Coding Interview Resources

Pattern 3: Fast and Slow pointers
The Fast and Slow pointer approach, also known as the Hare & Tortoise algorithm, is a pointer algorithm that uses two pointers which move through the array (or sequence/linked list) at different speeds. This approach is quite useful when dealing with cyclic linked lists or arrays.

By moving at different speeds (say, in a cyclic linked list), the algorithm proves that the two pointers are bound to meet. The fast pointer should catch the slow pointer once both the pointers are in a cyclic loop.

How To Identify
- The problem will deal with a loop in a linked list or array
- When you need to know the position of a certain element or the overall length of the linked list

Questions
- Linked List Cycle (easy)
- Palindrome Linked List (medium)
- Cycle in a Circular Array (hard)

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Coding Interview Resources

Top 10 Python Interview Questions

1. What is Python and what are its key features?
Python is a high-level, interpreted programming language known for its simplicity and readability. Its key features include dynamic typing, automatic memory management, a large standard library, and support for multiple programming paradigms (such as procedural, object-oriented, and functional programming).

2. What are the differences between Python 2 and Python 3?
Python 2 and Python 3 are two major versions of the Python programming language. Some key differences include:
- Python 3 has stricter syntax rules and is not backward compatible with Python 2.
- Python 3 has improved Unicode support and better handling of byte strings.
- Python 3 has some new features and improvements over Python 2, such as the print function being replaced by the print() function.

3. Explain the difference between list and tuple in Python.
- Lists are mutable, meaning their elements can be changed after creation, while tuples are immutable and their elements cannot be changed.
- Lists are defined using square brackets [], while tuples are defined using parentheses ().
- Lists are typically used for collections of items that may need to be modified, while tuples are used for fixed collections of items that should not change.

4. What is PEP 8 and why is it important in Python programming?
PEP 8 is the official style guide for Python code, outlining best practices for writing clean, readable, and maintainable code. Following PEP 8 helps ensure consistency across projects, makes code easier to understand and maintain, and promotes good coding habits within the Python community.

5. How do you handle exceptions in Python?
Exceptions in Python can be handled using try-except blocks. The code that may raise an exception is placed within the try block, and any potential exceptions are caught and handled in the except block. Additionally, you can use the finally block to execute cleanup code regardless of whether an exception occurs.

6. What is a decorator in Python and how do you use it?
A decorator in Python is a function that takes another function as input and extends or modifies its behavior without changing its source code. Decorators are typically used to add functionality to functions or methods, such as logging, authentication, or performance monitoring. To use a decorator, you simply place the "@decorator_name" above the function definition.

7. Explain the difference between '==' and 'is' in Python.
The '==' operator checks for equality of values between two objects, while the 'is' operator checks for identity, meaning it compares whether two objects refer to the same memory location. In other words, '==' checks if two objects have the same value, while 'is' checks if they are the same object.

8. How do you create a virtual environment in Python?
You can create a virtual environment in Python using the venv module, which is included in the standard library. To create a virtual environment, you run the command "python -m venv myenv" in your terminal or command prompt, where "myenv" is the name of your virtual environment. You can then activate the virtual environment using the appropriate command for your operating system.

9. What is the difference between a shallow copy and a deep copy in Python?
A shallow copy creates a new object but does not recursively copy nested objects within it, meaning changes to nested objects will affect both the original and copied objects. A deep copy creates a new object and recursively copies all nested objects within it, ensuring that changes to nested objects do not affect the original object.

10. How do you handle file I/O operations in Python?
File I/O operations in Python can be performed using built-in functions such as open(), read(), write(), close(), and more. To read from a file, you open it in read mode ('r') and use functions like read() or readline(). To write to a file, you open it in write mode ('w') or append mode ('a') and use functions like write() or writelines().

Python Interview

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Coding Interview Resources

A four step method to attempt coding problems.
https://www.freecodecamp.org/news/how-to-solve-coding-problems/

freeCodeCamp.org

How to Solve Coding Problems with a Simple Four Step Method

By Madison Kanna I had fifteen minutes left, and I knew I was going to fail. I had spent two months studying for my first technical interview. I thought I was prepared, but as the interview came to a close, it hit me: I had no idea how to

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Coding Interview Resources

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Coding Interview Resources

DSA is really tough, but you don't seem to struggle?🤨

I get this question a lot.

Here are some of the hardest questions you might face in an interview.

Practice these using the 𝟯-𝟳-𝟭𝟱 𝗿𝘂𝗹𝗲:

First solve the question, then note down the answer. After three days, try to remember the question from the answer and solve it again.

