StackOverflow is a dinosaur that's going extinct.
I mostly use Copilot, ChatGPT, & Perplexity. I haven't found a single reason to visit StackOverflow anymore.
StackOverflow can't compete, & I don't see how they can stay relevant any longer.
I use Copilot for inline suggestions. As I type, Copilot takes care of the little things. It saves me from dozens of searches every day.
ChatGPT is the workhorse. I use it to solve more complex tasks with my code. Here are some examples:
• Explain what this code does
• Simplify it
• Rewrite it in a more efficient way
• Rewrite it in a more readable way
• Replace the use of a library with another
• Write documentation for it
• Describe potential edge cases
• Write unit tests for those edge cases
I use Perplexity to ask questions. Google is broken. If you don't believe me, try Perplexity for a day.
(Google is still king as a navigation tool, I never type a complete URL in my browser)
Modern AI-powered tools are replacing boomer tech.
I mostly use Copilot, ChatGPT, & Perplexity. I haven't found a single reason to visit StackOverflow anymore.
StackOverflow can't compete, & I don't see how they can stay relevant any longer.
I use Copilot for inline suggestions. As I type, Copilot takes care of the little things. It saves me from dozens of searches every day.
ChatGPT is the workhorse. I use it to solve more complex tasks with my code. Here are some examples:
• Explain what this code does
• Simplify it
• Rewrite it in a more efficient way
• Rewrite it in a more readable way
• Replace the use of a library with another
• Write documentation for it
• Describe potential edge cases
• Write unit tests for those edge cases
I use Perplexity to ask questions. Google is broken. If you don't believe me, try Perplexity for a day.
(Google is still king as a navigation tool, I never type a complete URL in my browser)
Modern AI-powered tools are replacing boomer tech.
👍7
JAVASCRIPT PROJECT IDEAS 💡
Basic ➡️ Advanced
BASIC PROJECTS👇
⭐ To-do list app
⭐ Weather app
⭐ Calculator
⭐ Form validation
INTERMEDIATE PROJECTS 👇
⭐ Chat application
⭐ Interactive map
⭐ Quiz/ music app
⭐ Image Gallery
ADVANCED PROJECTS 👇
⭐ E-commerce platform
⭐ Social media dashboard
⭐ Chat bot
⭐ Code editor
Basic ➡️ Advanced
BASIC PROJECTS👇
⭐ To-do list app
⭐ Weather app
⭐ Calculator
⭐ Form validation
INTERMEDIATE PROJECTS 👇
⭐ Chat application
⭐ Interactive map
⭐ Quiz/ music app
⭐ Image Gallery
ADVANCED PROJECTS 👇
⭐ E-commerce platform
⭐ Social media dashboard
⭐ Chat bot
⭐ Code editor
👍2
Top Libraries & Frameworks by Language 📚💻
❯ Python
• Pandas ➟ Data Analysis
• NumPy ➟ Math & Arrays
• Scikit-learn ➟ Machine Learning
• TensorFlow / PyTorch ➟ Deep Learning
• Flask / Django ➟ Web Development
• OpenCV ➟ Image Processing
❯ JavaScript / TypeScript
• React ➟ UI Development
• Vue ➟ Lightweight SPAs
• Angular ➟ Enterprise Apps
• Next.js ➟ Full-Stack Web
• Express ➟ Backend APIs
• Three.js ➟ 3D Web Graphics
❯ Java
• Spring Boot ➟ Microservices
• Hibernate ➟ ORM
• Apache Maven ➟ Build Automation
• Apache Kafka ➟ Real-Time Data
❯ C++
• Boost ➟ Utility Libraries
• Qt ➟ GUI Applications
• Unreal Engine ➟ Game Development
❯ C#
• .NET / ASP.NET ➟ Web Apps
• Unity ➟ Game Development
• Entity Framework ➟ ORM
❯ R
• ggplot2 ➟ Data Visualization
• dplyr ➟ Data Manipulation
• caret ➟ Machine Learning
• Shiny ➟ Interactive Dashboards
❯ PHP
• Laravel ➟ Full-Stack Web
• Symfony ➟ Web Framework
• PHPUnit ➟ Testing
❯ Go (Golang)
• Gin ➟ Web Framework
• Gorilla ➟ Web Toolkit
• GORM ➟ ORM for Go
❯ Rust
• Actix ➟ Web Framework
• Rocket ➟ Web Development
• Tokio ➟ Async Runtime
Coding Resources: https://whatsapp.com/channel/0029VahiFZQ4o7qN54LTzB17
React with ❤️ for more useful content
❯ Python
• Pandas ➟ Data Analysis
