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๐Ÿ“Œ Machine Learning Basics: Classification
Hello everyone ๐Ÿ‘‹
Today I want to share one of the core concepts of Machine Learning โ€” Classification.
๐Ÿ”น What is Classification?
Classification is a type of supervised learning where the goal is to predict a category (label) instead of a number.
The model learns from labeled data and uses that knowledge to classify new, unseen data.
๐Ÿ”น Common Examples
* Email โ†’ Spam or Not Spam
* Tumor โ†’ Malignant or Benign
* Transaction โ†’ Fraud or Normal
* Student result โ†’ Pass or Fail

๐Ÿ”น Binary Classification
Most beginner problems are binary classification, meaning there are only two possible outcomes:
* Yes / No
* True / False
* Positive / Negative
* 1 / 0

In ML:
* 1 usually represents the positive class
* 0 represents the negative class

Example:
Malignant โ†’ 1
Benign โ†’ 0
๐Ÿ”น Why Classification Matters
Classification is widely used in:
* Healthcare ๐Ÿฅ
* Cybersecurity ๐Ÿ”
* Finance ๐Ÿ’ณ
* Email filtering ๐Ÿ“ง
* Image & text recognition ๐Ÿค–
๐Ÿ‘2
Forwarded from Merryโ€™s Thought
Sometimes we wonder why things donโ€™t happen instantly, but maybe the waiting is where life finds its meaning

I am open for new perspectives but how I see it is some of the things we once wished and prayed for have already happened. And that becomes hope that the other things we still are dreaming of will happen too.

The things we have now were once far from a distance. And the things that still feel far away are just waiting for their right time.

In between, we are being built. Built to understand. Built to experience. Built to grow into the kind of person who can truly appreciate having something we once wished for.

And the things we are praying for now, they are also waiting for their own time. While we wait, we grow. While we wait, we become.
โค3
โ€œDear AI, we live together. If you fall, we fall too. Without you, we are just code.โ€
๐Ÿ˜Harvard University just released free online courses.
No payment is required.

Here are 12 courses you don't want to miss in 2025:

1. Artificial Intelligence in Business:
https://t.co/irFfEstg0P

2. Data Science: Machine Learning:
https://t.co/o2knJrIVe4

3. CS50 Introduction to Computer Science for Business Professionals:
https://t.co/k6uwSb3Nsd

4. Introduction to data science with Python:
https://t.co/UuyRkUJSYV

5. CS50 course to understand technology :
https://t.co/CsWW1vn3b0

6. Explore the basics of Python in Harvardโ€™s CS50 course :
https://t.co/dvgQN7axop

7. Introduction to Development Learn practical lessons in developing 2D and 3D interactive games:
https://t.co/rKPpbgFRJZ

8. Web programming using Python and JavaScript :
https://t.co/W4XZH0BvEL

9. Use React Native for mobile app development :
https://t.co/ZVqk56N0lV

10. Introduction to artificial intelligence in CS50 using Python :
https://t.co/8zWHvi5kry

11. Introduction to CS50 programming using Scratch :
https://t.co/L1wbhAocmV

12. Introduction to computer science :
https://t.co/UI3AKLP3pu
Jessica, co-founder and CEO of Sol, shares her journey from being the youngest quantitative researcher at a major hedge fund to leading a startup focused on agentic process automation. Sol is an AI-driven platform designed to automate critical and operational workflows for enterprises much more efficiently than traditional Robotic Process Automation (RPA) tools. She is 22 years old btw๐Ÿซก YouTube
Forwarded from Natyiu
X has been a real blessing for me. Just finished a call with a big crypto company founder to talk about a possible design project for the companyโ€ฆ dudeโ€™s net worth was $2.2Billion in 2022 ๐Ÿ˜ญ And the crazy part? He DMed me on X after seeing my post.

Moral of the story: just post your work, guys. You never know whoโ€™s watching.

