Programming Resources | Python | Javascript | Artificial Intelligence Updates | Computer Science Courses | AI Books
前往频道在 Telegram
Everything about programming for beginners * Python programming * Java programming * App development * Machine Learning * Data Science Managed by: @love_data
显示更多📈 Telegram 频道 Programming Resources | Python | Javascript | Artificial Intelligence Updates | Computer Science Courses | AI Books 的分析概览
频道 Programming Resources | Python | Javascript | Artificial Intelligence Updates | Computer Science Courses | AI Books (@programming_guide) 英语 语言赛道中的 是活跃参与者。目前社区聚集了 56 109 名订阅者,在 技术与应用 类别中位列第 2 288,并在 印度 地区排名第 6 119 位。
📊 受众指标与增长动态
自 невідомо 创建以来,项目保持高速增长,吸引了 56 109 名订阅者。
根据 28 八月, 2026 的最新数据,频道保持稳定运转。过去 30 天订阅人数变化为 -81,过去 24 小时变化为 1,整体触达仍然可观。
- 认证状态: 未认证
- 互动率 (ER): 平均受众互动率为 1.81%。内容发布后 24 小时内通常能获得 0.71% 的反应,占订阅者总量。
- 帖子覆盖: 每篇帖子平均可获得 1 013 次浏览,首日通常累积 400 次浏览。
- 互动与反馈: 受众积极参与,单帖平均反应数为 2。
- 主题关注点: 内容集中在 algorithm, structure, stack, javascript, programming 等核心主题上。
📝 描述与内容策略
作者将该频道定位为表达主观观点的平台:
“Everything about programming for beginners
* Python programming
* Java programming
* App development
* Machine Learning
* Data Science
Managed by: @love_data”
凭借高频更新(最新数据采集于 29 八月, 2026),频道始终保持新鲜度与高覆盖。分析显示受众积极互动,使其成为 技术与应用 类别中的关键影响点。
56 109
订阅者
+124 小时
-597 天
-8130 天
帖子存档
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Let me explain all the major programming languages in detail so you can better understand which one would be the best fit for you starting with Python
Python Programming Roadmap
Python is beginner-friendly, used in web dev, data science, AI, automation, and is often the first choice for programming newbies.
Step 1: Learn the Basics
Time: 1–2 weeks
Variables (name = "John")
Data Types (int, float, string, list, etc.)
Input and Output (input(), print())
Operators (+, -, *, /, %, //)
Indentation and Syntax rules
*Practice Ideas:*
Build a simple calculator
Create a name greeter
Make a temperature converter
Resources :
- w3schools
- freeCodeCamp
Step 2: Control Flow and Loops
Time: 1 week
- If-else conditions
- For loops and while loops
- Loop control: break, continue, pass
Practice Ideas:
- FizzBuzz
- Number guessing game
- Print star patterns
Step 3: Data Structures in Python
Time: 1–2 weeks
- Lists, Tuples, Sets, Dictionaries
- List Methods: append(), remove(), sort()
- Dictionary Methods: get(), keys(), values()
Practice Ideas:
- Create a contact book
- Word frequency counter
- Store student scores in a dictionary
Step 4: Functions
Time: 1 week
- Define functions using def
- Return statements
- Arguments and Parameters (*args, **kwargs)
- Variable Scope
*Practice Ideas:*
- ATM simulator
- Password generator
- Function-based calculator
Step 5: File Handling and Exceptions
Time: 1 week
- Open, read, write files
- Use of with open(...) as f:
- Try-Except blocks
Practice Ideas:
- Log user data to a file
- Read and analyze text files
- Save login data
Step 6: Object-Oriented Programming (OOP)
Time: 1–2 weeks
- Classes and Objects
- The init() constructor
- Inheritance
- Encapsulation
*Practice Ideas* :
- Build a class for a Bank Account
- Design a Library Management System
- Build a Rental System
Step 7: Choose any Specialization Track
a. Data Science & ML
Learn: NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn
Projects: Analyze sales data, build prediction models
b. Web Development