Repeat the same after 7 and 15 days.

This way, you'll solve the same question 4 times in 15 days, making it easier if you encounter it again.

𝟭. 𝗔𝗿𝗿𝗮𝘆𝘀 & 𝗦𝘁𝗿𝗶𝗻𝗴𝘀
- Minimum Window Substring
- Trapping Rain Water
- Largest Rectangle in Histogram

𝟮. 𝗟𝗶𝗻𝗸𝗲𝗱 𝗟𝗶𝘀𝘁𝘀
- Merge k Sorted Lists
- Reverse Nodes in k-Group
- LFU Cache

𝟯. 𝗧𝗿𝗲𝗲𝘀
- Binary Tree Maximum Path Sum
- Serialize and Deserialize Binary Tree
- Vertical Order Traversal of a Binary Tree

𝟰. 𝗗𝘆𝗻𝗮𝗺𝗶𝗰 𝗣𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗶𝗻𝗴
- Edit Distance
- Burst Balloons
- Shortest Common Supersequence

𝟱. 𝗚𝗿𝗮𝗽𝗵𝘀
- Alien Dictionary
- Minimum Cost to Make at Least One Valid Path in a Grid
- Swim in Rising Water

𝟲. 𝗥𝗲𝗰𝘂𝗿𝘀𝗶𝗼𝗻 & 𝗕𝗮𝗰𝗸𝘁𝗿𝗮𝗰𝗸𝗶𝗻𝗴
- N-Queens II
- Sudoku Solver
- Word Search II

𝟳. 𝗦𝗼𝗿𝘁𝗶𝗻𝗴 & 𝗦𝗲𝗮𝗿𝗰𝗵𝗶𝗻𝗴
- Count of Smaller Numbers After Self
- Median of Two Sorted Arrays
- Split Array Largest Sum

𝟴. 𝗗𝗲𝘀𝗶𝗴𝗻
- Design Search Autocomplete System
- Design In-Memory File System
- Design Excel Sum Formula

𝟵. 𝗚𝗿𝗲𝗲𝗱𝘆
- Minimum Number of Arrows to Burst Balloons
- Candy
- Patching Array

𝟭𝟬. 𝗕𝗶𝘁 𝗠𝗮𝗻𝗶𝗽𝘂𝗹𝗮𝘁𝗶𝗼𝗻
- Maximum Product of Word Lengths
- Smallest Sufficient Team
- Minimum Cost to Connect Two Groups of Points

𝟭𝟭. 𝗧𝘄𝗼 𝗣𝗼𝗶𝗻𝘁𝗲𝗿𝘀
- Minimum Window Subsequence
- Minimum Operations to Make a Subsequence
- Minimum Adjacent Swaps to Reach the Kth Smallest Number

𝟭𝟮. 𝗛𝗲𝗮𝗽
- Minimum Number of Refueling Stops
- Sliding Window Median
- Minimum Number of K Consecutive Bit Flips

By following the 3-7-15 rule and practicing these tough questions regularly, you'll build strong problem-solving skills and be well-prepared for your interviews.

Keep pushing yourself, and remember, consistency is key.

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Coding Interview Resources

Tips to solve any DSA question by understanding patterns⚡

If input array is sorted then
- Binary search
- Two pointers

If asked for all permutations/subsets then
- Backtracking

If given a tree then
- DFS
- BFS

If given a graph then
- DFS
- BFS

If given a linked list then
- Two pointers

If recursion is banned then
- Stack

If must solve in-place then
- Swap corresponding values
- Store one or more different values in the same pointer

If asked for maximum/minimum subarray/ subset/options then
- Dynamic programming

If asked for top/least K items then
- Heap
- QuickSelect

If asked for common strings then
- Map
- Trie

Else
- Map/Set for O(1) time & O(n) space
- Sort input for O(nlogn) time and O(1) space

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Coding Interview Resources

Tech Learning .pdf

708.6 KB

DSA Terms in Simple Way

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Coding Interview Resources

https://topmate.io/coding/886874

If you're a job seeker, these well structured document DSA resources will help you to know and learn all the real time DSA & OOPS Interview questions with their exact answer. folks who are having 0-4+ years of experience have cracked the interview using this guide!

Please use the above link to avail them!👆

NOTE: -Most data aspirants hoard resources without actually opening them even once! The reason for keeping a small price for these resources is to ensure that you value the content available inside this and encourage you to make the best out of it.