• NumPy ➟ Math & Arrays
• Scikit-learn ➟ Machine Learning
• TensorFlow / PyTorch ➟ Deep Learning
• Flask / Django ➟ Web Development
• OpenCV ➟ Image Processing
❯ JavaScript / TypeScript
• React ➟ UI Development
• Vue ➟ Lightweight SPAs
• Angular ➟ Enterprise Apps
• Next.js ➟ Full-Stack Web
• Express ➟ Backend APIs
• Three.js ➟ 3D Web Graphics
❯ Java
• Spring Boot ➟ Microservices
• Hibernate ➟ ORM
• Apache Maven ➟ Build Automation
• Apache Kafka ➟ Real-Time Data
❯ C++
• Boost ➟ Utility Libraries
• Qt ➟ GUI Applications
• Unreal Engine ➟ Game Development
❯ C#
• .NET / ASP.NET ➟ Web Apps
• Unity ➟ Game Development
• Entity Framework ➟ ORM
❯ R
• ggplot2 ➟ Data Visualization
• dplyr ➟ Data Manipulation
• caret ➟ Machine Learning
• Shiny ➟ Interactive Dashboards
❯ PHP
• Laravel ➟ Full-Stack Web
• Symfony ➟ Web Framework
• PHPUnit ➟ Testing
❯ Go (Golang)
• Gin ➟ Web Framework
• Gorilla ➟ Web Toolkit
• GORM ➟ ORM for Go
❯ Rust
• Actix ➟ Web Framework
• Rocket ➟ Web Development
• Tokio ➟ Async Runtime
Coding Resources: https://whatsapp.com/channel/0029VahiFZQ4o7qN54LTzB17
React with ❤️ for more useful content
👍4❤2
🔟 Web development project ideas for beginners
Personal Portfolio Website: Create a website showcasing your skills, projects, and resume. This will help you practice HTML, CSS, and potentially some JavaScript for interactivity.
To-Do List App: Build a simple to-do list application using HTML, CSS, and JavaScript. You can gradually enhance it by adding features like task priority, due dates, and local storage.
Blog Platform: Create a basic blog platform where users can create, edit, and delete posts. This will give you experience with user authentication, databases, and CRUD operations.
E-commerce Website: Design a mock e-commerce site to learn about product listings, shopping carts, and checkout processes. This project will introduce you to handling user input and creating dynamic content.
Weather App: Develop a weather app that fetches data from a weather API and displays current conditions and forecasts. This project will involve API integration and working with JSON data.
Recipe Sharing Site: Build a platform where users can share and browse recipes. You can implement search functionality and user authentication to enhance the project.
Social Media Dashboard: Create a simplified social media dashboard that displays metrics like followers, likes, and comments. This project will help you practice data visualization and working with APIs.
Online Quiz App: Develop an online quiz application that lets users take quizzes on various topics. You can include features like multiple-choice questions, timers, and score tracking.
Personal Blog: Start your own blog by developing a content management system (CMS) where you can create, edit, and publish articles. This will give you hands-on experience with database management.
Event Countdown Timer: Build a countdown timer for upcoming events. You can make it interactive by allowing users to set their own event names and dates.
Remember, the key is to start small and gradually add complexity to your projects as you become more comfortable with different technologies concepts. These projects will not only showcase your skills to potential employers but also help you learn and grow as a web developer.
Free Resources to learn web development https://t.iss.one/free4unow_backup/554
ENJOY LEARNING 👍👍
Personal Portfolio Website: Create a website showcasing your skills, projects, and resume. This will help you practice HTML, CSS, and potentially some JavaScript for interactivity.
To-Do List App: Build a simple to-do list application using HTML, CSS, and JavaScript. You can gradually enhance it by adding features like task priority, due dates, and local storage.
