learn-python - dksingh

Python Course

Complete Professional Python Mastery

MODULE 1

Python Fundamentals

Syntax • Types • Operators

Python introduction & philosophy
Installing Python & IDE
Syntax & indentation
Variables & dynamic typing
Data types
Operators & precedence

MODULE 2

Data Structures

List • Dict • Set

Strings advanced
Lists & comprehension
Tuples & namedtuple
Sets & operations
Dictionaries & hashing

MODULE 3

Control Flow

if • match

if elif else
Nested conditions
match-case
Truthy/falsy
Conditional expressions

MODULE 4

Loops & Iteration

for • while

for & while loops
Nested loops
break continue pass
else with loops
Iteration patterns

MODULE 5

Functions

Lambda • Decorators

Function basics
Parameters & return
*args **kwargs
Lambda & closures
Decorators

MODULE 6

Modules & Packages

Import • pip

Import system
Built-in modules
Create modules
Packages
Virtual env & pip

MODULE 7

File Handling

I/O • JSON

File modes
Reading & writing
with statement
CSV JSON
Binary files

MODULE 8

Exceptions

try • custom

try except finally
Custom exceptions
Assertions
Best practices

MODULE 9

OOP

Classes • Inheritance

Classes & objects
Encapsulation
Inheritance
Polymorphism
Magic methods
Dataclasses

MODULE 10

Advanced Python

Generators • GC

Iterators & generators
Functional programming
Garbage collection
Performance

MODULE 11

Standard Library

os • sys

os sys datetime
math random
collections
pathlib subprocess

MODULE 12

Concurrency

Thread • Async

Threads
Multiprocessing
Asyncio
Event loop
GIL

MODULE 13

Networking & APIs

HTTP • Requests

HTTP basics
Requests
REST APIs
Web scraping
BeautifulSoup Selenium

MODULE 14

Databases

SQL • ORM

SQLite
MySQL/PostgreSQL
CRUD
SQLAlchemy

MODULE 15

Testing

pytest • Debug

Debugging
pdb
unittest pytest
Mocking

MODULE 16

Automation

Scripts • Bots

File automation
Email automation
Excel PDF
Bots

MODULE 17

Data Science

NumPy • Pandas

NumPy
Pandas
Visualization
EDA

MODULE 18

Machine Learning

scikit-learn

Regression
Classification
Clustering
Evaluation

MODULE 19

Web Development

Flask • Django

Flask FastAPI Django
Routing
Templates
REST API

MODULE 20

DevOps

Docker • Deploy

Packaging
Docker
CI/CD
Deployment

MODULE 21

AI Ecosystem

DL • NLP

TensorFlow PyTorch
NLP
Transformers
LLM APIs

MODULE 22

Software Engineering

Architecture

Design patterns
SOLID
Refactoring
Type hints

MODULE 23

Advanced Internals

Meta • Bytecode

Metaclasses
Descriptors
Context managers
CPython internals

MODULE 24

Projects

Real-world

Calculator
Web scraper
Chat app
ML project
AI app

MODULE 25

Career Tracks

Roles

Python Developer
Data Scientist
Automation Engineer
AI Engineer