Deep Learning for Computer Vision Week 5 || NPTEL ANSWERS || MYSWAYAM

Описание: Deep Learning for Computer Vision Week 5 || NPTEL ANSWERS || MYSWAYAM #nptel #nptel2025 #myswayam

📝 YouTube Description:
📘 Course: Deep Learning for Computer Vision – Week 5
🎓 Instructor: Prof. Vineeth N. Balasubramanian (IIT Hyderabad)
📅 Course Duration: 21 Jul 2025 – 10 Oct 2025
📝 Exam Date: 25 Oct 2025
📚 Course Code: NOC25-CS93
🎯 Level: Undergraduate / Postgraduate
📌 Credit Points: 3
📘 NCrF Level: 4.5 – 8.0
📌 Language: English
👥 Intended Audience: UG/PG Students, Industry Professionals with ML/DL background

Welcome to the NPTEL 2025 ANSWERS Series | My Swayam Edition
This video covers Week 5 assignment answers and insights for “Deep Learning for Computer Vision” – an advanced course offered by IIT Hyderabad, taught by Prof. Vineeth N. Balasubramanian.

🚀 What you’ll learn in this course:
The course begins with the foundations of computer vision, moving into deep learning-based vision methods including CNNs, RNNs, Transformers, Vision-Language Models, GANs, Diffusion Models, and beyond. Designed for learners looking to master real-world AI applications in fields like healthcare, surveillance, autonomous driving, etc.

📘 Course Layout (Weekly Topics):

Week 1: Intro to CV, Image Representation, Convolution, Code Walkthroughs
Week 2: Visual Features, SIFT, Scale Space
Week 3: Neural Networks, Backpropagation
Week 4: CNNs for Image Classification
Week 5: VGG, ResNet, MobileNet, Visualizations
Week 6: Object Detection & Segmentation
Week 7: RNNs in Vision, LSTM, GRU
Week 8: Attention & Vision Transformers
Week 9: Vision Transformers – Detection & Segmentation
Week 10: Generative Models – GANs, VAEs
Week 11: Diffusion Models – DDPM, Classifier-Free
Week 12: Vision-Language Models – CLIP, BLIP, ChatGPT-Vision

📚 Key References:

Ian Goodfellow et al. – Deep Learning
Richard Szeliski – Computer Vision
Michael Nielsen – Neural Networks and Deep Learning
Simon Prince – Computer Vision: Models, Learning & Inference
PyTorch for programming assignments

📥 Assignment Link (Week 5)
👉 https://onlinecourses.nptel.ac.in/noc...

📩 Get Weekly Notes & Solutions PDF
👉 https://forms.gle/hZ3NsFDdJQz1BHd98

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📌 Tags & Hashtags
#DeepLearning #ComputerVision #NPTEL2025 #MySwayam #NPTELAnswers
#AI #DLforCV #VisionTransformers #DiffusionModels #IITHyderabad