Deep Learning - IIT Ropar Week 4 || NPTEL ANSWERS 2025

Описание: Deep Learning - IIT Ropar Week 4 || NPTEL ANSWERS 2025 #nptel #nptel2025 || NPTEL 2025 #myswayam

📝 YouTube Description:
🧠 Course: Deep Learning – Week 4 Assignment Answers
📅 Session: July – October 2025
👨‍🏫 Instructors: Prof. Mitesh M. Khapra (IIT Madras) & Prof. Sudarshan Iyengar (IIT Ropar)
📘 Course Code: NOC25-CS106
🗓️ Exam Date: 25 October 2025 (IST)

🎓 In this video, we provide Week 4 assignment answers for the NPTEL course Deep Learning, designed by top professors from IIT Madras and IIT Ropar. The course introduces you to the fundamentals of deep learning, architectures like CNNs, RNNs, Autoencoders, and training algorithms such as Adam, SGD, and RMSProp.

🔍 Topics Covered in the Course:

Perceptrons, MLPs, Backpropagation
Optimization Techniques (GD, Momentum, Adam, etc.)
PCA, Autoencoders & Regularization
CNN Architectures (LeNet, AlexNet, ResNet)
RNNs, LSTMs, GRUs, Attention Mechanism
Applications in Computer Vision & NLP
Vector Representations of Words (Word Embeddings)

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📝 Official Course Link:
👉 https://onlinecourses.nptel.ac.in/noc...

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Machine Learning & AI Enthusiasts
UG/PG/PhD Computer Science Students
Professionals preparing for ML/AI roles
GATE/NET/PhD aspirants

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