Machine Learning Unit 2 One Shot aktu|Btech|3rd Year
Автор: EngiGenius AKTU
Загружено: 2025-12-05
Просмотров: 98
Описание:
https://drive.google.com/file/d/1183z...
In this video, we provide a ONE SHOT COMPLETE LECTURE of
🤖 MACHINE LEARNING – UNIT 2 for AKTU B.Tech 3rd Year students.
This lecture is specially designed for:
✅ AKTU exam preparation
✅ One shot revision
✅ Easy explanation of mathematical concepts
✅ Topics repeatedly asked in previous year exams
🔹 UNIT 2 TOPICS COVERED:
• Regression Techniques:
– Linear Regression
– Logistic Regression
• Bayesian Learning:
– Bayes Theorem
– Concept Learning
– Bayes Optimal Classifier
– Naïve Bayes Classifier
– Bayesian Belief Networks
– EM Algorithm
• Support Vector Machine (SVM):
– Introduction to SVM
– Hyperplane (Decision Surface)
– Margin Concept
– Kernel Functions:
• Linear Kernel
• Polynomial Kernel
• Gaussian (RBF) Kernel
– Properties of SVM
– Issues in SVM
📌 This ONE SHOT lecture is:
✔ Exam-oriented
✔ Conceptual + numerical focused
✔ Very important for 10–15 mark questions
🎯 Suitable for B.Tech CSE / IT 3rd Year students (AKTU).
📥 FREE NOTES are provided for this unit.
👉 LIKE 👍 | SHARE 📤 | SUBSCRIBE 🔔 for more AKTU-focused Machine Learning content.
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#AKTU
#MachineLearningUnit2
#AKTUBTech
#BTech3rdYear
#OneShotRevision
#AKTUExam
#EngineeringStudents
#Regression
#NaiveBayes
#SVM
#ExamPreparation
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