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๐—™๐—ฅ๐—˜๐—˜ ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป ๐—ฃ๐—ฟ๐—ผ๐—ด๐—ฟ๐—ฎ๐—บ๐—บ๐—ถ๐—ป๐—ด ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ | ๐Ÿฐ ๐— ๐˜‚๐˜€๐˜-๐—ง๐—ฎ๐—ธ๐—ฒ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐Ÿš€

โœ… Python is one of the most beginner-friendly and in-demand programming languages

๐ŸŽ“Perfect For
๐Ÿ‘จโ€๐ŸŽ“ Students
๐Ÿ’ผ Freshers
๐Ÿ’ซCoding Beginners
๐Ÿ“Š Data / AI / Automation aspirants
๐Ÿš€ Anyone planning to start a tech career with Python

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โค1๐Ÿ‘1
Top 20 Coding Interview Tips to Crack Your Next Interview

1. Master One Programming Language

Choose one language and become comfortable with it.

Popular choices:

โ€ข Python

โ€ข Java

โ€ข C++

โ€ข JavaScript

Depth is more valuable than knowing many languages superficially.

2. Strengthen Your Basics

Revise:

โ€ข Variables

โ€ข Data Types

โ€ข Operators

โ€ข Loops

โ€ข Functions

โ€ข Arrays

โ€ข Strings

Many coding interviews start with basic concepts.

3. Learn Data Structures

Focus on:

โ€ข Arrays

โ€ข Strings

โ€ข Linked Lists

โ€ข Stacks

โ€ข Queues

โ€ข Hash Maps

โ€ข Trees

โ€ข Graphs

โ€ข Heaps

These are the foundation of problem-solving.

4. Understand Algorithms

Practice:

โ€ข Searching

โ€ข Sorting

โ€ข Recursion

โ€ข Binary Search

โ€ข Backtracking

โ€ข Dynamic Programming

โ€ข Greedy Algorithms

Interviewers often evaluate algorithmic thinking.

5. Practice Time and Space Complexity

Know how to analyze your solution using Big O Notation.

Aim to write efficient solutions, not just correct ones.

6. Solve Problems Daily

Consistency matters.

Practice at least 1 to 2 coding problems every day to improve speed and confidence.

7. Don't Memorize Solutions

Instead, understand:

โ€ข Why the solution works

โ€ข Alternative approaches

โ€ข Trade-offs between solutions

This prepares you for unfamiliar questions.

8. Communicate Your Thought Process

Explain:

โ€ข Your approach

โ€ข Why you chose it

โ€ข Edge cases

โ€ข Time and space complexity

Interviewers value clear reasoning.

9. Start with a Brute Force Solution

If an optimized solution isn't obvious:

1. Explain the simple approach

2. Improve it step by step

This demonstrates structured problem-solving.

10. Handle Edge Cases

Always consider:

โ€ข Empty input

โ€ข Single element

โ€ข Duplicate values

โ€ข Negative numbers

โ€ข Large inputs

Many incorrect solutions fail because edge cases are ignored.

11. Practice Common Patterns

Focus on patterns like:

โ€ข Two Pointers

โ€ข Sliding Window

โ€ข Prefix Sum

โ€ข Fast and Slow Pointers

โ€ข Binary Search

โ€ข BFS and DFS

โ€ข Dynamic Programming

Recognizing patterns helps solve new problems faster.

12. Write Clean Code

Use:

โ€ข Meaningful variable names

โ€ข Proper indentation

โ€ข Small functions

โ€ข Readable logic

Clean code is easier to understand and debug.

13. Debug Systematically

When your code fails:

โ€ข Read the error message

โ€ข Test with small inputs

โ€ข Check assumptions

โ€ข Verify each step

Avoid making random changes.

14. Learn Basic SQL Too

Many software and data-related interviews include SQL questions.

Revise:

โ€ข SELECT

โ€ข JOIN

โ€ข GROUP BY

โ€ข Window Functions

โ€ข CTEs

15. Build Real Projects

Projects demonstrate practical skills.

Examples:

โ€ข Task Manager

โ€ข Weather App

โ€ข Expense Tracker

โ€ข Chat Application

โ€ข Portfolio Website

16. Revise Core Computer Science Concepts

Review:

โ€ข Object-Oriented Programming OOP

โ€ข Database Basics

โ€ข Operating Systems

โ€ข Computer Networks

โ€ข DBMS

These topics often appear in technical interviews.

17. Practice Mock Interviews

Simulate real interview conditions:
โค2
โ€ข Solve within a time limit

โ€ข Explain your approach aloud

โ€ข Discuss complexity

This builds confidence.