Blog Platform: Create a basic blog platform where users can create, edit, and delete posts. This will give you experience with user authentication, databases, and CRUD operations.
E-commerce Website: Design a mock e-commerce site to learn about product listings, shopping carts, and checkout processes. This project will introduce you to handling user input and creating dynamic content.
Weather App: Develop a weather app that fetches data from a weather API and displays current conditions and forecasts. This project will involve API integration and working with JSON data.
Recipe Sharing Site: Build a platform where users can share and browse recipes. You can implement search functionality and user authentication to enhance the project.
Social Media Dashboard: Create a simplified social media dashboard that displays metrics like followers, likes, and comments. This project will help you practice data visualization and working with APIs.
Online Quiz App: Develop an online quiz application that lets users take quizzes on various topics. You can include features like multiple-choice questions, timers, and score tracking.
Personal Blog: Start your own blog by developing a content management system (CMS) where you can create, edit, and publish articles. This will give you hands-on experience with database management.
Event Countdown Timer: Build a countdown timer for upcoming events. You can make it interactive by allowing users to set their own event names and dates.
Remember, the key is to start small and gradually add complexity to your projects as you become more comfortable with different technologies concepts. These projects will not only showcase your skills to potential employers but also help you learn and grow as a web developer.
Free Resources to learn web development https://t.iss.one/free4unow_backup/554
ENJOY LEARNING 👍👍
👍5
9 full-stack project ideas to build your portfolio:
🛍️ Online Store — product listings, cart, checkout, and payment integration
🗓️ Event Booking App — users can browse, book, and manage events
📚 Learning Platform — courses, quizzes, progress tracking
🏥 Appointment Scheduler — book and manage appointments with calendar UI
✍️ Blogging System — post creation, comments, likes, and user roles
💼 Job Board — post and search jobs, apply with resumes
🏠 Real Estate Listings — search, filter, and view property details
💬 Chat App — real-time messaging with sockets or Firebase
📊 Admin Dashboard — charts, user data, and analytics in one place
Like this post if you want me to cover the skills needed to build such projects ❤️
Web Development Resources: https://whatsapp.com/channel/0029VaiSdWu4NVis9yNEE72z
Like it if you need a complete tutorial on all these projects! 👍❤️
🛍️ Online Store — product listings, cart, checkout, and payment integration
🗓️ Event Booking App — users can browse, book, and manage events
📚 Learning Platform — courses, quizzes, progress tracking
🏥 Appointment Scheduler — book and manage appointments with calendar UI
✍️ Blogging System — post creation, comments, likes, and user roles
💼 Job Board — post and search jobs, apply with resumes
🏠 Real Estate Listings — search, filter, and view property details
💬 Chat App — real-time messaging with sockets or Firebase
📊 Admin Dashboard — charts, user data, and analytics in one place
Like this post if you want me to cover the skills needed to build such projects ❤️
Web Development Resources: https://whatsapp.com/channel/0029VaiSdWu4NVis9yNEE72z
Like it if you need a complete tutorial on all these projects! 👍❤️
👍4❤1
Guys, Big Announcement!
We’ve officially hit 5 Lakh followers on WhatsApp and it’s time to level up together! ❤️
I've launched a Python Learning Series — designed for beginners to those preparing for technical interviews or building real-world projects.
This will be a step-by-step journey — from basics to advanced — with real examples and short quizzes after each topic to help you lock in the concepts.
Here’s what we’ll cover in the coming days:
Week 1: Python Fundamentals
- Variables & Data Types
- Operators & Expressions
- Conditional Statements (if, elif, else)
- Loops (for, while)
- Functions & Parameters
- Input/Output & Basic Formatting
Week 2: Core Python Skills
- Lists, Tuples, Sets, Dictionaries
- String Manipulation
- List Comprehensions
- File Handling
- Exception Handling
Week 3: Intermediate Python
- Lambda Functions
- Map, Filter, Reduce
- Modules & Packages
- Scope & Global Variables
- Working with Dates & Time
Week 4: OOP & Pythonic Concepts
- Classes & Objects
- Inheritance & Polymorphism
- Decorators (Intro level)
- Generators & Iterators
- Writing Clean & Readable Code
Week 5: Real-World & Interview Prep
- Web Scraping (BeautifulSoup)
- Working with APIs (Requests)
- Automating Tasks
- Data Analysis Basics (Pandas)
- Interview Coding Patterns
You can join our WhatsApp channel to access it for free: https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L/1527
We’ve officially hit 5 Lakh followers on WhatsApp and it’s time to level up together! ❤️
I've launched a Python Learning Series — designed for beginners to those preparing for technical interviews or building real-world projects.
