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This channel contains the free resources and solution of coding problems which are usually asked in the coding interviews. For promotions, contact [email protected] ๐ค We also cover the latest artificial intelligence breakthroughs and emerging tech trends. This channels is for Programmers, Coders, Software Engineers. 0๏ธโฃ Python 1๏ธโฃ Data Science 2๏ธโฃ Machine Learning 3๏ธโฃ Data Visualization 4๏ธโฃ Artificial Intelligence 5๏ธโฃ Data Analysis 6๏ธโฃ Statistics 7๏ธโฃ Deep Learning 8๏ธโฃ Programming Languages Popular Coding Languages and their key use cases: โ Python โ Data Science, AI/ML, Web Dev, Automation โ JavaScript โ Web Dev (Frontend + Backend), Mobile Apps โ Java โ Android Dev, Backend Systems, Enterprise Apps โ C++ โ Game Dev, Competitive Programming, OS/Systems โ C# โ Game Dev (Unity), Desktop & Web Apps โ SQL โ Databases, Data Analysis, Reporting โ PHP โ Web Development, CMS like WordPress โ Ruby โ Web Dev (Ruby on Rails), MVPs โ Go (Golang) โ High-performance Systems, Microservices โ R โ Data Science, Statistical Analysis โ Kotlin โ Android App Development โ Swift โ iOS App Development โ TypeScript โ Scalable Frontend Apps (Angular, React) โ Rust โ System Programming, WebAssembly โ Shell/Bash โ DevOps, System Automation Coding plays a key role in: โ App & Web Development โ Game Development โ Software Engineering โ Data Science & Analytics โ Machine Learning & AI โ Automation Scripts โ Competitive Programming โ Cybersecurity & Penetration Testing โ IoT & Embedded Systems โ Cloud Solutions & DevOps โ API & Backend Services โ Robotics & Hardware Programming โ Blockchain & Smart Contracts โ Chatbot & Voice Assistant Development โ Testing & QA Automation
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*๐ง Top 15 Data Structures Every Developer Should Know* 1๏ธโฃ *Array* โ Fixed-size, index-based structure. โ Fast read, slow insert/delete. 2๏ธโฃ *Linked List* โ Elements connected via pointers. โ Efficient insert/delete, slow access. 3๏ธโฃ *Stack (LIFO)* โ Push/pop only from one end. โ Used in undo features, recursion. 4๏ธโฃ *Queue (FIFO)* โ Enqueue at rear, dequeue from front. โ Used in scheduling, messaging systems. 5๏ธโฃ *Hash Table / HashMap* โ Key-value storage with fast access. โ Used in caching, databases. 6๏ธโฃ *Set* โ Stores unique elements. โ Good for membership checks. 7๏ธโฃ *Tree* โ Hierarchical structure. โ Used in file systems, parsers. 8๏ธโฃ *Binary Search Tree (BST)* โ Tree with ordered nodes. โ Efficient search, insert, delete. 9๏ธโฃ *Heap* โ Complete binary tree (min/max). โ Used in priority queues, heapsort. ๐ *Graph* โ Nodes and edges. โ Used in maps, networks, social media. 1๏ธโฃ1๏ธโฃ *Trie* โ Prefix tree for strings. โ Used in autocomplete, dictionary. 1๏ธโฃ2๏ธโฃ *Deque (Double-ended queue)* โ Add/remove from both ends. โ Combination of stack and queue. 1๏ธโฃ3๏ธโฃ *Matrix* โ 2D array for mathematical operations. โ Used in games, ML, image processing. 1๏ธโฃ4๏ธโฃ *Union-Find (Disjoint Set)* โ Track a set of elements split into groups. โ Used in Kruskal's algorithm, social networks. 1๏ธโฃ5๏ธโฃ *Bloom Filter* โ Probabilistic data structure. โ Checks for membership with space efficiency. ๐ก *Pro Tip:* Master operations, use cases & time complexity for interviews. โค๏ธ *React for more!*

๐งโ๐ป *Freshers Guide for Starting a Tech Career* ๐ *1๏ธโฃ Learn the Basics of Programming* Start with one language (C, Python, or Java). Focus on: - Variables, loops, functions - Conditional statements - Basic input/output *2๏ธโฃ Data Structures & Algorithms (DSA)* Build logic & problem-solving skills. Practice: - Arrays, Strings, Linked Lists - Stacks, Queues, Trees - Sorting, Searching, Recursion ๐ Platforms: LeetCode, HackerRank, GeeksforGeeks *3๏ธโฃ Git & GitHub* Version control is a must. Learn: - How to push/pull code - Create branches, merge code - Collaborate on open-source *4๏ธโฃ Build Mini Projects* Start small. Some ideas: - Calculator, To-do app, Weather app - Portfolio website - Blog with login functionality *5๏ธโฃ Learn Web Development Basics* Understand: - HTML, CSS, JavaScript - Frontend (React, Vue) - Backend (Node.js, Express, PHP) *6๏ธโฃ Resume & LinkedIn Setup* - Use a clean, simple format - Highlight skills, certifications, and projects - Keep LinkedIn updated & active *7๏ธโฃ Internship/Job Hunt* - Apply on LinkedIn, Naukri, Internshala - Join tech communities - Donโt fear rejectionsโimprove and retry *8๏ธโฃ Keep Learning Continuously* - Explore SQL, APIs, Cloud (AWS basics) - Watch tech YouTube channels or take courses - Stay curious and consistent ๐ก Focus on depth over speed. Practice and consistency matter more than perfection. โจ *Double tap โค๏ธ for more!*