Learn: Flask or Django, HTML, CSS, SQLite/PostgreSQL
Projects: Portfolio site, blog app, task manager
c. Automation/Scripting
Learn: Selenium, PyAutoGUI, os module, shutil
Projects: Auto-login bot, bulk file renamer, web scraper
d. AI & Deep Learning
Learn: TensorFlow, PyTorch, OpenCV
Projects: Image classification, face detection, chatbots
Final Step: Build Projects & Share on GitHub
- Upload code to GitHub
- Start with 2–3 real-world projects
- Create a personal portfolio site
*Use Replit or Jupyter Notebooks for practice*
*Practice daily – consistency matters more than speed*
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𝟰 𝗠𝘂𝘀𝘁-𝗪𝗮𝘁𝗰𝗵 𝗬𝗼𝘂𝗧𝘂𝗯𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗳𝗼𝗿 𝗘𝘃𝗲𝗿𝘆 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗦𝘁𝘂𝗱𝗲𝗻𝘁 𝗶𝗻 𝟮𝟬𝟮𝟱😍
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Quick SQL functions cheat sheet for beginners
Aggregate Functions
COUNT(*): Counts rows.
SUM(column): Total sum.
AVG(column): Average value.
MAX(column): Maximum value.
MIN(column): Minimum value.
String Functions
CONCAT(a, b, …): Concatenates strings.
SUBSTRING(s, start, length): Extracts part of a string.
UPPER(s) / LOWER(s): Converts string case.
TRIM(s): Removes leading/trailing spaces.
Date & Time Functions
CURRENT_DATE / CURRENT_TIME / CURRENT_TIMESTAMP: Current date/time.
EXTRACT(unit FROM date): Retrieves a date part (e.g., year, month).
DATE_ADD(date, INTERVAL n unit): Adds an interval to a date.
Numeric Functions
ROUND(num, decimals): Rounds to a specified decimal.
CEIL(num) / FLOOR(num): Rounds up/down.
ABS(num): Absolute value.
MOD(a, b): Returns the remainder.
Control Flow Functions
CASE: Conditional logic.
COALESCE(val1, val2, …): Returns the first non-null value.
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Java Roadmap
|
|-- Fundamentals
| |-- Basics of Programming
| | |-- Introduction to Java
| | |-- Java Development Kit (JDK) and Java Runtime Environment (JRE)
| | |-- Setting Up Development Environment (IDE: IntelliJ IDEA, Eclipse, etc.)
| |
| |-- Syntax and Structure
| | |-- Basic Syntax
| | |-- Variables and Data Types
| | |-- Operators and Expressions
|
|-- Control Structures
| |-- Conditional Statements
| | |-- If-Else Statements
| | |-- Switch Case
| |
| |-- Loops
| | |-- For Loop
| | |-- While Loop
| | |-- Do-While Loop
| |
| |-- Exception Handling
| | |-- Try-Catch Block
| | |-- Finally Block
| | |-- Throw and Throws Keywords
|
|-- Object-Oriented Programming (OOP)
| |-- Basics of OOP
| | |-- Classes and Objects
| | |-- Methods and Constructors
| |
| |-- Inheritance
| | |-- Single and Multiple Inheritance
| | |-- Method Overriding
| | |-- Super Keyword
| |
| |-- Polymorphism
| | |-- Method Overloading
| | |-- Runtime Polymorphism
| | |-- Dynamic Method Dispatch
| |
| |-- Encapsulation
| | |-- Access Modifiers (Public, Private, Protected)
| | |-- Getters and Setters
| | |-- Data Hiding
| |
| |-- Abstraction
| | |-- Abstract Classes
| | |-- Interfaces
|
|-- Advanced Java
| |-- Collections Framework
| | |-- List (ArrayList, LinkedList)
| | |-- Set (HashSet, TreeSet)
| | |-- Map (HashMap, TreeMap)
| | |-- Queue (PriorityQueue, LinkedList)
| |
| |-- Concurrency
| | |-- Multithreading (Creating Threads, Thread Lifecycle)
| | |-- Synchronization
| | |-- Concurrency Utilities (Executors Framework, Callable and Future, Locks and Semaphores)
|