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Coding Interview Resources

Top 10 JavaScript Interview Questions

1. What is JavaScript and what are its key features?
JavaScript is a high-level, interpreted programming language primarily used for web development. Its key features include being event-driven, prototype-based, dynamically typed, and having first-class functions. It supports functional, object-oriented, and imperative programming styles.

2. What are the differences between JavaScript and Java?
JavaScript is an interpreted language, primarily used for web development to create interactive effects within web browsers. Java, on the other hand, is a compiled, statically-typed programming language used for building applications that run on the Java Virtual Machine (JVM). JavaScript is dynamically typed, whereas Java requires explicit declaration of variable types.

3. Explain the difference between let, var, and const in JavaScript.
- var is function-scoped and can be redeclared and updated.
- let is block-scoped and can be updated but not redeclared within the same scope.
- const is block-scoped and cannot be updated or redeclared, but the properties of objects declared with const can be modified.

4. What is a closure in JavaScript?
A closure is a function that retains access to its lexical scope, even when the function is executed outside that scope. This allows the function to access variables from its defining scope even after that scope has finished executing.

5. How do you handle asynchronous operations in JavaScript?
Asynchronous operations in JavaScript can be handled using callbacks, Promises, or async/await. Callbacks are functions passed as arguments to other functions, Promises represent eventual completion or failure of an asynchronous operation, and async/await allows writing asynchronous code that looks synchronous.

6. What is the Document Object Model (DOM) and how do you manipulate it using JavaScript?
The DOM is a programming interface for HTML and XML documents, representing the structure of a document as a tree of objects. JavaScript can manipulate the DOM using methods like getElementById(), querySelector(), createElement(), and properties like innerHTML and style.

7. Explain the difference between == and === in JavaScript.
The == operator performs type coercion, meaning it converts the operands to the same type before comparing them. The === operator, on the other hand, does not perform type coercion and compares both value and type directly.

8. What is the event loop in JavaScript?
The event loop is a mechanism that allows JavaScript to perform non-blocking, asynchronous operations. It continuously checks the call stack and the message queue. If the call stack is empty, it takes the first event from the message queue and pushes it to the call stack, allowing asynchronous callbacks to be executed.

9. How do you create and use a JavaScript module?
JavaScript modules can be created using the export keyword to export functions, objects, or primitives from a file, and the import keyword to import them into another file. This promotes modular code and reuse of functionality across different parts of an application.

10. How do you handle errors in JavaScript?
Errors in JavaScript can be handled using try-catch blocks. The code that may throw an error is placed in the try block, and any exceptions are caught and handled in the catch block. Additionally, a finally block can be used to execute code regardless of whether an exception occurs.

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Coding Interview Resources

Top 10 SQL Interview Questions

1. What is SQL and what are its key features?
SQL (Structured Query Language) is a standard language for managing and manipulating relational databases. Its key features include data querying, data manipulation (inserting, updating, deleting), data definition (creating and altering tables), and data control (granting and revoking permissions).

2. What are the differences between SQL and NoSQL databases?
SQL databases are relational, table-based databases with a predefined schema, ideal for structured data and complex queries. NoSQL databases are non-relational, can be document-based, key-value pairs, wide-column stores, or graph databases, and are suitable for unstructured data and flexible schema requirements.

3. Explain the difference between a primary key and a foreign key.
A primary key is a unique identifier for a record in a table, ensuring that no two rows have the same primary key value. A foreign key is a field (or a collection of fields) in one table that uniquely identifies a row in another table, establishing a relationship between the two tables.

4. What are SQL joins and what are the different types?
SQL joins are used to combine rows from two or more tables based on a related column. The different types of joins include:
- INNER JOIN: Returns records with matching values in both tables.
- LEFT JOIN: Returns all records from the left table and matched records from the right table.
- RIGHT JOIN: Returns all records from the right table and matched records from the left table.
- FULL JOIN: Returns all records when there is a match in either left or right table.

5. How do you use the GROUP BY clause in SQL?
The GROUP BY clause is used to group rows that have the same values in specified columns into summary rows. It is often used with aggregate functions (COUNT, SUM, AVG, MAX, MIN) to perform operations on each group of rows.

6. What is a subquery and how is it used in SQL?
A subquery is a query nested within another query. It can be used in SELECT, INSERT, UPDATE, or DELETE statements to perform operations based on the results of the subquery. Subqueries can return individual values or sets of rows.

