Practical Labs, Viva & MCA / BCA Prep
Curated Python lab manuals, NumPy/Pandas data analytics tasks, and university viva blueprints.
LAB BLUEPRINT
Top 30 Python Lab Practicals
- Matrix Transposition & Dot Product (NumPy)
- Palindrome, Armstrong & Fibonacci Generators
- CSV/JSON File Processing & Report Exporter
- Regular Expression Email/URL Validation Engine
- Pandas Data Cleaning & Matplotlib Plotting
VIVA SURVIVAL
Python Viva & Interview Prep
- Mutable vs Immutable Memory Identifiers (id())
- Global Interpreter Lock (GIL) & Concurrency
- List vs Tuple Memory Footprint & Hashability
- Generators (`yield`) vs Iterators Performance
- Method Resolution Order (MRO) & `super()`
PROJECT KITS
Python & AI Mini Projects
- AI Attendance System via Face Recognition
- Automated Question Paper Generator (Flask)
- Crypto Portfolio Tracker & REST API Visualizer
- Student Record & Marksheet System (SQLite)
- Full Source Code, SRS Synopsis & Viva Guide