This will be a step-by-step journey — from basics to advanced — with real examples and short quizzes after each topic to help you lock in the concepts.
Here’s what we’ll cover in the coming days:
Week 1: Python Fundamentals
- Variables & Data Types
- Operators & Expressions
- Conditional Statements (if, elif, else)
- Loops (for, while)
- Functions & Parameters
- Input/Output & Basic Formatting
Week 2: Core Python Skills
- Lists, Tuples, Sets, Dictionaries
- String Manipulation
- List Comprehensions
- File Handling
- Exception Handling
Week 3: Intermediate Python
- Lambda Functions
- Map, Filter, Reduce
- Modules & Packages
- Scope & Global Variables
- Working with Dates & Time
Week 4: OOP & Pythonic Concepts
- Classes & Objects
- Inheritance & Polymorphism
- Decorators (Intro level)
- Generators & Iterators
- Writing Clean & Readable Code
Week 5: Real-World & Interview Prep
- Web Scraping (BeautifulSoup)
- Working with APIs (Requests)
- Automating Tasks
- Data Analysis Basics (Pandas)
- Interview Coding Patterns
You can join our WhatsApp channel to access it for free: https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L/1527
👍4❤2
9 tips to get better at debugging code:
Read error messages carefully — they often tell you everything
Use print/log statements to trace code execution
Check one small part at a time
Reproduce the bug consistently
Use a debugger to step through code line by line
Compare working vs broken code
Check for typos, null values, and off-by-one errors
Rubber duck debugging — explain your code out loud
Take breaks — fresh eyes spot bugs faster
Coding Interview Resources:👇 https://whatsapp.com/channel/0029VammZijATRSlLxywEC3X
ENJOY LEARNING 👍👍
Read error messages carefully — they often tell you everything
Use print/log statements to trace code execution
Check one small part at a time
Reproduce the bug consistently
Use a debugger to step through code line by line
Compare working vs broken code
Check for typos, null values, and off-by-one errors
Rubber duck debugging — explain your code out loud
Take breaks — fresh eyes spot bugs faster
Coding Interview Resources:👇 https://whatsapp.com/channel/0029VammZijATRSlLxywEC3X
ENJOY LEARNING 👍👍
❤1👍1
List of Top 12 Coding Channels on WhatsApp:
1. Python Programming:
https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L
2. Coding Resources:
https://whatsapp.com/channel/0029VahiFZQ4o7qN54LTzB17
3. Coding Projects:
https://whatsapp.com/channel/0029VazkxJ62UPB7OQhBE502
4. Coding Interviews:
https://whatsapp.com/channel/0029VammZijATRSlLxywEC3X
5. Java Programming:
https://whatsapp.com/channel/0029VamdH5mHAdNMHMSBwg1s
6. Javascript:
https://whatsapp.com/channel/0029VavR9OxLtOjJTXrZNi32
7. Web Development:
https://whatsapp.com/channel/0029VaiSdWu4NVis9yNEE72z
8. Artificial Intelligence:
https://whatsapp.com/channel/0029VaoePz73bbV94yTh6V2E
9. Data Science:
https://whatsapp.com/channel/0029Va4QUHa6rsQjhITHK82y
10. Machine Learning:
https://whatsapp.com/channel/0029Va8v3eo1NCrQfGMseL2D
11. SQL:
https://whatsapp.com/channel/0029VanC5rODzgT6TiTGoa1v
12. GitHub:
https://whatsapp.com/channel/0029Vawixh9IXnlk7VfY6w43
ENJOY LEARNING 👍👍
1. Python Programming:
https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L
2. Coding Resources:
https://whatsapp.com/channel/0029VahiFZQ4o7qN54LTzB17
3. Coding Projects:
https://whatsapp.com/channel/0029VazkxJ62UPB7OQhBE502
4. Coding Interviews:
https://whatsapp.com/channel/0029VammZijATRSlLxywEC3X
5. Java Programming:
https://whatsapp.com/channel/0029VamdH5mHAdNMHMSBwg1s
6. Javascript:
https://whatsapp.com/channel/0029VavR9OxLtOjJTXrZNi32