18. Learn from Your Mistakes

Maintain a notebook or document of:

โ€ข Problems you couldn't solve

โ€ข New algorithms

โ€ข Common mistakes

โ€ข Important patterns

Review it regularly.

19. Stay Calm During Interviews

If you get stuck:

โ€ข Clarify the problem

โ€ข Break it into smaller parts

โ€ข Discuss possible approaches

A logical thought process is often more valuable than immediately finding the perfect solution.

20. Practice Consistently

A simple routine:

โ€ข Solve coding problems daily

โ€ข Review algorithms weekly

โ€ข Build projects monthly

โ€ข Participate in mock interviews regularly

Consistency leads to long-term improvement.

Final Interview Advice

โ€ข Master Data Structures and Algorithms DSA

โ€ข Practice problem-solving patterns, not just individual questions

โ€ข Build real-world projects alongside DSA

โ€ข Explain your thought process clearly during interviews

โ€ข Always discuss time and space complexity for your solutions

Note: Coding interviews test how you think, communicate, and solve problems, not just whether you can write code.

Double Tap โค๏ธ For More
โค3
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๐Ÿ’ก 1. Data Scientist
โ–ถ๏ธ Languages: Python, R
โ–ถ๏ธ Skills: Statistics, Machine Learning, Data Wrangling
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โ–ถ๏ธ Projects: Predictive models, sentiment analysis, dashboards

๐Ÿ“Š 2. Data Analyst
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โ–ถ๏ธ Skills: Data cleaning, Visualization, Reporting
โ–ถ๏ธ Languages: Python (optional)
โ–ถ๏ธ Projects: Sales reports, business insights, KPIs

๐Ÿค– 3. Machine Learning Engineer
โ–ถ๏ธ Core: ML Algorithms, Model Deployment
โ–ถ๏ธ Tools: TensorFlow, PyTorch, MLflow
โ–ถ๏ธ Skills: Feature engineering, model tuning
โ–ถ๏ธ Projects: Image classifiers, recommendation systems

๐ŸŒ 4. Cloud Engineer
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โ–ถ๏ธ Tools: Terraform, Ansible, Docker, Kubernetes
โ–ถ๏ธ Skills: Cloud architecture, networking, automation
โ–ถ๏ธ Projects: Scalable apps, serverless functions

๐Ÿ” 5. Cybersecurity Analyst
โ–ถ๏ธ Concepts: Network Security, Vulnerability Assessment
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โ–ถ๏ธ Skills: Threat detection, penetration testing
โ–ถ๏ธ Projects: Security audits, firewall setup

๐Ÿ•น๏ธ 6. Game Developer
โ–ถ๏ธ Languages: C++, C#, JavaScript
โ–ถ๏ธ Engines: Unity, Unreal Engine
โ–ถ๏ธ Skills: Physics, animation, design patterns
โ–ถ๏ธ Projects: 2D/3D games, multiplayer games

๐Ÿ’ผ 7. Tech Product Manager
โ–ถ๏ธ Skills: Agile, Roadmaps, Prioritization
โ–ถ๏ธ Tools: Jira, Trello, Notion, Figma
โ–ถ๏ธ Background: Business + basic tech knowledge
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โค4
๐ŸŽ“ ๐—ง๐—ผ๐—ฝ ๐Ÿฑ ๐—™๐—ฅ๐—˜๐—˜ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐—ง๐—ผ ๐—œ๐—บ๐—ฝ๐—ฟ๐—ผ๐˜ƒ๐—ฒ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€๐—ฒ๐˜ ๐Ÿš€

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๐Ÿš€ Complete React.js Roadmap โš›๏ธ๐Ÿ”ฅ

๐Ÿง  STEP 1: Learn JavaScript Fundamentals
โœ” Variables & Functions
โœ” ES6 Features
โœ” Arrays & Objects
โœ” DOM Manipulation
โœ” Async JavaScript

๐Ÿ›  Concepts to Learn:
โœ” Arrow Functions
โœ” Destructuring
โœ” Promises & Async/Await
โœ” Modules

๐Ÿ“„ STEP 2: Learn React Basics
โœ” What is React?
โœ” JSX Syntax
โœ” Components
โœ” Props & State
โœ” Event Handling

๐Ÿ›  Tools to Learn:
โœ” React
โœ” Visual Studio Code
โœ” Node.js

โšก STEP 3: Learn React Hooks
โœ” useState
โœ” useEffect
โœ” useContext
โœ” useRef
โœ” Custom Hooks

๐Ÿ“Š STEP 4: Learn Routing & Navigation
โœ” Multi-page Navigation
โœ” Dynamic Routes
โœ” Route Parameters
โœ” Protected Routes

