Python Masterclass

Categories: Development & Programming

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Course Content

UNIT 1: Advanced Python Concepts & Memory Management

Deep Dive into Python Memory Model
Mutable vs Immutable Objects
Garbage Collection and Reference Counting
Decorators, Generators, and Context Managers
Iterators and Comprehension Optimization
Dynamic Typing vs Static Typing (type hints, mypy)
Code Profiling and Performance Tools

UNIT 2: Design Patterns & Software Architecture

UNIT 3: Advanced Object-Oriented Programming

UNIT 4: File I/O, Serialization & Data Persistence

UNIT 5: Multithreading, Multiprocessing, and Async Programming

UNIT 6: Database Mastery and ORM

UNIT 7: API Development and Web Frameworks

UNIT 8: Testing, Debugging, and CI/CD

UNIT 9: Python for Data Analysis & Visualization

UNIT 10: Python for Machine Learning (Introductory Integration)

UNIT 11: DevOps and Deployment

UNIT 12: Advanced Capstone Project

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Course Content

UNIT 1: Advanced Python Concepts & Memory Management

Deep Dive into Python Memory Model

Mutable vs Immutable Objects

Garbage Collection and Reference Counting

Decorators, Generators, and Context Managers

Iterators and Comprehension Optimization

Dynamic Typing vs Static Typing (type hints, mypy)

Code Profiling and Performance Tools

UNIT 2: Design Patterns & Software Architecture

Principles of Software Design (SOLID, DRY, KISS)

Design Patterns in Python: Creational: Singleton, Factory Structural: Adapter, Decorator Behavioral: Observer, Strategy

MVC and MVP Architectures

Modularization & Dependency Injection

UNIT 3: Advanced Object-Oriented Programming

Abstract Classes and Interfaces (abc Module)

Metaclasses and Dynamic Class Creation

Operator Overloading

Method Resolution Order (MRO)

Mixins and Composition

UML Design for Python Applications

UNIT 4: File I/O, Serialization & Data Persistence

Advanced File Operations

Serialization with pickle, json, and yaml

Working with Large Datasets

File Locking and Thread Safety

Data Encryption and Compression (zipfile, cryptography)

UNIT 5: Multithreading, Multiprocessing, and Async Programming

Understanding Global Interpreter Lock (GIL)

threading and multiprocessing Modules

Queues, Pools, and Process Communication

Asynchronous Programming (asyncio, aiohttp)

Concurrency vs Parallelism

Real-Time Event Handling

UNIT 6: Database Mastery and ORM

SQL vs NoSQL Databases

Using SQLite and PostgreSQL in Python

Introduction to ORM (SQLAlchemy)

CRUD Operations and Relationship Mapping

Data Caching and Optimization

Transaction Management

UNIT 7: API Development and Web Frameworks

RESTful API Concepts

Building APIs using Flask and FastAPI

Routing, Middleware, and Authentication

API Versioning and Documentation (Swagger/OpenAPI)

Microservices and Containerization (Intro to Docker)

UNIT 8: Testing, Debugging, and CI/CD

Unit Testing with unittest and pytest

Mocking and Integration Testing

Continuous Integration with GitHub Actions

Debugging Tools (pdb, logging)

Code Coverage and Linting

UNIT 9: Python for Data Analysis & Visualization

Data Handling with pandas, numpy, and pyarrow

Data Cleaning, Aggregation, and Transformation

Visualization with matplotlib, plotly, seaborn

Exporting Reports and Dashboards

Case Study: Sales Data Analysis

UNIT 10: Python for Machine Learning (Introductory Integration)

Overview of AI/ML Concepts

Using scikit-learn for Regression & Classification

Data Preprocessing and Feature Engineering

Model Evaluation & Visualization

Building Predictive Models

UNIT 11: DevOps and Deployment

Environment Management (venv, poetry, conda)

CI/CD Workflow Automation

Dockerizing Python Applications

Cloud Deployment (AWS Lambda, Azure Functions, Streamlit Sharing)

Version Control & Git Best Practices

UNIT 12: Advanced Capstone Project

Choose any one major project: E-Commerce Backend with Flask + SQLAlchemy

Data Analytics Dashboard with Plotly Dash

AI-powered Recommendation Engine

RESTful API with JWT Authentication

Automated Workflow System

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