https://www.instagram.com/reel/DWZMYudCpA3/?igsh=cGxtbGl3cXk2d3Zz

Data analyst roadmap 🔥👍

5 Programming websites you probably don’t know about 👇

1/ Responsively App:
Test your website on multiple screen sizes at once, perfect for responsive design debugging.
https://responsively.app/

2/ DevDocs:
All documentation in one place with lightning-fast search, works offline and saves huge time while coding.
https://devdocs.io/

3/ UI Verse:
Ready-to-use UI components like buttons, loaders, cards with clean CSS you can directly copy.
https://uiverse.io/

4/ JSON Crack:
Visualizes JSON data into interactive graphs, making complex data structures easy to understand instantly.
https://jsoncrack.com/

5/ HTTPie:
User-friendly API testing tool with clean UI, easier than traditional tools for beginners.
https://httpie.io/app

🐍 *Python for Everything — Why It Still Wins in Tech*

Python isn’t just popular—it grows with your career. From data analysis to AI, automation to GenAI, it’s everywhere.

🔹 *Data* : Pandas, NumPy

🔹 *Visualization* : Matplotlib, Plotly

🔹 *ML/AI* : Scikit-learn, TensorFlow, PyTorch

🔹 *GenAI* : OpenAI, Hugging Face

🔹 *Big Data* : PySpark, Dask

🔹 *Automation* : Selenium, Scrapy

💡 *Key Insight* :
Don’t try to learn everything.
• Master core Python
• Go deep in one domain
• Stay aware of others

👉 Depth + adaptability > tool hoarding

Master DSA 🚀

DSA MASTER TREE
│
├── 1. Foundations
│ ├── What is Data Structure
│ ├── What is Algorithm
│ ├── Time Complexity
│ │ ├── Big-O
│ │ ├── Big-Ω
│ │ └── Big-Θ
│ ├── Space Complexity
│ └── Recurrence Relations
│
├── 2. Mathematical Basics
│ ├── Logarithms
│ ├── Modular Arithmetic
│ ├── Prime Numbers
│ ├── GCD / LCM
│ └── Sieve of Eratosthenes
│
├── 3. Arrays
│ ├── Traversal
│ ├── Searching
│ │ ├── Linear Search
│ │ └── Binary Search
│ ├── Prefix Sum
│ ├── Sliding Window
│ ├── Two Pointers
│ ├── Kadane’s Algorithm
│ └── Matrix / 2D Arrays
│
├── 4. Strings
│ ├── String Manipulation
│ ├── Pattern Matching
│ │ ├── Naive
│ │ ├── KMP
│ │ ├── Rabin-Karp
│ │ └── Z Algorithm
│ ├── Palindrome Problems
│ ├── String Hashing
│ └── Trie
│
├── 5. Linked Lists
│ ├── Singly Linked List
│ ├── Doubly Linked List
│ ├── Circular Linked List
│ ├── Reverse Linked List
│ ├── Cycle Detection (Floyd)
│ └── Merge Lists
│
├── 6. Stack
│ ├── Stack Implementation
│ ├── Balanced Parentheses
│ ├── Next Greater Element
│ ├── Monotonic Stack
│ └── Min Stack
│
├── 7. Queue
│ ├── Queue Implementation
│ ├── Circular Queue
│ ├── Deque
│ ├── Priority Queue
│ └── Monotonic Queue
│
├── 8. Hashing
│ ├── Hash Tables
│ ├── Collision Handling
│ │ ├── Chaining
│ │ └── Open Addressing
│ ├── Load Factor
│ └── Rehashing
│
├── 9. Trees
│ ├── Binary Tree
│ │ ├── Traversals
│ │ │ ├── Inorder
│ │ │ ├── Preorder
│ │ │ └── Postorder
│ │ ├── Height / Depth
│ │ └── Diameter
│ ├── Binary Search Tree
│ ├── AVL Tree
│ ├── Red-Black Tree
│ ├── Segment Tree
│ ├── Fenwick Tree
│ └── Heap
│ ├── Min Heap
│ └── Max Heap
│
├── 10. Graphs
│ ├── Graph Representation
│ │ ├── Adjacency Matrix
│ │ └── Adjacency List
│ ├── BFS
│ ├── DFS
│ ├── Topological Sort
│ ├── Cycle Detection
│ ├── Shortest Path
│ │ ├── Dijkstra
│ │ ├── Bellman-Ford
│ │ └── Floyd-Warshall
│ ├── Minimum Spanning Tree
│ │ ├── Kruskal
│ │ └── Prim
│ └── Disjoint Set (Union-Find)
│
├── 11. Recursion & Backtracking
│ ├── Recursion Basics
│ ├── Subsets
│ ├── Permutations
│ ├── N-Queens
│ └── Sudoku Solver
│
├── 12. Greedy Algorithms
│ ├── Activity Selection
│ ├── Huffman Coding
│ ├── Fractional Knapsack
│ └── Job Scheduling
│
├── 13. Dynamic Programming
│ ├── Memoization
│ ├── Tabulation
│ ├── 1D DP
│ ├── 2D DP
│ ├── Knapsack Variants
│ ├── Longest Common Subsequence
│ ├── Longest Increasing Subsequence
│ └── Matrix Chain Multiplication
│
├── 14. Bit Manipulation
│ ├── Bitwise Operators
│ ├── Set / Clear Bits
│ ├── Count Set Bits
│ └── XOR Tricks
│
├── 15. Advanced DSA
│ ├── Sparse Table
│ ├── Heavy-Light Decomposition
│ ├── Treap
│ ├── Splay Tree
│ └── Skip List
│
└── 16. Interview Patterns
├── Two Pointer Pattern
├── Sliding Window Pattern
├── Binary Search Pattern
├── BFS / DFS Pattern
├── Greedy Choice Pattern
└── DP Pattern Recognition

Read “⚡ Stop Coding Like It’s 2020 — These 7 AI Skills Will Decide Your Future“ by Sunita Rai on Medium: https://medium.com/@sunita.rai_5226/stop-coding-like-its-2020-these-7-ai-skills-will-decide-your-future-b8b901cf86c3

RESTful API Design Checklist

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