Class 13 | Support Vector Machine (SVM) Explained from Scratch | Math to Python Implementation

Support Vector Machine (SVM) from Scratch in Bangla | Math to Python Implementation | ML Classification

এই ভিডিওতে আমরা Support Vector Machine (SVM) একদম গাণিতিক ভিত্তি (Mathematical Intuition) থেকে শুরু করে Python ব্যবহার করে scratch থেকে সম্পূর্ণ implementation করেছি — scikit-learn ছাড়াই।

📌 আপনি শিখবেন:

SVM Algorithm কীভাবে কাজ করে

Margin, Support Vector ও Decision Boundary এর mathematical intuition

Python দিয়ে SVM model build, train ও test

Classification problem solve করার complete real-life workflow

সবকিছু step-by-step বাংলায়, beginners ও job aspirants দের জন্য সহজভাবে ব্যাখ্যা করা হয়েছে।

এই ভিডিওটি শেষ করলে আপনি Data Science & Machine Learning Job Market-এ অত্যন্ত গুরুত্বপূর্ণ একটি Core Classification Skill অর্জন করবেন - যা
✅ Academic
✅ Freelancing
✅ Industry Project
সব জায়গাতেই ব্যবহার করা যায়।

📌 What you will learn in this video:

✅ Support Vector Machine (SVM) Explained from Scratch (Bangla)
✅ SVM Mathematical Intuition (Margin, Hyperplane & Support Vectors)
✅ Python দিয়ে SVM Implementation (Without scikit-learn)
✅ Training & Test Data Prediction
✅ Decision Boundary Visualization
✅ Classification Result & Accuracy Analysis
✅ Real-Life Machine Learning Classification Workflow
✅ Data Science & Machine Learning Job-Oriented Skill (Bangla)

🚀 Why should you watch this SVM tutorial?

📌 Complete SVM Tutorial: Math → Algorithm → Python Code
📌 Perfect for Students, Beginners & Job Seekers
📌 Strong foundation for ML Interviews & Projects
📌 Useful for Freelancing, Thesis & Academic Research
📌 Learn Python + Machine Learning + Data Visualization together

🎓 Required Lectures (Highly Recommended):

▶️ Linear Regression from Scratch – Part 1: https://youtu.be/1EYsq2Sa80A
▶️ Linear Regression from Scratch – Part 2: https://youtu.be/DlxD0SXEXJQ
▶️ Support Vector Machine using Scikit-Learn: https://www.youtube.com/watch?v=BkX6adEzDlQ&list=PLUqLLh-jACu-DvVxq2LK-LN_ElV_zUhnA&index=12

📌 Explore More Playlists:
▶️ Python Full Course (Bangla)
https://www.youtube.com/playlist?list=PLUqLLh-jACu9MSs0jWckIxmJQyxK3DnGD
▶️ Pandas Tutorial in Bangla
https://www.youtube.com/playlist?list=PLUqLLh-jACu-FdsTWkvBWafZvrV58ILs0
▶️ NumPy in Bangla
https://www.youtube.com/playlist?list=PLUqLLh-jACu-FByxfOQbKfau2L4D7u-Qz
▶️ Machine Learning Projects
https://www.youtube.com/playlist?list=PLUqLLh-jACu8VvbzmgbqiUAI568lej0N2
▶️ Data Science Full Playlist
https://youtube.com/playlist?list=PLUqLLh-jACu-DvVxq2LK-LN_ElV_zUhnA

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Видео Class 13 | Support Vector Machine (SVM) Explained from Scratch | Math to Python Implementation канала Data Science in Bangla with Dr. MS Rahman