|-- Java Standard Libraries
| |-- I/O Streams
| | |-- File Handling (File Class, Reading and Writing Files)
| | |-- Streams (Byte Streams, Character Streams, Buffered Streams)
| |
| |-- Networking
| | |-- Sockets (TCP and UDP, Socket and ServerSocket Classes)
| | |-- URL and HTTP (URL Class, HttpURLConnection)
| |
| |-- JDBC
| | |-- Database Connectivity (JDBC Drivers, Connection, Statement, and ResultSet)
| | |-- PreparedStatement and CallableStatement
|
|-- Java Frameworks
| |-- Spring Framework
| | |-- Spring Core (Dependency Injection, Inversion of Control)
| | |-- Spring MVC (Model-View-Controller Architecture)
| | |-- Spring Boot (Creating Spring Boot Applications, Starters and Auto-Configuration, Actuator)
| |
| |-- Hibernate
| | |-- ORM Basics (Introduction to ORM, Configuration and Mapping)
| | |-- Advanced Hibernate (Caching, Transactions and Concurrency, Criteria API)
|
|-- Web Development with Java
| |-- Java EE (Jakarta EE)
| | |-- Servlets (Lifecycle, Handling HTTP Requests and Responses, Session Management)
| | |-- JavaServer Pages (JSP) (Syntax, Directives, JSTL and Custom Tags, Expression Language)
| |
| |-- RESTful Web Services
| | |-- JAX-RS (Creating RESTful Services, Annotations and HTTP Methods, Consuming RESTful Services)
|
|-- Build Tools and Dependency Management
| |-- Maven
| | |-- Project Object Model (POM), Dependencies, Repositories, Build Lifecycle and Plugins
| |
| |-- Gradle
| | |-- Build Scripts, Dependency Management, Task Automation
|
|-- Testing in Java
| |-- Unit Testing
| | |-- JUnit (Annotations, Assertions, Test Suites and Runners)
| |
| |-- Mockito (Creating Mocks and Spies and Verification)
| |
| |-- Integration Testing
| | |-- Spring Test (Testing Spring Components and WebTestClient)
|
|-- Deployment and DevOps
| |-- Containers and Microservices
| | |-- Docker (Dockerfile, Image Creation, Container Management)
| | |-- Kubernetes (Pods, Services, Deployments, Managing Java Applications on Kubernetes)
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Top 10 Python Concepts
Variables & Data Types
Understand integers, floats, strings, booleans, lists, tuples, sets, and dictionaries.
Control Flow (if, else, elif)
Write logic-based programs using conditional statements.
Loops (for & while)
Automate tasks and iterate over data efficiently.
Functions
Build reusable code blocks with def, understand parameters, return values, and scope.
List Comprehensions
Create and transform lists concisely:
[x*2 for x in range(10) if x % 2 == 0]
Modules & Packages
Import built-in, third-party, or custom modules to structure your code.
Exception Handling
Handle errors using try, except, finally for robust programs.
Object-Oriented Programming (OOP)
Learn classes, objects, inheritance, encapsulation, and polymorphism.
File Handling
Open, read, write, and manage files using open(), read(), write().
Working with Libraries
Use powerful libraries like:
- NumPy for numerical operations
- Pandas for data analysis
- Matplotlib/Seaborn for visualization
- Requests for API calls
- JSON for data parsing
#python
Repost from Coding Interview Resources
𝗙𝗥𝗘𝗘 𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀 𝗧𝗼 𝗖𝗿𝗮𝗰𝗸 𝗬𝗼𝘂𝗿 𝗡𝗲𝘅𝘁 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄 😍
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🔰 Web Development Roadmap
├── 🌐 Internet Basics
│ ├── What is HTTP/HTTPS?