7. Web Development:
https://whatsapp.com/channel/0029VaiSdWu4NVis9yNEE72z
8. Artificial Intelligence:
https://whatsapp.com/channel/0029VaoePz73bbV94yTh6V2E
9. Data Science:
https://whatsapp.com/channel/0029Va4QUHa6rsQjhITHK82y
10. Machine Learning:
https://whatsapp.com/channel/0029Va8v3eo1NCrQfGMseL2D
11. SQL:
https://whatsapp.com/channel/0029VanC5rODzgT6TiTGoa1v
12. GitHub:
https://whatsapp.com/channel/0029Vawixh9IXnlk7VfY6w43
ENJOY LEARNING 👍👍
👍4❤3
Roadmap to become a Programmer:
📂 Learn Programming Fundamentals (Logic, Syntax, Flow)
∟📂 Choose a Language (Python / Java / C++)
∟📂 Learn Data Structures & Algorithms
∟📂 Learn Problem Solving (LeetCode / HackerRank)
∟📂 Learn OOPs & Design Patterns
∟📂 Learn Version Control (Git & GitHub)
∟📂 Learn Debugging & Testing
∟📂 Work on Real-World Projects
∟📂 Contribute to Open Source
∟✅ Apply for Job / Internship
React ❤️ for More 💡
📂 Learn Programming Fundamentals (Logic, Syntax, Flow)
∟📂 Choose a Language (Python / Java / C++)
∟📂 Learn Data Structures & Algorithms
∟📂 Learn Problem Solving (LeetCode / HackerRank)
∟📂 Learn OOPs & Design Patterns
∟📂 Learn Version Control (Git & GitHub)
∟📂 Learn Debugging & Testing
∟📂 Work on Real-World Projects
∟📂 Contribute to Open Source
∟✅ Apply for Job / Internship
React ❤️ for More 💡
❤8👍5
15 Best Project Ideas for Frontend Development: 💻✨
🚀 Beginner Level :
1. 🧑💻 Personal Portfolio Website
2. 📱 Responsive Landing Page
3. 🧮 Calculator
4. ✅ To-Do List App
5. 📝 Form Validation
🌟 Intermediate Level :
6. ☁️ Weather App using API
7. ❓ Quiz App
8. 🎬 Movie Search App
9. 🛒 E-commerce Product Page
10. ✍️ Blog Website with Dynamic Routing
🌌 Advanced Level :
11. 💬 Chat UI with Real-time Feel
12. 🍳 Recipe Finder using External API
13. 🖼️ Photo Gallery with Lightbox
14. 🎵 Music Player UI
15. ⚛️ React Dashboard or Portfolio with State Management
React with ❤️ if you want me to explain Backend Development in detail
Here you can find useful Coding Projects: https://whatsapp.com/channel/0029VazkxJ62UPB7OQhBE502
Web Development Jobs: https://whatsapp.com/channel/0029Vb1raTiDjiOias5ARu2p
ENJOY LEARNING 👍👍
🚀 Beginner Level :
1. 🧑💻 Personal Portfolio Website
2. 📱 Responsive Landing Page
3. 🧮 Calculator
4. ✅ To-Do List App
5. 📝 Form Validation
🌟 Intermediate Level :
6. ☁️ Weather App using API
7. ❓ Quiz App
8. 🎬 Movie Search App
9. 🛒 E-commerce Product Page
10. ✍️ Blog Website with Dynamic Routing
🌌 Advanced Level :
11. 💬 Chat UI with Real-time Feel
12. 🍳 Recipe Finder using External API
13. 🖼️ Photo Gallery with Lightbox
14. 🎵 Music Player UI
15. ⚛️ React Dashboard or Portfolio with State Management
React with ❤️ if you want me to explain Backend Development in detail
Here you can find useful Coding Projects: https://whatsapp.com/channel/0029VazkxJ62UPB7OQhBE502
Web Development Jobs: https://whatsapp.com/channel/0029Vb1raTiDjiOias5ARu2p
ENJOY LEARNING 👍👍
❤2👍2🔥1
Daily habits to become a better programmer:
⌨️ Code every day — consistency beats intensity
📖 Read others’ code — learn new patterns and styles
🧠 Reflect on what you coded — find what could be improved
❓ Ask questions — never be afraid to seek help
📝 Write pseudocode before jumping in
🔍 Debug your own bugs before Googling
🧪 Try new tools or libraries regularly
✍️ Document your work — future-you will be grateful
✅ Finish what you start — even small projects teach a lot
Programming Projects: https://whatsapp.com/channel/0029VazkxJ62UPB7OQhBE502
ENJOY LEARNING 👍👍
⌨️ Code every day — consistency beats intensity
📖 Read others’ code — learn new patterns and styles
🧠 Reflect on what you coded — find what could be improved
