Lec-40: Support Vector Machines (SVMs) | Machine Learning

Опубликовано: 28 Июль 2026
на канале: Gate Smashers
417,824
6.3k

Support Vector Machines (SVMs) are one of the most powerful tools in a Machine Learning — but they can also feel a little intimidating at first. In this video, Varun sir will break down the concept of SVMs in a simple, beginner-friendly way so you can understand how they work and why they’re so effective in classification problems.
--------------------------------------------------------------------------------------------------------------------------------------
Timestamps:
00:00 - Introduction of SVMs
01:15 - Hyperplane
04:52 - Support Vectors
04:57 - Margin
08:20 - Hard and Soft Margin
09:30 - Kernel function
--------------------------------------------------------------------------------------------------------------------------------------
🔹 Gate Smashers Shorts:
Watch quick concepts & short videos here:
   / @gatesmashersshorts  

🔹 Subscribe for more shorts and motivational content:
   / @varunainashots  

► Machine Learning Complete playlist:    • Machine Learning  

Subject-wise playlist Links:
--------------------------------------------------------------------------------------------------------------------------------------
►Design and Analysis of algorithms (DAA):
   • Design and Analysis of algorithms (DAA)  
►Software Engineering (Complete Playlist):
   • Software Engineering  
►Database Management System:
   • DBMS (Database Management system) Complete...  
►Cloud Computing:
   • Cloud Computing (Complete Course)  
► Theory of Computation
   • TOC(Theory of Computation)  
►Artificial Intelligence:
   • Artificial Intelligence (Complete Playlist)  
►Computer Networks (Complete Playlist):
   • Computer Networks (Complete Playlist)  
►Operating System:
   • Operating System (Complete Playlist)  
►Structured Query Language (SQL):
   • Structured Query Language (SQL)  
►Discrete Mathematics:
   • Discrete Mathematics  
►Compiler Design:
   • Compiler Design (Complete Playlist)  
►Number System:
   • Number system  
►Programming in C :
   • C Programming  
►Data Structure:
   • Data Structure  
►Computer Architecture :
   • Computer Organization and Architecture (Co...  
►Graph Theory (Complete Playlist):
   • Graph Theory  
►Digital Logic:
   • Digital Logic (Complete Playlist)  

---------------------------------------------------------------------------------------------------------------------------------------
Our social media Links:
► Subscribe to us on YouTube:    / gatesmashers  
►Subscribe to our new channel:    / @varunainashots  
► Like our page on Facebook:   / gatesmashers  
► Follow us on Instagram:   / gate.smashers  
► Follow us on Instagram:   / varunainashots  
► Follow us on Telegram: https://t.me/gatesmashersofficial
► Follow us on Threads: https://www.threads.net/@gate.smashers
--------------------------------------------------------------------------------------------------------------------------------------
►For Any Query, Suggestion or notes contribution:
Email us at: [email protected]