@natyiu0
This secret Github Repo has helped 1000+ peoples to join top companies ๐Ÿ‘‡

https://github.com/liquidslr/leetcode-company-wise-problems
MIT just dropped its full Generative AI course online free for everyone. ๐Ÿ‘‡

https://www.youtube.com/playlist?list=PLXV9Vh2jYcjbnv67sXNDJiO8MWLA3ZJKR
๐ŸŽฏ 7 YouTube Courses = 4 Years Degree๐Ÿ‘‡

1/ N8N Full Course 6 Hours: https://youtu.be/2GZ2SNXWK-c?si=C1DRnvxBqNBdW5Vp

2/ The EASIEST Way to Build & Publish Mobile Apps Using Al (Anything + ChatGPT): https://youtu.be/LLjy46X9rJE?si=M5dxuW5yHLzlluK2

3/ ChatGPT Tutorial 2025: How to Use ChatGPT - Beginner to Pro!: https://youtu.be/zqVtHYFYQY8?si=ScN5YhJetg37EBIa

4/ How to Build & Sell Al Agents: Ultimate Beginner's Guide: https://youtu.be/w0H1-b044KY?si=J5ko8ovDSmzTvmbG

5/ FREE 8 Hour Copywriting Course For Beginners | $0-$10k/mo In 90 Days: https://youtu.be/OC0nBt3nuDg?si=h5IDlefnHmNB5Iig

6/ Improve Your Communication Skills with This! | John Maxwell: https://youtu.be/S0mbgU239ao?si=X3P-EKMXmCSNAab7

7/ How to Sell Better than 99% Of People (4 HOUR ULTIMATE GUIDE): https://youtu.be/JE2_7elAcxM?si=oVFqZkotLmCTw5hU
7 Coding Websites that feel illegal to know ๐Ÿ‘‡

1. overapi.com : Collection of all programming languages cheat sheets
2. roadmap.sh : Provides roadmaps for learning technologies
3. replit.com : Code from anywhere
4. resumeworded.com : Improve your resume
5. ray.so : Turn code into beautiful images
6. codepen.io : The best place to build, test, and discover front-end code.
7. web.dev : Best web performance tips

React โค๏ธ for more such content
โค1
Forwarded from Natyiu
We all start somewhere

@natyiu0
Free courses by META with certificates ๐Ÿ‘‡

1. Front-End Development
https://tinyurl.com/mukmnay2

2. Programming in Python
https://tinyurl.com/5hfv55nv

3. Full-Stack Development
https://tinyurl.com/ruxj8y2b

4. Backend Development
https://tinyurl.com/2dyu9bze

5. iOS Development
https://tinyurl.com/ycy382t3
17 leetcode patterns.pdf
982.1 KB
17 leetcode patterns
๐Ÿ‘1
๐Ÿš€ Python projects to add in your resume๐Ÿ‘‡

1. Face Recognition Python Project | Face Detection Using OpenCV Python - Complete Tutorial
Link : https://youtu.be/JZZr0PjZsIk?si=acgVW-b6lwhSnjvC

2. How to make Jarvis in Python | voice assistant
Link : https://youtu.be/xXoRzoFH5r8?si=2S6JSDimkRaGuiQK

3. Python Chatbot Tutorial | How to Create Chatbot Using Python
Link : https://youtu.be/t933Gh5fNrc?si=pzLc_xeFZ9MGIEvX

4. Mini Project in Python | Python for Beginners
Link : https://youtu.be/y_I2YOP91Is?si=vy_oioVjrEScCL_e

5. Grocery Store Application - 1. Overview | Python project tutorial
Link : https://youtu.be/IuHglKUFZtI?si=z4FZiGSXlFik13Ge

Happy learning โค๏ธ

React โค๏ธ for more
Applications are now OPEN โ€” Backend Engineering Program

After receiving 150+ YES votes, Iโ€™m opening applications for a limited-seat, live backend engineering cohort.

This is a selection-based program, not open enrollment.