7. Explain the difference between DELETE and TRUNCATE in SQL.
DELETE removes specific rows from a table based on a condition and can be rolled back. TRUNCATE removes all rows from a table, is faster, uses fewer resources, and cannot be rolled back (in most RDBMS).

8. What is a SQL View and how do you create one?
A view is a virtual table based on the result set of a SELECT query. It allows users to simplify complex queries, encapsulate logic, and secure data. A view is created using the CREATE VIEW statement:

CREATE VIEW view_name AS
SELECT column1, column2, ...
FROM table_name
WHERE condition;

9. How do you optimize SQL queries for better performance?
SQL query optimization can be achieved through several methods, including:
- Using proper indexing.
- Avoiding unnecessary columns in SELECT statements.
- Using joins instead of subqueries where appropriate.
- Analyzing and rewriting complex queries for efficiency.
- Ensuring statistics are up-to-date.

10. What is a stored procedure and how do you create one in SQL?
A stored procedure is a set of SQL statements that can be executed as a single unit. It is used to encapsulate repetitive tasks, improve performance, and enhance security. A stored procedure is created using the CREATE PROCEDURE statement:

CREATE PROCEDURE procedure_name
AS
BEGIN
    -- SQL statements
END;

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https://t.me/sqlanalyst

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Coding Interview Resources

Top 10 HTML Interview Questions

1. What is HTML and what are its key features?
HTML (HyperText Markup Language) is the standard language for creating web pages. Its key features include the use of tags to structure content, support for multimedia elements (like images, audio, and video), forms for user input, and the ability to link to other web pages via hyperlinks.

2. What is the difference between HTML and XHTML?
HTML is more flexible with syntax rules and is not case-sensitive, while XHTML (Extensible HyperText Markup Language) is stricter, requiring elements to be properly nested, closed, and in lowercase. XHTML is an XML-based language, ensuring a more consistent and well-formed document structure.

3. What are semantic HTML elements and why are they important?
Semantic HTML elements clearly describe their meaning in a human- and machine-readable way. Examples include <header>, <footer>, <article>, and <section>. They improve accessibility, SEO, and code readability by providing meaningful structure to the content.

4. How do you create a hyperlink in HTML?
A hyperlink is created using the <a> (anchor) tag with the href attribute specifying the URL of the link. For example:

<a href="https://www.example.com">Visit Example</a>

5. What are HTML forms and how do you create one?
HTML forms are used to collect user input and are created using the <form> tag. Forms contain various input elements like text fields, radio buttons, checkboxes, and submit buttons. For example:

<form action="/submit" method="post">
  <input type="text" name="username">
  <input type="password" name="password">
  <input type="submit" value="Submit">
</form>

6. Explain the difference between the <div> and <span> tags.
The <div> tag is a block-level element used to group larger sections of content, creating distinct blocks. The <span> tag is an inline element used to group small portions of text or other inline elements. <div> typically affects the layout by creating line breaks, while <span> does not.

7. What is the purpose of the <meta> tag in HTML?
The <meta> tag provides metadata about the HTML document, such as character encoding, viewport settings for responsive design, and SEO-related information like descriptions and keywords. Meta tags are placed within the <head> section of the HTML document.

8. How do you include an image in an HTML page?
An image is included using the <img> tag with the src attribute specifying the path to the image file and the alt attribute providing alternative text for accessibility. For example:

<img src="image.jpg" alt="Description of image">

9. What is the difference between inline, inline-block, and block elements in HTML?
- Inline elements (e.g., <span>, <a>) do not start on a new line and only take up as much width as necessary.
- Block elements (e.g., <div>, <p>) start on a new line and take up the full width available.
- Inline-block elements (e.g., <img>) are similar to inline elements but allow setting width and height, behaving like a combination of inline and block elements.

10. How do you embed a video in an HTML page?
A video is embedded using the <video> tag with the src attribute specifying the video file. You can include optional attributes like controls for playback controls and autoplay to start playing the video automatically. For example:

<video src="video.mp4" controls>
  Your browser does not support the video tag.
</video>

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Coding Interview Resources

Top 10 Java Interview Questions

1. What is Java and what are its key features?
Java is a high-level, class-based, object-oriented programming language designed to have as few implementation dependencies as possible. Its key features include platform independence (write once, run anywhere), object-oriented, robustness, security, multithreading, and high performance through Just-In-Time (JIT) compiler.

2. Explain the difference between JDK, JRE, and JVM.
- JDK (Java Development Kit): A full-featured software development kit required to develop Java applications, including JRE and development tools like the compiler and debugger.
- JRE (Java Runtime Environment): A set of software tools for running Java applications, including JVM and libraries but no development tools.
- JVM (Java Virtual Machine): An abstract machine that provides a runtime environment to execute Java bytecode, making Java platform-independent.

