Web Development
Python powers some of the world's largest websites. Instagram (Django), Pinterest (Django), Reddit (was Django), Dropbox, and YouTube (partly Python). The main frameworks are: Django β full-stack framework with ORM, admin, and auth built in. FastAPI β modern async API framework. Flask β lightweight microframework for smaller apps.
# FastAPI example - a REST API in 10 lines
from fastapi import FastAPI
app = FastAPI()
@app.get("/")
def read_root():
return {"message": "Hello from Python!"}
@app.get("/items/{item_id}")
def read_item(item_id: int):
return {"item_id": item_id}
Data Science and Analytics
Python dominates data science. The core stack: NumPy for fast numerical arrays, Pandas for data frames and analysis, Matplotlib/Seaborn for visualization, and Jupyter Notebook for interactive analysis. Used at: every bank, insurance company, e-commerce platform, and research institution.
import pandas as pd
# Analyze sales data in 5 lines
df = pd.read_csv("sales.csv")
print(df.describe()) # Statistical summary
print(df["revenue"].mean()) # Average revenue
top_products = df.nlargest(5, "sales") # Top 5
print(top_products)
Artificial Intelligence and Machine Learning
Python is the universal language of AI. Every leading AI framework β TensorFlow, PyTorch, scikit-learn, Keras, Hugging Face β has Python as its primary interface. ChatGPT, Stable Diffusion, DALL-E, and almost every AI product you use runs Python code underneath.
from sklearn.linear_model import LinearRegression
import numpy as np
# Train a simple ML model
X = np.array([[1],[2],[3],[4],[5]])
y = np.array([2, 4, 6, 8, 10])
model = LinearRegression()
model.fit(X, y)
print(model.predict([[6]])) # Predicts 12.0
Automation and Scripting
Python is the #1 language for automation. Use cases: file management, web scraping, GUI automation, email sending, report generation, system monitoring, cron jobs, and DevOps pipelines. Libraries: Selenium (browser), PyAutoGUI (GUI), schedule (task scheduling), subprocess (system commands).
import os
import shutil
# Auto-organize downloads folder
downloads = os.path.expanduser("~/Downloads")
for filename in os.listdir(downloads):
if filename.endswith(".pdf"):
shutil.move(f"{downloads}/{filename}", f"{downloads}/PDFs/")
elif filename.endswith((".jpg",".png")):
shutil.move(f"{downloads}/{filename}", f"{downloads}/Images/")
DevOps and Cloud
Python is the scripting language of choice for DevOps. Ansible (infrastructure automation) is written in Python. AWS, Google Cloud, and Azure all provide Python SDKs. Docker and Kubernetes CLI tools have Python bindings. Terraform configs can be generated with Python (CDK for Terraform).