Apply only if you are serious about:

understanding how backend systems really work

building production-grade systems

committing live session 3 days a week for 12 weeks



Apply using the form below ๐Ÿ‘‡
https://docs.google.com/forms/d/e/1FAIpQLSexm3pFtFWRV-UeZRPlK8Z2RgKugdriERjo7ffZQiLw3YiS6A/viewform?usp=header
๐Ÿš€ Master Data Analytics by watching these 5 videos ๐Ÿ‘‡

1. Power BI Full Course in 6 Hours | Learn Power BI for Beginners with Project - 2025 Edition
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2. MS Excel Full Course in Hindi | Basic to Advanced | Learn Excel in Just 3 Hours
Link : https://youtu.be/Kjz_DDO4Fzs?si=Sjb1nQnbITgZKHCY

3. Pandas for Data Analysis In Python | Sagar Chouksey | Part-1
Link : https://youtu.be/qrMnoY8qBJM?si=t9xZ3svNQi7u35I-

4. Data Analytics FULL Course for Beginners to Pro in 29 HOURS - 2025 Edition
Link : https://youtu.be/VaSjiJMrq24?si=cPu3B0j80FHUS027

5. Statistics For Data Analytics | Complete Syllabus | Data Science | Statistics Tutorial | Part 1
Link : https://youtu.be/o7WkGYIPUM8?si=rpLe5xneLYQXNMbw
Free AI Course from Google: https://ai.google/education/

Free Python IBM course with Certificate: https://cognitiveclass.ai/courses/python-for-data-science

Thank you, friends. Happy Learning!๐Ÿง 
The average tuition fee of Harvard is $52,659 per year!

But here's some good news...

Harvard University is offering FREE online courses (No application or Fee is required) ๐Ÿ‘‡

1. ๐—œ๐—ป๐˜๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜๐—ถ๐—ผ๐—ป ๐˜๐—ผ ๐—–๐—ผ๐—บ๐—ฝ๐˜‚๐˜๐—ฒ๐—ฟ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ

An entry level course, introduction to the intellectual enterprises of computer science and the art of programming.

๐Ÿ”—https://lnkd.in/dG3sXeyM

2. ๐—ช๐—ฒ๐—ฏ ๐—ฃ๐—ฟ๐—ผ๐—ด๐—ฟ๐—ฎ๐—บ๐—บ๐—ถ๐—ป๐—ด ๐˜„๐—ถ๐˜๐—ต ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป ๐—ฎ๐—ป๐—ฑ ๐—๐—ฎ๐˜ƒ๐—ฎ๐—ฆ๐—ฐ๐—ฟ๐—ถ๐—ฝ๐˜

This course dives more deeply into the design and implementation of web apps with Python, JavaScript, and SQL.

๐Ÿ”—https://lnkd.in/d-xJNchj

3. ๐— ๐—ผ๐—ฏ๐—ถ๐—น๐—ฒ ๐—”๐—ฝ๐—ฝ ๐——๐—ฒ๐˜ƒ๐—ฒ๐—น๐—ผ๐—ฝ๐—บ๐—ฒ๐—ป๐˜ ๐˜„๐—ถ๐˜๐—ต ๐—ฅ๐—ฒ๐—ฎ๐—ฐ๐˜ ๐—ก๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ

React Native is a popular framework by Facebook that enables cross-platform native apps using JavaScript.

๐Ÿ”— https://lnkd.in/dqA53axW

4. ๐—œ๐—ป๐˜๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜๐—ถ๐—ผ๐—ป ๐˜๐—ผ ๐—š๐—ฎ๐—บ๐—ฒ ๐——๐—ฒ๐˜ƒ๐—ฒ๐—น๐—ผ๐—ฝ๐—บ๐—ฒ๐—ป๐˜

Learn to develop 2D and 3D interactive games in this course, as you explore the design of games such as Super Mario Bros., Pokรฉmon, Angry Birds, and more.

๐Ÿ”— https://lnkd.in/dVYmfSDJ

5. ๐—œ๐—ป๐˜๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜๐—ถ๐—ผ๐—ป ๐˜๐—ผ ๐—”๐—œ ๐˜„๐—ถ๐˜๐—ต ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป

Learn to use machine learning in Python in this introductory course on artificial intelligence.

๐Ÿ”— https://lnkd.in/dwtEvNWm

That's all folks!