๐Ÿ›  Libraries to Learn:
โœ” React Router

๐ŸŽจ STEP 5: Learn Styling in React
โœ” CSS Modules
โœ” Tailwind CSS
โœ” Styled Components
โœ” Responsive Design

๐Ÿ›  Frameworks to Learn:
โœ” Tailwind CSS
โœ” Bootstrap
โœ” Material UI

๐Ÿ”„ STEP 6: Learn State Management
โœ” Global State
โœ” Context API
โœ” Redux Toolkit
โœ” Zustand Basics

๐Ÿ›  Libraries to Learn:
โœ” Redux
โœ” Zustand

๐ŸŒ STEP 7: Learn APIs & Backend Integration
โœ” Fetch API
โœ” Axios
โœ” REST APIs
โœ” Authentication

๐Ÿ›  Tools to Learn:
โœ” Axios
โœ” Firebase

โ˜๏ธ STEP 8: Learn Deployment
โœ” Build Optimization
โœ” Environment Variables
โœ” Hosting React Apps
โœ” CI/CD Basics

๐Ÿ›  Platforms to Learn:
โœ” Vercel
โœ” Netlify
โœ” GitHub

๐Ÿ”ฅ STEP 9: Build Real Projects
โœ” Portfolio Website
โœ” To-Do App
โœ” Weather App
โœ” E-commerce Website
โœ” AI SaaS Dashboard

๐Ÿ’ก The best way to master React:
๐Ÿ‘‰ Learn JavaScript โ†’ Build Components โ†’ Work with APIs โ†’ Build Projects

๐Ÿ’ฌ Tap โค๏ธ if this helped you!
โค5
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If you aspire to work in top product companies, hereโ€™s my advice:

๐Ÿ‘‰ For SDE-1 or SWE positions, focus on:

โœ”๏ธ Continuously upskilling and improving your abilities.
โœ”๏ธ Developing strong problem-solving skills.
โœ”๏ธMastering DSA โ€“ trust me, youโ€™ll be tested on it, so aim to excel.

Also, learn how to design scalable systems and understand how to build solutions that can handle growth in users and data.

๐Ÿ‘‰ For higher-level roles (SDE-2 and SDE-3), focus on:

โœ”๏ธ DSA + System Design (both LLD and HLD).
โœ”๏ธ Building your leadership skills, as youโ€™ll need to lead teams and projects.

๐Ÿ”ธI know itโ€™s challenging to do this while working full-time, but youโ€™ll need to carve out time to consistently upskill yourself.

Remember, your learning plan should be sensible and well-organized.

Best Programming Resources: https://topmate.io/coding/886839

ENJOY LEARNING ๐Ÿ‘๐Ÿ‘
โค2
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๐Ÿ”ฅ A-Z Web Development Road Map ๐ŸŒ๐Ÿ’ป

1. HTML (HyperText Markup Language) ๐Ÿงฑ
- Basic structure
- Tags, elements, attributes
- Forms and inputs
- Semantic HTML

2. CSS (Cascading Style Sheets) ๐ŸŽจ
- Selectors
- Box model
- Flexbox & Grid
- Responsive design
- Media queries
- Transitions and animations

3. JavaScript (JS) ๐Ÿง 
- Variables, data types
- Functions, scope
- Arrays & objects
- DOM manipulation
- Events
- ES6+ features (let/const, arrow functions, destructuring)

4. Version Control (Git & GitHub) ๐Ÿ’พ
- git init, add, commit
- Branching & merging
- Push & pull
- GitHub repos, issues

5. Responsive Design ๐Ÿ“ฑ
- Mobile-first approach
- Flexbox/Grid layout
- CSS media queries
- Viewport handling

6. Package Managers ๐Ÿ“ฆ
- npm
- yarn

7. Build Tools โš™๏ธ
- Webpack
- Babel
- Vite

8. CSS Frameworks ๐Ÿ–Œ๏ธ
- Bootstrap
- Tailwind CSS
- Material UI

9. JavaScript Frameworks โš›๏ธ
- React (must-learn)
- Vue.js
- Angular (optional for advanced learning)

10. React Core Concepts โœจ
- Components
- Props & state
- Hooks (useState, useEffect, useContext)
- Router (react-router-dom)
- Form handling
- Context API
- Redux (for larger projects)

