Machine Learning and Deep Learning – Fundamentals and Applications Week 4 || #nptel #myswayam
Machine Learning and Deep Learning - Fundamentals and Applications Week 4 || #nptel #myswayam
📝 YouTube Description:
📘 Course: Machine Learning and Deep Learning – Fundamentals and Applications (Week 4)
👨🏫 Instructor: Prof. M. K. Bhuyan | IIT Guwahati
📅 Course Duration: 21 Jul 2025 – 10 Oct 2025
📝 Exam Date: 02 Nov 2025
🎓 Level: UG/PG/PhD | 💡 Credits: 3
📚 Category: ML, DL, ECE, CS, Signal Processing
📌 Course Code: NOC25-EE181
🎯 This video presents NPTEL Assignment Answers for Week 4 of Machine Learning and Deep Learning: Fundamentals and Applications, offered via SWAYAM-NPTEL.
The course is led by Prof. M. K. Bhuyan (Dean of IPM at IIT Guwahati), an award-winning expert in AI, HCI, CV, and Biomedical Signal Processing.
🔗 Assignment Link:
👉 https://onlinecourses.nptel.ac.in/noc25_ee181/unit?unit=45&assessment=195
📁 Download All Week Answer PDFs (Free):
👉 https://forms.gle/hZ3NsFDdJQz1BHd98
💡 What You’ll Learn:
Machine Learning basics: Regression, Classification, Bayesian Theory
Deep Learning models: CNN, RNN, GANs, Autoencoders, Attention
Clustering, Dimensionality Reduction (PCA, LDA)
Neural networks: Perceptron to ResNet, U-Net, AlexNet, etc.
Applications in real-world scenarios using modern DL frameworks
📌 Who Should Watch:
BTech, MTech, MSc, PhD Students in CS, ECE, EE
AI/ML beginners and industry professionals
UPSC aspirants choosing ML/AI topics for essays or interviews
Enthusiasts preparing for careers in Data Science & AI startups
📚 Recommended Books:
Ian Goodfellow – Deep Learning
Bishop – Pattern Recognition and Machine Learning
E. Alpaydin – Introduction to Machine Learning
M.K. Bhuyan – Computer Vision and Image Processing (CRC Press, 2019)
👨🏫 About the Instructor – Prof. M. K. Bhuyan:
Professor, Dept. of EEE, IIT Guwahati
Fulbright Scholar | Dean of Infrastructure, IITG
Visiting Professor – Chubu University, Japan
27+ years of teaching, research & industry experience
National Award Recipient for Technological Innovation (2012)
More Info:
🌐 http://www.iitg.ac.in/mkb
🌐 http://www.cvl.cs.chubu.ac.jp/member/2022/index-e.html
📲 Join the NPTEL Answer & Discussion Community:
💬 WhatsApp Group:
👉 https://whatsapp.com/channel/0029Vb6GBpe5kg6xeDLAEj2P
📢 Telegram Channel:
👉 https://t.me/+T1eT6JLPsSNkZWNl
📸 Instagram:
👉 https://www.instagram.com/my_swayam
🔖 Hashtags
#MachineLearning #DeepLearning #NPTELAnswers #NPTEL2025 #MySwayam #IITGuwahati #ProfMKBhuyan #NeuralNetworks #CNN #AI #AssignmentSolutions
Machine Learning and Deep Learning – Fundamentals and Applications Week 4 || #nptel #myswayam
📝 YouTube Description:
📘 Course: Machine Learning and Deep Learning – Fundamentals and Applications (Week 4)
👨🏫 Instructor: Prof. M. K. Bhuyan | IIT Guwahati
📅 Course Duration: 21 Jul 2025 – 10 Oct 2025
📝 Exam Date: 02 Nov 2025
🎓 Level: UG/PG/PhD | 💡 Credits: 3
📚 Category: ML, DL, ECE, CS, Signal Processing
📌 Course Code: NOC25-EE181
🎯 This video presents NPTEL Assignment Answers for Week 4 of Machine Learning and Deep Learning: Fundamentals and Applications, offered via SWAYAM-NPTEL.
The course is led by Prof. M. K. Bhuyan (Dean of IPM at IIT Guwahati), an award-winning expert in AI, HCI, CV, and Biomedical Signal Processing.
🔗 Assignment Link:
👉 https://onlinecourses.nptel.ac.in/noc25_ee181/unit?unit=45&assessment=195
📁 Download All Week Answer PDFs (Free):
👉 https://forms.gle/hZ3NsFDdJQz1BHd98
💡 What You’ll Learn:
Machine Learning basics: Regression, Classification, Bayesian Theory
Deep Learning models: CNN, RNN, GANs, Autoencoders, Attention
Clustering, Dimensionality Reduction (PCA, LDA)
Neural networks: Perceptron to ResNet, U-Net, AlexNet, etc.
Applications in real-world scenarios using modern DL frameworks
📌 Who Should Watch:
BTech, MTech, MSc, PhD Students in CS, ECE, EE
AI/ML beginners and industry professionals
UPSC aspirants choosing ML/AI topics for essays or interviews
Enthusiasts preparing for careers in Data Science & AI startups
📚 Recommended Books:
Ian Goodfellow – Deep Learning
Bishop – Pattern Recognition and Machine Learning
E. Alpaydin – Introduction to Machine Learning
M.K. Bhuyan – Computer Vision and Image Processing (CRC Press, 2019)
👨🏫 About the Instructor – Prof. M. K. Bhuyan:
Professor, Dept. of EEE, IIT Guwahati
Fulbright Scholar | Dean of Infrastructure, IITG
Visiting Professor – Chubu University, Japan
27+ years of teaching, research & industry experience
National Award Recipient for Technological Innovation (2012)
More Info:
🌐 http://www.iitg.ac.in/mkb
🌐 http://www.cvl.cs.chubu.ac.jp/member/2022/index-e.html
📲 Join the NPTEL Answer & Discussion Community:
💬 WhatsApp Group:
👉 https://whatsapp.com/channel/0029Vb6GBpe5kg6xeDLAEj2P
📢 Telegram Channel:
👉 https://t.me/+T1eT6JLPsSNkZWNl
📸 Instagram:
👉 https://www.instagram.com/my_swayam
🔖 Hashtags
#MachineLearning #DeepLearning #NPTELAnswers #NPTEL2025 #MySwayam #IITGuwahati #ProfMKBhuyan #NeuralNetworks #CNN #AI #AssignmentSolutions