3. What is the difference between an abstract class and an interface in Java?
- Abstract Class: Can have both abstract methods (without implementation) and concrete methods (with implementation). It can have state (instance variables).
- Interface: Can only have abstract methods (Java 8 allows default and static methods). It cannot have state. An interface is implemented by classes.

4. Explain the concept of inheritance in Java.
Inheritance is a mechanism in Java where one class (subclass/child class) inherits the fields and methods of another class (superclass/parent class). It promotes code reusability and establishes a parent-child relationship between classes. Inheritance is implemented using the extends keyword.

5. What is polymorphism in Java and how is it implemented?
Polymorphism allows objects to be treated as instances of their parent class rather than their actual class. It can be implemented in two ways:
- Compile-time polymorphism: Achieved through method overloading.
- Runtime polymorphism: Achieved through method overriding.

6. How does exception handling work in Java?
Exception handling in Java is managed using try, catch, finally, and throw/throws. The try block contains code that might throw an exception, catch block handles the exception, finally block executes code regardless of whether an exception occurs, and throw/throws is used to throw exceptions.

7. What is the difference between ArrayList and LinkedList in Java?
- ArrayList: Implements the List interface using a dynamic array. It offers constant-time positional access but is slow for inserting or deleting elements from the middle.
- LinkedList: Implements the List and Deque interfaces using a doubly-linked list. It offers faster insertions and deletions but slower positional access compared to ArrayList.

8. Explain the concept of multithreading in Java.
Multithreading is a process of executing multiple threads simultaneously to maximize CPU utilization. Threads are lightweight sub-processes, and Java provides built-in support for multithreading through the java.lang.Thread class and the java.util.concurrent package.

9. What is the purpose of the final keyword in Java?
The final keyword is used to define constants, prevent method overriding, and inheritance. When applied to a variable, it makes it a constant. When applied to a method, it prevents subclasses from overriding it. When applied to a class, it prevents the class from being subclassed.

10. What is garbage collection in Java and how does it work?
Garbage collection is an automatic memory management feature in Java that deallocates memory occupied by objects that are no longer in use, preventing memory leaks. The JVM’s garbage collector identifies and removes these objects. Java developers can request garbage collection using System.gc(), but it is not guaranteed to run immediately.

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Coding Interview Resources

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Coding Interview Resources

Study these 45 problems well and you have prepared for 99% of your System Design Interview:

𝐄𝐚𝐬𝐲
1. Design URL Shortener like TinyURL
2. Design Text Storage Service like Pastebin
3. Design Content Delivery Network (CDN)
4. Design Parking Garage
5. Design Vending Machine
6. Design Distributed Key-Value Store
7. Design Distributed Cache
8. Design Distributed Job Scheduler
9. Design Authentication System
10. Design Unified Payments Interface (UPI)

𝐌𝐞𝐝𝐢𝐮𝐦
11. Design Instagram
12. Design Tinder
13. Design WhatsApp
14. Design Facebook
15. Design Twitter
16. Design Reddit
17. Design Netflix
18. Design Youtube
19. Design Google Search
20. Design E-commerce Store like Amazon
21. Design Spotify
22. Design TikTok
23. Design Shopify
24. Design Airbnb
25. Design Autocomplete for Search Engines
26. Design Rate Limiter
27. Design Distributed Message Queue like Kafka
28. Design Flight Booking System
29. Design Online Code Editor
30. Design Stock Exchange System
31. Design an Analytics Platform (Metrics & Logging)
32. Design Notification Service
33. Design Payment System

𝐇𝐚𝐫𝐝
34. Design Location Based Service like Yelp
35. Design Uber
36. Design Food Delivery App like Doordash
37. Design Google Docs
38. Design Google Maps
39. Design Zoom
40. Design File Sharing System like Dropbox
41. Design Ticket Booking System like BookMyShow
42. Design Distributed Web Crawler
43. Design Code Deployment System
44. Design Distributed Cloud Storage like S3
45. Design Distributed Locking Service

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Coding Interview Resources

Facing challenges while solving coding questions ? 🤔

Here are 20 essential coding patterns you need to know:

1. ✌️ Two Pointers

2. 🏝️ Island (Matrix Traversal)