11. APIs & JSON ๐Ÿ“ก
- Fetch API / Axios
- Working with JSON data
- RESTful APIs
- Async/await & promises

12. Authentication ๐Ÿ”
- JWT
- Session-based auth
- OAuth basics
- Firebase Auth

13. Backend Basics ๐Ÿ’ป
- Node.js
- Express.js
- REST API creation
- Middlewares
- Routing
- MVC structure

14. Databases ๐Ÿ—„๏ธ
- MongoDB (NoSQL)
- Mongoose (ODM)
- MySQL/PostgreSQL (SQL)

15. Full-Stack Concepts (MERN Stack) ๐ŸŒ
- MongoDB, Express, React, Node.js
- Connecting frontend to backend
- CRUD operations
- Deployment

16. Deployment ๐Ÿš€
- GitHub Pages
- Netlify
- Vercel
- Render
- Railway
- Heroku (limited use now)

17. Testing (Basics) ๐Ÿงช
- Unit testing with Jest
- React Testing Library
- Postman for API testing

18. Web Security ๐Ÿ›ก๏ธ
- HTTPS
- CORS
- XSS, CSRF basics
- Helmet, rate-limiting

19. Dev Tools ๐Ÿ› ๏ธ
- Chrome DevTools
- VS Code
- Postman
- Figma (for UI/UX design)

20. UI/UX Basics ๐ŸŽจ
- Typography
- Color theory
- Layout design principles
- Design-to-code conversion

21. Soft Skills ๐Ÿค
- GitHub project showcase
- Team collaboration
- Communication with designers
- Problem-solving & clean code

22. Projects to Build ๐Ÿ’ก
- Portfolio website
- To-do list
- Blog CMS
- Weather app
- Chat app
- E-commerce front-end
- Authentication system
- API dashboard

23. Advanced Topics ๐ŸŒŸ
- WebSockets
- GraphQL
- SSR (Next.js)
- Web accessibility (a11y)

24. MERN or Other Stacks ๐Ÿ“ˆ
- Full-stack apps
- REST API + React front-end
- Mongo + Node + Express back-end

25. Interview Prep ๐Ÿง‘โ€๐Ÿ’ป
- JavaScript questions
- React concepts
- Project walkthroughs
- System design (for advanced roles)

๐Ÿ’ฌ Tap โค๏ธ if this helped you!


#WebDevelopment
โค10
๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐—ง๐—ต๐—ฒ๐˜€๐—ฒ ๐—›๐—ถ๐—ด๐—ต-๐——๐—ฒ๐—บ๐—ฎ๐—ป๐—ฑ ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ ๐˜๐—ผ ๐—Ÿ๐—ฎ๐—ป๐—ฑ ๐—›๐—ถ๐—ด๐—ต-๐—ฃ๐—ฎ๐˜†๐—ถ๐—ป๐—ด ๐—๐—ผ๐—ฏ๐˜€ ๐Ÿ”ฅ

This guide highlights 3 powerful skills that are opening doors to high-paying roles across tech and business .๐ŸŽ“

Perfect For
๐Ÿ‘จโ€๐ŸŽ“ Students
๐Ÿ’ผ Freshers
๐Ÿ“ˆ Job seekers trying to improve employability
๐Ÿš€ Anyone who wants to build a future-proof career with better salary potential

๐Ÿ”— ๐—˜๐—ป๐—ฟ๐—ผ๐—น๐—น ๐—™๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜๐Ÿ‘‡:

https://pdlink.in/4vXeGmm

๐Ÿš€ Start learning today. Build in-demand skills. Position yourself for better opportunities and bigger career growth.
โค1
๐ŸŽ“ ๐—ง๐—ผ๐—ฝ ๐—–๐—ผ๐—บ๐—ฝ๐—ฎ๐—ป๐—ถ๐—ฒ๐˜€ ๐—ข๐—ณ๐—ณ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด ๐—™๐—ฅ๐—˜๐—˜ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฒ

Boost your resume with Industry-recognized certifications without spending a single rupee ๐ŸŒŸ

๐Ÿ“š Available from:
โœ… Google
โœ… Microsoft
โœ… Cisco
โœ… IBM
โœ… HP
โœ… Qualcomm
โœ… TCS
โœ… Infosys

๐Ÿ”— ๐—˜๐—ป๐—ฟ๐—ผ๐—น๐—น ๐—™๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜๐Ÿ‘‡:

https://pdlink.in/3SNiXKz

๐Ÿš€ Don't miss these FREE certification opportunities in 2026!
๐Ÿš€ ๐—ฃ๐—ฎ๐˜† ๐—”๐—ณ๐˜๐—ฒ๐—ฟ ๐—ฃ๐—น๐—ฎ๐—ฐ๐—ฒ๐—บ๐—ฒ๐—ป๐˜ ๐—ฃ๐—ฟ๐—ผ๐—ด๐—ฟ๐—ฎ๐—บ - ๐—Ÿ๐—ฎ๐˜‚๐—ป๐—ฐ๐—ต ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—ง๐—ฒ๐—ฐ๐—ต ๐—–๐—ฎ๐—ฟ๐—ฒ๐—ฒ๐—ฟ