๐ง *Top 10 Algorithms Every Developer Should Know* โ๏ธ 1๏ธโฃ *Binary Search* โ Efficient search in sorted data โ Time: O(log n) 2๏ธโฃ *Sorting Algorithms (Quick, Merge, Bubble)* โ Organize data โ QuickSort: O(n log n) avg 3๏ธโฃ *Two Pointer Technique* โ Solves problems on arrays (e.g. pairs, palindromes) โ Efficient: O(n) or O(nยฒ) 4๏ธโฃ *Sliding Window* โ Optimize subarray problems (e.g. max sum, longest substring) โ Time: O(n) 5๏ธโฃ *Recursion & Backtracking* โ Solve complex problems by exploring possibilities โ Used in puzzles, path finding, permutations 6๏ธโฃ *Dynamic Programming (DP)* โ Break problem into subproblems + memoization โ Used in optimization & game theory 7๏ธโฃ *Depth-First Search (DFS)* โ Explore all paths in a tree/graph โ Stack-based or recursive 8๏ธโฃ *Breadth-First Search (BFS)* โ Level-by-level traversal โ Queue-based, good for shortest path 9๏ธโฃ *Greedy Algorithms* โ Make best choice at each step โ Used in scheduling, coin change (approximate) ๐ *Dijkstraโs Algorithm* โ Finds shortest path in weighted graphs โ Time: O(V + E log V) ๐ก *Pro Tip:* Understand when to use each and their time/space complexities. โค๏ธ *React for more!*

๐ป *Top 10 Coding Interview Questions with Answers โ Part 2* ๐ *(Python | Java | C++)* 1๏ธโฃ *Find the Missing Number (from 1 to n)* *Q:* One number is missing from an array containing 1 to n. Find it. *Python:* `sum(range(1, n+1)) - sum(arr)` *Java:* ```java int total = n*(n+1)/2; for(int val : arr) total -= val; ``` *C++:* ```cpp int total = n*(n+1)/2; for(int i = 0; i < n-1; i++) total -= arr[i]; ``` 2๏ธโฃ *Check if Two Strings Are Anagrams* *Q:* Given two strings, check if they are anagrams. *Python:* `sorted(s1) == sorted(s2)` *Java:* ```java char[] a = s1.toCharArray(); char[] b = s2.toCharArray(); Arrays.sort(a); Arrays.sort(b); return Arrays.equals(a, b); ``` *C++:* ```cpp sort(s1.begin(), s1.end()); sort(s2.begin(), s2.end()); return s1 == s2; ``` 3๏ธโฃ *Find Second Largest Element* *Q:* Return the second largest unique number. *Python:* `sorted(set(arr))[-2]` *Java:* ```java Arrays.sort(arr); return arr[arr.length - 2]; ``` *C++:* ```cpp sort(arr, arr + n); return arr[n - 2]; ``` 4๏ธโฃ *Check Armstrong Number (3 digits)* *Q:* A number is Armstrong if sum of cubes of its digits equals the number. *Python:* `sum(int(d)**3 for d in str(n)) == n` *Java/C++:* Similar logic using digit extraction with `%10` and `/=10` 5๏ธโฃ *Even or Odd Check* *Q:* Check if a number is even. *Python/Java/C++:* `n % 2 == 0` 6๏ธโฃ *Find GCD (Greatest Common Divisor)* *Q:* Return GCD of two numbers. *Python:* ```python def gcd(a, b): return b if a % b == 0 else gcd(b, a % b) ``` *Java/C++:* ```cpp int gcd(int a, int b) { return b == 0 ? a : gcd(b, a % b); } ``` 7๏ธโฃ *Linear Search* *Q:* Search an element in an array. *Python:* `target in arr` *Java/C++:* Loop and compare `arr[i] == target` 8๏ธโฃ *Binary Search (Sorted Array)* *Q:* Efficiently search for element in sorted array. *Python:* `bisect.bisect_left(arr, x)` *Java:* `Arrays.binarySearch(arr, x);` *C++:* `binary_search(arr, arr+n, x);` 9๏ธโฃ *Check Leap Year* *Q:* Check if a year is a leap year. *Python/Java/C++:* `(year % 4 == 0 && year % 100 != 0) || (year % 400 == 0)` ๐ *Count Words in a Sentence* *Q:* Return number of words in a string. *Python:* `len(s.split())` *Java:* `s.trim().split("\\s+").length` *C++:* Use `stringstream` and count tokens. ๐ฌ *Reply โค๏ธ for more!*