3. ⏩ Fast & Slow Pointers

4. 🚶‍♂️ Sliding Window

5. 📅 Merge Intervals

6. 🔄 Cyclic Sort

7. 🔙 In-place Reversal of a Linked List

8. 🌳 Tree Breadth First Search

9. 🌲 Tree Depth First Search

10. ⚖️ Two Heaps

11. 🌈 Subsets

12. 🔍 Modified Binary Search

13. 🏆 Top ‘K’ Elements

14. ❌⭕ Bitwise XOR

15. 🔄 Backtracking

16. 🎒 0/1 Knapsack (Dynamic Programming)

17. 🔗 Topological Sort (Graph)

18. 🧩 K-way Merge

19. 📏 Monotonic Stack

20. 🤹‍♂️ Multi-threaded

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Coding Interview Resources

Data Structure Cheat Sheet

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Coding Interview Resources

😁😁

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Coding Interview Resources

Tips for solving leetcode codings interview problems

If input array is sorted then
- Binary search
- Two pointers

If asked for all permutations/subsets then
- Backtracking

If given a tree then
- DFS
- BFS

If given a graph then
- DFS
- BFS

If given a linked list then
- Two pointers

If recursion is banned then
- Stack

If must solve in-place then
- Swap corresponding values
- Store one or more different values in the same pointer

If asked for maximum/minimum subarray/subset/options then
- Dynamic programming

If asked for top/least K items then
- Heap

If asked for common strings then
- Map
- Trie

Else
- Map/Set for O(1) time & O(n) space
- Sort input for O(nlogn) time and O(1) space

You can check these resources for Coding interview Preparation

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All the best 👍👍

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Coding Interview Resources

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Coding Interview Resources

System design interviews will never crack until you know this hack !

If you’re a working professional targeting for senior roles at PBCs then

Here's a simple approach to crack it:

𝗔𝘁𝘁𝗶𝘁𝘂𝗱𝗲: Stay playful and collaborative.

𝗦𝗰𝗼𝗽𝗲: Ask targeted questions to narrow down the scope.

𝗖𝗼𝗺𝗽𝗼𝗻𝗲𝗻𝘁𝘀: Understand and use the main infrastructure components like LEGO pieces.

Here's a quick overview of the 10 main elements to consider during a system design interview. What you discuss will depend on your prompt.

𝟭. 𝗙𝗲𝗮𝘁𝘂𝗿𝗲𝘀 - Start with the main features of the system. For example, if asked to design Twitter, list its key features. This helps ensure you're aligned with the interviewer.

𝟮. 𝗨𝘀𝗲𝗿𝘀 - Consider the types of users, usage patterns, and growth rates. Identify peak times and regions.

𝟯. 𝗗𝗮𝘁𝗮 𝗠𝗼𝗱𝗲𝗹 - Decide between relational and NoSQL databases based on your use case. Plan your tables, indexing, and replication strategies.

𝟰. 𝗚𝗲𝗼𝗴𝗿𝗮𝗽𝗵𝘆 & 𝗟𝗮𝘁𝗲𝗻𝗰𝘆 - Reduce latency with servers in different regions. Use CDNs to serve content faster.

𝟱. 𝗦𝗲𝗿𝘃𝗲𝗿 𝗖𝗮𝗽𝗮𝗰𝗶𝘁𝘆 - Determine CPU, RAM, and storage needs. Plan for vertical and horizontal scaling.

𝟲. 𝗔𝗣𝗜𝘀 & 𝗦𝗲𝗰𝘂𝗿𝗶𝘁𝘆 - Choose between REST, GraphQL, or gRPC for your APIs. Address security concerns and implement rate limiting.

𝟳. 𝗔𝘃𝗮𝗶𝗹𝗮𝗯𝗶𝗹𝗶𝘁𝘆 / 𝗠𝗶𝗰𝗿𝗼𝘀𝗲𝗿𝘃𝗶𝗰𝗲𝘀 - Ensure high availability with redundancies and fault tolerance. Use tools like Kubernetes if needed.

𝟴. 𝗖𝗮𝗰𝗵𝗶𝗻𝗴 - Speed up reads with caching at various layers. Use appropriate eviction policies.

𝟵. 𝗣𝗿𝗼𝘅𝗶𝗲𝘀 - Use load balancers and reverse proxies for better availability and security.

𝟭𝟬. 𝗠𝗲𝘀𝘀𝗮𝗴𝗶𝗻𝗴 - Choose the right messaging protocols (TCP/UDP) and tools (Kafka, RabbitMQ) based on your needs.

You can check these resources for Coding interview Preparation

All the best 👍👍

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