If youโ€™re serious about starting your career in tech, this is one opportunity you shouldnโ€™t miss ๐Ÿš€

โœ… 2000+ Students Already Placed
๐Ÿค 500+ Hiring Partners
๐Ÿ’ผ Salary: โ‚น7.4 LPA
๐Ÿš€ Highest Package: โ‚น41 LPA

๐Ÿ’ป Get trained in in-demand tech skills
๐Ÿ‘จโ€๐Ÿซ Learn from industry experts
๐Ÿ“ˆ Get dedicated placement support
๐Ÿ’ธ Pay only after you land a job

๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ž๐ซ ๐๐จ๐ฐ ๐Ÿ‘‡:-

 https://pdlink.in/42WOE5H

Hurry! Limited seats are available.๐Ÿƒโ€โ™‚๏ธ
๐Ÿš€ Programming Aโ€“Z Important Terms You Should Know ๐Ÿ‘จโ€๐Ÿ’ป๐Ÿ”ฅ

๐Ÿ…ฐ๏ธ Algorithm โ†’ Step-by-step solution to solve a problem

๐Ÿ…ฑ๏ธ Bug โ†’ Error or issue in a program

๐Ÿ…ฒ Compiler โ†’ Converts code into machine language

๐Ÿ…ณ Database โ†’ Stores and manages data

๐Ÿ…ด Exception โ†’ Runtime error in a program

๐Ÿ…ต Framework โ†’ Pre-built structure for development

๐Ÿ…ถ Git โ†’ Version control system for tracking code changes

๐Ÿ…ท HTML โ†’ Standard language to create web pages

๐Ÿ…ธ IDE โ†’ Software used to write & run code

๐Ÿ…น JSON โ†’ Lightweight format for data exchange

๐Ÿ…บ Keyword โ†’ Reserved word in a programming language

๐Ÿ…ป Library โ†’ Collection of reusable code/functions

๐Ÿ…ผ Machine Learning โ†’ AI technique where systems learn from data

๐Ÿ…ฝ Node.js โ†’ JavaScript runtime for backend development

๐Ÿ…พ๏ธ Object-Oriented Programming (OOP) โ†’ Programming using classes & objects

๐Ÿ…ฟ๏ธ Python โ†’ Popular language for AI, automation & backend

๐Ÿ†€ Query โ†’ Request for data from a database

๐Ÿ† Runtime โ†’ Environment where code executes

๐Ÿ†‚ Syntax โ†’ Rules for writing code correctly

๐Ÿ†ƒ Terminal โ†’ Command-line interface for running commands

๐Ÿ†„ UI (User Interface) โ†’ Visual design users interact with

๐Ÿ†… Variable โ†’ Stores data values in programming

๐Ÿ†† Web Development โ†’ Creating websites & web applications

๐Ÿ†‡ XML โ†’ Markup language used for storing & transporting data

๐Ÿ†ˆ YAML โ†’ Human-readable configuration language

๐Ÿ†‰ Zero-Day Bug โ†’ Newly discovered security vulnerability

๐Ÿ’ฌ Tap โค๏ธ if this helped you!
โค5
๐Ÿš€ ๐—ง๐—ผ๐—ฝ ๐Ÿฑ ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ ๐—ง๐—ผ ๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐—œ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฒ โ€“ ๐—˜๐—ป๐—ฟ๐—ผ๐—น๐—น ๐—™๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜! ๐ŸŽ“

Want to build a high-paying, future-ready career? ๐Ÿ”ฅ Start learning the most in-demand skills:

๐Ÿ’ซ AI & ML :- https://pdlink.in/4phANS2
โ€‹
๐Ÿ“Š Data Analytics :- https://pdlink.in/4wh2ugB
โ€‹
๐Ÿ” Cyber Security :- https://pdlink.in/4wCW7DJ
โ€‹
โ˜๏ธ Cloud Computing :- https://pdlink.in/4yhBuie
โ€‹
๐Ÿ’ป Other Tech Skills :- https://pdlink.in/4peUslB
โ€‹
๐Ÿ“ข Share with your friends & college groups! ๐Ÿš€๐Ÿ”ฅ
โค1
Which function is used to find the index of elements that match a condition?
Anonymous Quiz
21%
A) np.find()
16%
C) np.where()
49%
D) np.index()
โค1