│ ├── How the Web Works (Client-Server-Database Model)
├── 🧱 HTML5
│ ├── Elements, Tags, Forms, Media, Semantics
│ ├── Project: Personal Resume Page
├── 🎨 CSS3
│ ├── Flexbox, Grid, Positioning, Media Queries
│ ├── Project: Responsive Portfolio
├── ⚙️ JavaScript (ES6+)
│ ├── Variables, DOM, Events, Fetch API
│ ├── Project: Interactive Quiz App
├── 🧪 Version Control with Git & GitHub
│ ├── Branching, Commits, Pull Requests
├── 🧱 CSS Frameworks
│ ├── Bootstrap, Tailwind CSS
├── ⚛ Frontend Libraries/Frameworks
│ ├── React (Hooks, Routing, API Calls)
│ ├── Project: Weather Dashboard
├── 🧩 Backend Basics
│ ├── Node.js + Express
│ ├── REST APIs, Middleware, Routing
├── 🗄️ Databases
│ ├── MongoDB / PostgreSQL (CRUD Operations)
├── 🔐 Authentication (JWT, OAuth Basics)
│ ├── Project: Login/Register Auth System
├── ☁️ Deployment
│ ├── Netlify, Vercel (Frontend)
│ ├── Render, Railway (Backend)
├── 🔀 Optional: TypeScript, Next.js, WebSockets
React with ♥️ if you want me to explain each topic in detail
Web Development Resources: https://whatsapp.com/channel/0029VaiSdWu4NVis9yNEE72z
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𝗧𝗼𝗽 𝗖𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝗟𝗶𝗸𝗲 𝗜𝗻𝗳𝗼𝘀𝘆𝘀 , 𝗚𝗲𝗻𝗽𝗮𝗰𝘁 ,𝗟&𝗧 ,𝗣𝗵𝗶𝗹𝗶𝗽𝘀 & 𝗢𝗿𝗮𝗰𝗹𝗲 𝗛𝗶𝗿𝗶𝗻𝗴 😍
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30-day roadmap to get started with web development
Week 1: HTML and CSS
- Day 1-3: Learn HTML basics (structure, tags, elements).
- Day 4-7: Dive into CSS (styling, selectors, layouts).
Week 2: Advanced CSS and Responsive Design
- Day 8-11: Explore advanced CSS concepts (flexbox, grid).
- Day 12-14: Learn about responsive web design.
Week 3: JavaScript Fundamentals
- Day 15-18: Get started with JavaScript (variables, data types, operators).
- Day 19-21: Study JavaScript functions and control structures.
Week 4: JavaScript DOM Manipulation and Frameworks
- Day 22-25: Understand the Document Object Model (DOM) and how to manipulate it with JavaScript.
- Day 26-28: Explore JavaScript frameworks/libraries (e.g., React, Vue, Angular).
- Day 29-30: Build a simple project combining HTML, CSS, and JavaScript.
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Here are 5 beginner-friendly web development projects: https://t.me/Programming_experts/455
Remember, practice and building projects are crucial. Adjust the pace based on your learning speed, and feel free to delve deeper into areas that interest you. Web development is an ongoing learning process. Good luck!
