else
8 | Functions
- Definition
- Call
- Function Arguments
- Default Arguments
- Docstrings
- Scope
- Special functions Lambda, Map, and Filter
- Recursion
- Functional Programming and Reference Functions
9 | Dictionary
- Dictionaries Basics
- Operations
- Comprehensions
- Dictionaries Methods
10 | Tuple
- Tuples Basics
- Tuples Comprehensions / Slicing
- Tuple Functions
- Tuple Methods
11 | Set
- Sets Basics
- Sets Operations
- Union
- Intersection
- Difference and Symmetric Difference
12 | Object-Oriented Programming
- Classes
- Objects
- Method Calls
- Inheritance and Its Types
- Overloading
- Overriding
- Data Hiding
- Operator Overloading
13 | File Handling
- File Basics
- Opening Files
- Reading Files
- Writing Files
- Editing Files
- Working with different extensions of file
- With Statements
14 | Exception Handling
- Common Exceptions
- Exception Handling
- Try
- Except
- Try except else
- Finally
- Raising exceptions
- Assertion
15 | Regular Expression
- Basic RE functions
- Patterns
- Meta Characters
- Character Classes
16 | Modules & Packages
- Different types of modules
- Inbuilt modules
- OS
- Sys
- Statistics
- Math
- String
- Random
- Create your own module
- Building Packages
- Build your own python module and deploy it on pip
17 | Data Structures
- Stack
- Queue
- Linked Lists
- Sorting
- Searching
- Linear Search
- Binary Search
18 | Higher-Order Functions
- Function as a parameter
- Function as a return value
- Closures
- Decorators
- Map, Filter, Reduce Functions
19 | Python Web Scrapping
- Understanding BeautifulSoup
- Extracting Data from websites
- Extracting Tables
- Data in JSON format
20 | Virtual Environment
- Virtual Environment Setup
21 | Web Application Project
- Flask
- Project Structure
- Routes
- Templates
- Navigations
22 | Git and GitHub
- Git - Version Control System
- GitHub Profile building
- Manage your work on GitHub
23 | Deployment
- Heroku Deployment
- Flask Integration
24 | Python Package Manager
- What is PIP?
- Installation
- PIP Freeze
- Creating Your Own Package
- Upload it on PIP
25 | Python with MongoDB Database
- SQL and NoSQL
- Connecting to MongoDB URI
- Flask application and MongoDB integration
- CRUD Operations
- Find
- Delete
- Drop
26 | Building API
- API (Application Programming Interface)
- Building API
- Structure of an API
- PUT
- POST
- DELETE
- Using Postman
27 | Statistics with NumPy
- Statistics
- NumPy basics
- Working with Matrix
- Linear Algebra operations
- Descriptive Statistics
28 | Data Analysis with Pandas
- Data Analysis basics
- Dataframe operations
- Working with 2-dimensional data
- Data Cleaning
- Data Grouping
29 | Data Visualization with Matplotlib
- Matplotlib Basics
- Working with plots
- Plot
- Pie Chart
- Histogram
30 | What to do Now?
- Discussions on how to process further with this knowledge.
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