*DSA (Data Structures and Algorithms) Essential Topics for Interviews* 1๏ธโฃ Arrays and Strings Basic operations (insert, delete, update) Two-pointer technique Sliding window Prefix sum Kadaneโs algorithm Subarray problems 2๏ธโฃ Linked List Singly & Doubly Linked List Reverse a linked list Detect loop (Floydโs Cycle) Merge two sorted lists Intersection of linked lists 3๏ธโฃ Stack & Queue Stack using array or linked list Queue and Circular Queue Monotonic Stack/Queue LRU Cache (LinkedHashMap/Deque) Infix to Postfix conversion 4๏ธโฃ Hashing HashMap, HashSet Frequency counting Two Sum problem Group Anagrams Longest Consecutive Sequence 5๏ธโฃ Recursion & Backtracking Base cases and recursive calls Subsets, permutations N-Queens problem Sudoku solver Word search 6๏ธโฃ Trees & Binary Trees Traversals (Inorder, Preorder, Postorder) Height and Diameter Balanced Binary Tree Lowest Common Ancestor (LCA) Serialize & Deserialize Tree 7๏ธโฃ Binary Search Trees (BST) Search, Insert, Delete Validate BST Kth smallest/largest element Convert BST to DLL 8๏ธโฃ Heaps & Priority Queues Min Heap / Max Heap Heapify Top K elements Merge K sorted lists Median in a stream 9๏ธโฃ Graphs Representations (adjacency list/matrix) DFS, BFS Cycle detection (directed & undirected) Topological Sort Dijkstraโs & Bellman-Ford algorithm Union-Find (Disjoint Set) 10๏ธโฃ Dynamic Programming (DP) 0/1 Knapsack Longest Common Subsequence Matrix Chain Multiplication DP on subsequences Memoization vs Tabulation 11๏ธโฃ Greedy Algorithms Activity selection Huffman coding Fractional knapsack Job scheduling 12๏ธโฃ Tries Insert and search a word Word search Auto-complete feature 13๏ธโฃ Bit Manipulation XOR, AND, OR basics Check if power of 2 Single Number problem Count set bits Coding Interview Resources: https://t.me/crackingthecodinginterview *ENJOY LEARNING* ๐๐

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*Coding interview questions with concise answers for software roles*: *1๏ธโฃ What happens when you type a URL and hit Enter?* *Answer:* - DNS Lookup โ IP address - Browser sends HTTP/HTTPS request - Server responds with HTML/CSS/JS - Browser builds DOM, applies styles (CSSOM), runs JS - Page is rendered *2๏ธโฃ Difference between var, let, and const?* *Answer:* - `var`: function-scoped, hoisted - `let`: block-scoped, not hoisted - `const`: block-scoped, canโt be reassigned *3๏ธโฃ Reverse a String in JavaScript* ```js function reverseString(str) { return str.split('').reverse().join(''); } ``` *4๏ธโฃ Find the max number in an array* ```js const max = Math.max(...arr); ``` *5๏ธโฃ Write a function to check if a number is prime* ```js function isPrime(n) { if (n < 2) return false; for (let i = 2; i <= Math.sqrt(n); i++) { if (n % i === 0) return false; } return true; } ``` *6๏ธโฃ What is closure in JavaScript?* *Answer:* A function that remembers variables from its outer scope even after the outer function has returned. *7๏ธโฃ What is event delegation?* *Answer:* Attaching a single event listener to a parent element to manage events on its children using `event.target`. *8๏ธโฃ Difference between == and ===* *Answer:* - `==` checks value (with type coercion) - `===` checks value + type (strict comparison) *9๏ธโฃ What is the Virtual DOM?* *Answer:* A lightweight copy of the real DOM used in React. React updates the virtual DOM first and then applies only the changes to the real DOM for efficiency. *๐ Write code to remove duplicates from an array* ```js const uniqueArr = [...new Set(arr)]; ``` *React โค๏ธ for more*

*๐ง AโZ of Essential Coding Concepts* A - *Algorithms* B - *Binary Numbers* C - *Conditionals* D - *Data Structures* E - *Encapsulation* F - *Functions* G - *Git & Version Control* H - *Hashing* I - *Inheritance* J - *JSON* K - *Keywords* L - *Loops* M - *Memory Management* N - *Null/None/Nil* O - *Object-Oriented Programming* P - *Polymorphism* Q - *Queues* R - *Recursion* S - *Stacks* T - *Time Complexity* U - *Unit Testing* V - *Variables* W - *While Loops* X - *XML* Y - *Yield* Z - *Zero-Based Indexing* *โค๏ธ React if you want explanations for each concept!*

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