❓ Ask questions — never be afraid to seek help
📝 Write pseudocode before jumping in
🔍 Debug your own bugs before Googling
🧪 Try new tools or libraries regularly
✍️ Document your work — future-you will be grateful
✅ Finish what you start — even small projects teach a lot
Programming Projects: https://whatsapp.com/channel/0029VazkxJ62UPB7OQhBE502
ENJOY LEARNING 👍👍
👍2🔥1
List of most asked Programming Interview Questions.
Are you preparing for a coding interview? This tweet is for you. It contains a list of the most asked interview questions from each topic.
Arrays
- How is an array sorted using quicksort?
- How do you reverse an array?
- How do you remove duplicates from an array?
- How do you find the 2nd largest number in an unsorted integer array?
Linked Lists
- How do you find the length of a linked list?
- How do you reverse a linked list?
- How do you find the third node from the end?
- How are duplicate nodes removed in an unsorted linked list?
Strings
- How do you check if a string contains only digits?
- How can a given string be reversed?
- How do you find the first non-repeated character?
- How do you find duplicate characters in strings?
Binary Trees
- How are all leaves of a binary tree printed?
- How do you check if a tree is a binary search tree?
- How is a binary search tree implemented?
- Find the lowest common ancestor in a binary tree?
Graph
- How to detect a cycle in a directed graph?
- How to detect a cycle in an undirected graph?
- Find the total number of strongly connected components?
- Find whether a path exists between two nodes of a graph?
- Find the minimum number of swaps required to sort an array.
Dynamic Programming
1. Find the longest common subsequence?
2. Find the longest common substring?
3. Coin change problem?
4. Box stacking problem?
5. Count the number of ways to cover a distance?
Are you preparing for a coding interview? This tweet is for you. It contains a list of the most asked interview questions from each topic.
Arrays
- How is an array sorted using quicksort?
- How do you reverse an array?
- How do you remove duplicates from an array?
- How do you find the 2nd largest number in an unsorted integer array?
Linked Lists
- How do you find the length of a linked list?
- How do you reverse a linked list?
- How do you find the third node from the end?
- How are duplicate nodes removed in an unsorted linked list?
Strings
- How do you check if a string contains only digits?
- How can a given string be reversed?
- How do you find the first non-repeated character?
- How do you find duplicate characters in strings?
Binary Trees
- How are all leaves of a binary tree printed?
- How do you check if a tree is a binary search tree?
- How is a binary search tree implemented?
- Find the lowest common ancestor in a binary tree?
Graph
- How to detect a cycle in a directed graph?
- How to detect a cycle in an undirected graph?
- Find the total number of strongly connected components?
- Find whether a path exists between two nodes of a graph?
- Find the minimum number of swaps required to sort an array.
Dynamic Programming
1. Find the longest common subsequence?
2. Find the longest common substring?
3. Coin change problem?
4. Box stacking problem?
5. Count the number of ways to cover a distance?
👍4❤2🔥1
If I Were to Start My Data Science Career from Scratch, Here's What I Would Do 👇
1️⃣ Master Advanced SQL
Foundations: Learn database structures, tables, and relationships.
Basic SQL Commands: SELECT, FROM, WHERE, ORDER BY.
Aggregations: Get hands-on with SUM, COUNT, AVG, MIN, MAX, GROUP BY, and HAVING.
