QGATE DA 2025 Solutions | AI | Bayesian Network | GATE Data science PYQ

Описание: GATE DA 2026 Course & Test Series
Visit: https://www.piyushwairale.com/

Have any questions? Join our telegram group https://t.me/piyushwairaleiit

Download The Android App: https://play.google.com/store/apps/de...

In this video we have discussed the GATE DA previous year questions based on Bayesian Network, Excat
**********************************************************************
Artificial Intelligence | GATE Data Science & AI Playlist:    • Artificial Intelligence | GATE Data Scienc...  
Database Management & Warehousing | GATE Data Science & AI Playlist
   • Database Management & Warehousing | GATE D...  

GATE DA 2024 paper Solutions (GATE Data Science and AI 2024 Solutions )#gatedasolution:
   • GATE DA 2024 paper Solutions (GATE Data Sc...  
************Description*****
Bayesian Network Inference: Variable Elimination, Gibbs Sampling & Rejection Sampling Explained | GATE PYQ

Confused about which inference algorithms in Bayesian Networks are exact or approximate? 🤔

In this video, we break down a classic GATE-style question on Bayesian Network inference methods. Learn the key differences between:

✅ Variable Elimination (Exact Inference)

🔁 Gibbs Sampling (Approximate Inference)

❌ Rejection Sampling (Approximate Inference)

💡 We analyze each option in detail:
(A) Is Variable Elimination approximate?
(B) Is Gibbs Sampling exact?
(C) How does Variable Elimination compute conditional probabilities?
(D) Is Rejection Sampling an approximate method?

📚 Topics Covered:

Exact vs Approximate Inference

Role of Variable Elimination

Sampling-based Inference Methods

GATE-level explanation with reasoning

🧠 Perfect for GATE Data Science, GATE CSE, UGC NET, and AI/ML enthusiasts!

🔔 Subscribe for more AI & Data Science PYQ solutions and conceptual clarity!

#GATE2025 #BayesianNetwork #InferenceAlgorithms #MachineLearning #GATEDA #ArtificialIntelligence #PYQSolution #GibbsSampling #VariableElimination #RejectionSampling #PiyushWairale
*******Social Media*******************************

Join My Telegram Group: https://t.me/piyushwairaleiit
Follow me on LinkedIn :   / piyush-wairale-13a2b478  
Instagram :   / piyushwairale  
If you have any doubts or suggestions, feel free to comment below.

#gatedatascience #gatedatasciene&AI
#gatedsai #gatedatasciencesyllabus
#datascienceandai #gateda2025 #gateda
#iitmadras #iitmadrasbsdegree Welcome to the official learning channel by Piyush Wairale

I am an AI Educator, Data Science Mentor, and Competitive Exam Trainer , specializing in GATE Data Science & Artificial Intelligence (GATE DA) , GATE Computer Science (GATE CSE) , and Banking & Regulatory Body IT Officer exams .

I have proudly served as:

Ex-Instructor for the IIT Madras BS Degree Program (IITM BS Degree)
Ex-Educator at Microsoft Learn , delivering national-level technical training
Ex-Educator at AWS Academy , mentoring students on cloud and industry-ready skills

With experience mentoring 20,000+ students*, my focus is on *concept clarity, exam relevance, and real-world applicability .

🎓 Exams & Programs Covered on This Channel

IIT Madras BS Degree (IITM BS Degree) – Academic & exam support
GATE Data Science and Artificial Intelligence (GATE DA)
GATE Computer Science (GATE CSE / Gate CS)
SEBI IT Officer Exam
SBI IT Officer & Bank SO IT Officer Exams
IBPS SO IT Officer Exam

---

📚 What You Will Learn Here

Complete GATE DA syllabus with a concepts-first approach
*GATE CSE / Gate Computer Science* core subjects & PYQs
*Machine Learning, Artificial Intelligence, Statistics & Probability*
*Python, SQL, Data Structures & Algorithms*
Exam-level MCQs for *GATE, PSU & Banking IT Officer exams*
Career guidance for *PSUs, Banks, and Regulatory Bodies*

Each video is designed to help you:
✔ Strengthen fundamentals
✔ Decode exam patterns
✔ Solve questions confidently
✔ Prepare smartly with limited time

---

🌐 Learning Resources

📘 Courses, Notes & Test Series: *piyushwairale.com*
🎯 Targeted preparation for *GATE DA 2026 / 2027 / 2028*
💼 Skill-based learning aligned with *industry & cloud platforms*

---

📢 Stay Connected

If this video adds value:

👍 Like
💬 Comment your doubts
🔔 Subscribe & follow for regular updates on *IIT Madras BS Degree**, **GATE DA**, **GATE CSE**, and **IT Officer exams*

Let’s prepare with clarity, confidence, and concepts 🚀
#IITMadrasBSDegree
#IITMBS
#IITMBSProgram
#MicrosoftLearn
#AWSAcademy
#GATEDataScience
#GATEDA
#GATEAI
#GATEComputerScience
#GATECSE
#GateCS
#SEBIITOfficer
#SBIITOfficer
#IBPSSOITOfficer
#BankSOITOfficer
#ITOfficerExams
#DataSciencePreparation
#AIForGATE
#PSUExams
#CompetitiveExamsIndia