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Roadmap to DSA in Python:

If you have mastered basic of Python, then start DSA with below structured list of topics you should focus on, in logical progression:

1. Essential Data Structures
Start here to build your foundation:
โœ… Arrays / Lists
โœ… Strings
โœ… Stacks
โœ… Queues (including Deque)
โœ… Hash Maps / Hash Sets (Python: dict, set)
โœ… Linked Lists (Singly & Doubly)
โœ… Trees (Binary Trees, Binary Search Trees)
โœ… Heaps / Priority Queue
โœ… Graphs (Adjacency List/Matrix)


2. Algorithmic Fundamentals
Core logic and problem-solving strategies:
โœ… Recursion & Backtracking
โœ… Sorting Algorithms (Bubble, Insertion, Merge, Quick)
โœ… Searching Algorithms (Linear, Binary Search)
โœ… Two Pointers
โœ… Sliding Window
โœ… Prefix Sum
โœ… Divide & Conquer


3. Advanced Algorithms
Once you're comfortable with the basics:
โœ… Dynamic Programming (DP)
โœ… Greedy Algorithms
โœ… Graph Algorithms
- DFS / BFS
- Dijkstraโ€™s Algorithm
- Topological Sort
- Union-Find (Disjoint Set)
โœ… Trie (Prefix Tree)
โœ… Segment Trees / Fenwick Trees (optional, advanced)


4. Problem Solving Practice
Use platforms like:
LeetCode
HackerRank
Codeforces
GeeksforGeeks
InterviewBit

Note; Start with easy problems, then gradually move to medium and hard.

5. Projects & Implementation
Build mini-projects to cement your learning:
Pathfinding in mazes (Graph)
Expression evaluator (Stack)
Autocomplete system (Trie)
Task scheduler (Heap)
File deduplication (Hashing)


Suggested Learning Order (Simplified)
Arrays & Strings
Hashing
Two pointers / Sliding window
Stack & Queue
Linked Lists
Binary Trees & BSTs
Recursion & Backtracking
Sorting & Searching
Greedy
Dynamic Programming
Graphs
Tries & Advanced topics
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Guys, Big Announcement!

Weโ€™ve officially hit 2.5 Million followers โ€” and itโ€™s time to level up together! โค๏ธ

Iโ€™m launching a Python Projects Series โ€” designed for beginners to those preparing for technical interviews or building real-world projects.

This will be a step-by-step, hands-on journey โ€” where youโ€™ll build useful Python projects with clear code, explanations, and mini-quizzes!

Hereโ€™s what weโ€™ll cover:

๐Ÿ”น Week 1: Python Mini Projects (Daily Practice)
โฆ Calculator
โฆ To-Do List (CLI)
โฆ Number Guessing Game
โฆ Unit Converter
โฆ Digital Clock

๐Ÿ”น Week 2: Data Handling & APIs
โฆ Read/Write CSV & Excel files
โฆ JSON parsing
โฆ API Calls using Requests
โฆ Weather App using OpenWeather API
โฆ Currency Converter using Real-time API

๐Ÿ”น Week 3: Automation with Python
โฆ File Organizer Script
โฆ Email Sender
โฆ WhatsApp Automation
โฆ PDF Merger
โฆ Excel Report Generator

๐Ÿ”น Week 4: Data Analysis with Pandas & Matplotlib
โฆ Load & Clean CSV
โฆ Data Aggregation
โฆ Data Visualization
โฆ Trend Analysis
โฆ Dashboard Basics

๐Ÿ”น Week 5: AI & ML Projects (Beginner Friendly)
โฆ Predict House Prices
โฆ Email Spam Classifier
โฆ Sentiment Analysis
โฆ Image Classification (Intro)
โฆ Basic Chatbot

๐Ÿ“Œ Each project includes: 
โœ… Problem Statement 
โœ… Code with explanation 
โœ… Sample input/output 
โœ… Learning outcome 
โœ… Mini quiz

๐Ÿ’ฌ React โค๏ธ if you're ready to build some projects together!

You can access it for free here
๐Ÿ‘‡๐Ÿ‘‡
https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L

Letโ€™s Build. Letโ€™s Grow. ๐Ÿ’ป๐Ÿ™Œ
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Python For Data Science Cheat Sheet
Python Basics


๐Ÿ“Œ cheatsheet
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Random Module in Python ๐Ÿ‘†
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