ENJOY LEARNING 👍👍
𝟲 𝗙𝗿𝗲𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝘁𝗼 𝗦𝘁𝗮𝗿𝘁 𝗬𝗼𝘂𝗿 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 & 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗝𝗼𝘂𝗿𝗻𝗲𝘆😍
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Here are the 50 JavaScript interview questions for 2024
1. What is JavaScript?
2. What are the data types in JavaScript?
3. What is the difference between null and undefined?
4. Explain the concept of hoisting in JavaScript.
5. What is a closure in JavaScript?
6. What is the difference between “==” and “===” operators in JavaScript?
7. Explain the concept of prototypal inheritance in JavaScript.
8. What are the different ways to define a function in JavaScript?
9. How does event delegation work in JavaScript?
10. What is the purpose of the “this” keyword in JavaScript?
11. What are the different ways to create objects in JavaScript?
12. Explain the concept of callback functions in JavaScript.
13. What is event bubbling and event capturing in JavaScript?
14. What is the purpose of the “bind” method in JavaScript?
15. Explain the concept of AJAX in JavaScript.
16. What is the “typeof” operator used for?
17. How does JavaScript handle errors and exceptions?
18. Explain the concept of event-driven programming in JavaScript.
19. What is the purpose of the “async” and “await” keywords in JavaScript?
20. What is the difference between a deep copy and a shallow copy in JavaScript?
21. How does JavaScript handle memory management?
22. Explain the concept of event loop in JavaScript.
23. What is the purpose of the “map” method in JavaScript?
24. What is a promise in JavaScript?
25. How do you handle errors in promises?
26. Explain the concept of currying in JavaScript.
27. What is the purpose of the “reduce” method in JavaScript?
28. What is the difference between “null” and “undefined” in JavaScript?
29. What are the different types of loops in JavaScript?
30. What is the difference between “let,” “const,” and “var” in JavaScript?
31. Explain the concept of event propagation in JavaScript.
32. What are the different ways to manipulate the DOM in JavaScript?
33. What is the purpose of the “localStorage” and “sessionStorage” objects?
34. How do you handle asynchronous operations in JavaScript?
35. What is the purpose of the “forEach” method in JavaScript?
36. What are the differences between “let” and “var” in JavaScript?
37. Explain the concept of memoization in JavaScript.
38. What is the purpose of the “splice” method in JavaScript arrays?
39. What is a generator function in JavaScript?
40. How does JavaScript handle variable scoping?
41. What is the purpose of the “split” method in JavaScript?
42. What is the difference between a deep clone and a shallow clone of an object?
43. Explain the concept of the event delegation pattern.
44. What are the differences between JavaScript’s “null” and “undefined”?
45. What is the purpose of the “arguments” object in JavaScript?
46. What are the different ways to define methods in JavaScript objects?
47. Explain the concept of memoization and its benefits.
48. What is the difference between “slice” and “splice” in JavaScript arrays?
49. What is the purpose of the “apply” and “call” methods in JavaScript?
50. Explain the concept of the event loop in JavaScript and how it handles asynchronous operations.
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How do analysts use SQL in a company?
SQL is every data analyst’s superpower! Here's how they use it in the real world:
Extract Data
Pull data from multiple tables to answer business questions.
Example:
SELECT name, revenue FROM sales WHERE region = 'North America';
(P.S. Avoid SELECT *—your future self (and the database) will thank you!)
Clean & Transform
Use SQL functions to clean raw data.
Think TRIM(), COALESCE(), CAST()—like giving data a fresh haircut.
Summarize & Analyze
Group and aggregate to spot trends and patterns.
GROUP BY, SUM(), AVG() – your best friends for quick insights.
Build Dashboards
Feed SQL queries into Power BI, Tableau, or Excel to create visual stories that make data talk.
Run A/B Tests
Evaluate product changes and campaigns by comparing user groups.
SQL makes sure your decisions are backed by data, not just gut feeling.
Use Views & CTEs
Simplify complex queries with Views and Common Table Expressions.
Clean, reusable, and boss-approved.
Drive Decisions
SQL powers decisions across Marketing, Product, Sales, and Finance.
When someone asks “What’s working?”—you’ve got the answers.
And remember: write smart queries, not lazy ones. Say no to SELECT * unless you really mean it!
Hit ♥️ if you want me to share more real-world examples to make data analytics easier to understand!
Share with credits: https://t.me/sqlspecialist
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