CLASSIFICATION SET-2|C4.5, KNN, Naive Bayes|Deep Understanding with Numerical Examples&Case Studies

CLASSIFICATION SET-2 | C4.5, KNN, Naive Bayes | Deep Understanding with Numerical Examples & Case Studies | Skilldux Courses Unlock the power of Classification Algorithms with this in-depth session from Skilldux Courses! In this SET-2 tutorial, we dive deep into three major classification techniques: 🔹 C4.5 Algorithm 🔹 K-Nearest Neighbors (KNN) 🔹 Naive Bayes Classifier Learn each algorithm with clear explanations, numerical examples, case studies, and visual interpretation. This session is perfect for Data Science, Machine Learning, AI, and Analytics learners who want strong conceptual clarity + practical understanding. Whether you are preparing for placements, interviews, or academic projects, this video will strengthen your fundamentals and help you apply classification algorithms confidently. 📌 What You Will Learn ✔ What is Classification? ✔ How C4.5 algorithm works ✔ Entropy, Information Gain & Gain Ratio with examples ✔ Step-by-step KNN numerical example ✔ Naive Bayes probability calculation ✔ Real-world case studies ✔ When to use which classifier? ✔ Advantages & limitations of each algorithm 🎓 About Skilldux Courses Skilldux Courses provides high-quality, practical learning programs in AI, Data Science, Cybersecurity, Robotics, Cloud Computing, and Engineering domains for students and professionals across the world. Join our community and boost your career through professional, project-based learning! 🔔 Don’t Forget To: 👍 Like 💬 Comment your doubts 📌 Share 🔔 Subscribe for more educational content 🏷️ Tags classification algorithms, c4.5 algorithm, c4.5 decision tree, knn machine learning, knn example, naive bayes classifier, naive bayes explanation, skilldux courses, skilldux ml tutorial, decision tree ml, supervised learning tutorial, data science for beginners, machine learning beginners, entropy information gain, gain ratio, ml numerical examples, case study machine learning, ml interview preparation, data mining algorithms, classification examples, predictive analytics tutorial, machine learning lecture, engineering courses online, ai learning platform, data science concepts, machine learning tamil, ml step by step, machine learning students, ai case studies, machine learning education 🔥 Hashtags #SkillduxCourses #ClassificationAlgorithms #C45 #KNN #NaiveBayes #MachineLearning #DataScience #SupervisedLearning #MLAlgorithms #DecisionTree #Entropy #InformationGain #GainRatio #NumericalExamples #CaseStudy #AItraining #DataMining #MLTutorial #DeepLearningBasics #DataScienceEducation #AIforStudents #LearnMachineLearning #MLForBeginners #TechEducation #EngineeringCourses #PredictiveAnalytics #StudentLearning #MLConcepts #EdTechIndia #SkillDevelopment ❓ Frequently Asked Questions (FAQ) 1. What is the difference between C4.5 and ID3? 2. Which classification algorithm is best for beginners? 3. Is Naive Bayes accurate even though it assumes independence? 4. When should I use KNN instead of C4.5? 5. Does Skilldux Courses provide certification? Contact us: Mail: [email protected] Call/Whatsapp: 7418056222 Location: Skilldux Edutech Private Limited, Nagercoil, Tamil Nadu, India. Website: www.skilldux.com