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:
โ Arrays / Lists
โ Strings
โ Stacks
โ Queues (including Deque)
โ Hash Maps / Hash Sets (Python: dict, set)
โ Linked Lists (Singly & Doubly)
โ Trees (Binary Trees, Binary Search Trees)
โ Heaps / Priority Queue
โ Graphs (Adjacency List/Matrix)
2. Algorithmic Fundamentals
Core logic and problem-solving strategies:
โ Recursion & Backtracking
โ Sorting Algorithms (Bubble, Insertion, Merge, Quick)
โ Searching Algorithms (Linear, Binary Search)
โ Two Pointers
โ Sliding Window
โ Prefix Sum
โ Divide & Conquer
3. Advanced Algorithms
Once you're comfortable with the basics:
โ Dynamic Programming (DP)
โ Greedy Algorithms
โ Graph Algorithms
- DFS / BFS
- Dijkstraโs Algorithm
- Topological Sort
- Union-Find (Disjoint Set)
โ Trie (Prefix Tree)
โ 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!
Weโve officially hit 2.5 Million followers โ and itโs time to level up together! โค๏ธ
Iโm 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 youโll build useful Python projects with clear code, explanations, and mini-quizzes!
Hereโs what weโll cover:
๐น Week 1: Python Mini Projects (Daily Practice)
โฆ Calculator
โฆ To-Do List (CLI)
โฆ Number Guessing Game
โฆ Unit Converter
โฆ Digital Clock
๐น 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
๐น Week 3: Automation with Python
โฆ File Organizer Script
โฆ Email Sender
โฆ WhatsApp Automation
โฆ PDF Merger
โฆ Excel Report Generator
๐น Week 4: Data Analysis with Pandas & Matplotlib
โฆ Load & Clean CSV
โฆ Data Aggregation
โฆ Data Visualization
โฆ Trend Analysis
โฆ Dashboard Basics
๐น 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
๐ Each project includes:
โ Problem Statement
โ Code with explanation
โ Sample input/output
โ Learning outcome
โ Mini quiz
๐ฌ React โค๏ธ if you're ready to build some projects together!
You can access it for free here
๐๐
https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L
Letโs Build. Letโs Grow. ๐ป๐
Weโve officially hit 2.5 Million followers โ and itโs time to level up together! โค๏ธ
Iโm 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 youโll build useful Python projects with clear code, explanations, and mini-quizzes!
Hereโs what weโll cover:
๐น Week 1: Python Mini Projects (Daily Practice)
โฆ Calculator
โฆ To-Do List (CLI)
โฆ Number Guessing Game
โฆ Unit Converter
โฆ Digital Clock
๐น 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
๐น Week 3: Automation with Python
โฆ File Organizer Script
โฆ Email Sender
โฆ WhatsApp Automation
โฆ PDF Merger
โฆ Excel Report Generator
๐น Week 4: Data Analysis with Pandas & Matplotlib
โฆ Load & Clean CSV
โฆ Data Aggregation
โฆ Data Visualization
โฆ Trend Analysis
โฆ Dashboard Basics
๐น 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
๐ Each project includes:
โ Problem Statement
โ Code with explanation
โ Sample input/output
โ Learning outcome
โ Mini quiz
๐ฌ React โค๏ธ if you're ready to build some projects together!
You can access it for free here
๐๐
https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L
Letโs Build. Letโs Grow. ๐ป๐
โค5๐1
โค9๐ค1