// KNOWLEDGE_CORE

Language Core

Four languages. One dashboard. Switch tabs to see syntax sandboxes, real use cases, and step-by-step roadmaps for each.

// KNOWLEDGE_CORE

🗂️ Language Core // Syntax & Concept Matrix

KEY CONCEPTS
Python

Data Science • AI/ML • Scripting • Automation

Data Science & AI
Machine Learning
Web (Django/Flask)
Scripting
python_sandbox.py
# Variables
name = "manjas"
score = 99

# Loops
for i in range(3):
    print(f"tick {i}")

# Functions
def greet(who: str) -> str:
    return f"hello, {who}"

# Class (OOP)
class Dev:
    def __init__(self, lang: str):
        self.lang = lang
    def code(self):
        return f"writing {self.lang}"

print(Dev("Python").code())
BEGINNER ROADMAP // PYTHON
  1. 01Install Python 3.12 and VS Code with the Python extension.
  2. 02Master syntax: variables, if/else, loops, functions, lists, dicts.
  3. 03Build 5 mini scripts (calculator, file renamer, web scraper).
  4. 04Learn OOP: classes, inheritance, dunder methods.
  5. 05Pick a track: Django/FastAPI, or NumPy/Pandas + PyTorch.
  6. 06Ship a real project on GitHub — deploy it publicly.