JOINs: Understand LEFT, RIGHT, INNER, OUTER, and CARTESIAN joins.
Advanced Concepts: CTEs, window functions, and query optimization.
Metric Development: Build and report metrics effectively.
2️⃣ Study Statistics & A/B Testing
Descriptive Statistics: Know your mean, median, mode, and standard deviation.
Distributions: Familiarize yourself with normal, Bernoulli, binomial, exponential, and uniform distributions.
Probability: Understand basic probability and Bayes' theorem.
Intro to ML: Start with linear regression, decision trees, and K-means clustering.
Experimentation Basics: T-tests, Z-tests, Type 1 & Type 2 errors.
A/B Testing: Design experiments—hypothesis formation, sample size calculation, and sample biases.
3️⃣ Learn Python for Data
Data Manipulation: Use pandas for data cleaning and manipulation.
Data Visualization: Explore matplotlib and seaborn for creating visualizations.
Hypothesis Testing: Dive into scipy for statistical testing.
Basic Modeling: Practice building models with scikit-learn.
4️⃣ Develop Product Sense
Product Management Basics: Manage projects and understand the product life cycle.
Data-Driven Strategy: Leverage data to inform decisions and measure success.
Metrics in Business: Define and evaluate metrics that matter to the business.
5️⃣ Hone Soft Skills
Communication: Clearly explain data findings to technical and non-technical audiences.
Collaboration: Work effectively in teams.
Time Management: Prioritize and manage projects efficiently.
Self-Reflection: Regularly assess and improve your skills.
6️⃣ Bonus: Basic Data Engineering
Data Modeling: Understand dimensional modeling and trade-offs in normalization vs. denormalization.
ETL: Set up extraction jobs, manage dependencies, clean and validate data.
Pipeline Testing: Conduct unit testing and ensure data quality throughout the pipeline.
I have curated the best interview resources to crack Data Science Interviews
👇👇
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1️⃣ Master Advanced SQL
Foundations: Learn database structures, tables, and relationships.
Basic SQL Commands: SELECT, FROM, WHERE, ORDER BY.
Aggregations: Get hands-on with SUM, COUNT, AVG, MIN, MAX, GROUP BY, and HAVING.
JOINs: Understand LEFT, RIGHT, INNER, OUTER, and CARTESIAN joins.
Advanced Concepts: CTEs, window functions, and query optimization.
Metric Development: Build and report metrics effectively.
2️⃣ Study Statistics & A/B Testing
Descriptive Statistics: Know your mean, median, mode, and standard deviation.
Distributions: Familiarize yourself with normal, Bernoulli, binomial, exponential, and uniform distributions.
Probability: Understand basic probability and Bayes' theorem.
Intro to ML: Start with linear regression, decision trees, and K-means clustering.
Experimentation Basics: T-tests, Z-tests, Type 1 & Type 2 errors.
A/B Testing: Design experiments—hypothesis formation, sample size calculation, and sample biases.
3️⃣ Learn Python for Data
Data Manipulation: Use pandas for data cleaning and manipulation.
Data Visualization: Explore matplotlib and seaborn for creating visualizations.
Hypothesis Testing: Dive into scipy for statistical testing.
Basic Modeling: Practice building models with scikit-learn.
4️⃣ Develop Product Sense
Product Management Basics: Manage projects and understand the product life cycle.
Data-Driven Strategy: Leverage data to inform decisions and measure success.
Metrics in Business: Define and evaluate metrics that matter to the business.
5️⃣ Hone Soft Skills
Communication: Clearly explain data findings to technical and non-technical audiences.
Collaboration: Work effectively in teams.
Time Management: Prioritize and manage projects efficiently.
Self-Reflection: Regularly assess and improve your skills.
6️⃣ Bonus: Basic Data Engineering
Data Modeling: Understand dimensional modeling and trade-offs in normalization vs. denormalization.
ETL: Set up extraction jobs, manage dependencies, clean and validate data.
Pipeline Testing: Conduct unit testing and ensure data quality throughout the pipeline.
I have curated the best interview resources to crack Data Science Interviews
👇👇
https://whatsapp.com/channel/0029Va8v3eo1NCrQfGMseL2D
Like if you need similar content 😄👍
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