DMBI | Naive Bayes | Apriori | Confusion Matrix | Binning | Sem 6 IT Mumbai University PYQ Dec 2024

Описание: In this video, I have solved Mumbai University Sem 6 Information Technology PYQ (December 2024) step-by-step with detailed explanation.

✅ Topics Covered:

Naive Bayes Classification (Numerical + Categorical)

Apriori Algorithm (Frequent Itemset & Association Rules)

Confusion Matrix (Accuracy, Precision, Recall Calculation)

Data Smoothing & Binning (Equal Frequency, Mean, Boundary)

This video is specially helpful for:
✔️ Sem 6 IT students
✔️ Mumbai University exam preparation
✔️ Data Mining & Business Intelligence (DMBI)
✔️ Last-minute revision before exams

I have explained every concept clearly so that you can understand logic + exam presentation format.

If you are preparing for MU exams, make sure to watch till the end and revise properly.

📌 Like, Share & Subscribe for more PYQ solutions and placement preparation content.


🧠 Questions Covered in This Video (With Explanation & Steps)

⏱️ 00:00 – Introduction

⏱️ 00:57 – Confusion Matrix Concepts

⏱️ 06:15 – Confusion Matrix (Accuracy, Precision & Recall)
⏱️ 10:16 – Apriori Algorithm (Frequent Itemset + Strong Rules)
⏱️ 21:52 – Naïve Bayes Classification
Homeowner: No, Marital Status: Married, Job Experience: 3
⏱️ 34:05 – Data Preprocessing (Equal Frequency Binning)

Partition data into equal frequency bins

Smoothing by Bin Means

Smoothing by Bin Boundaries

Fully solved numerical example



🎯 Why This Video is Important?

✔️ PYQ from Mumbai University Dec 2024
✔️ Simple explanation for exams
✔️ Perfect for last-minute revision
✔️ Helpful for IT Sem 6 students

---

📌 More Help for You

🔹 Complete DMBI PYQ Playlist (2023–2024) available on the channel
🔹 All varieties of numerical & theory questions covered
🔹 Step-by-step solutions for easy writing in exams

---

💬 If this video helps you:

👍 Like the video
📌 Subscribe for more Mumbai University PYQ solutions

🔖 Hashtags

#DataMining
#BusinessIntelligence
#DMBI
#MumbaiUniversity
#Sem6IT
#ITEngineering
#PYQ
#Dec2024Exam
#NaiveBayes
#ConfusionMatrix
#AccuracyPrecisionRecall
#DataPreprocessing
#Binning
#EngineeringExams
#ExamPreparation
#apriori