Скачать или смотреть DEEP LEARNING 🔥🔥 | MOST IMPORTANT QUESTIONS | PYQ'S | BTECH AKTU 4TH YEAR

This video covers all the most important questions from the subject Deep Learning for AKTU B.Tech 4th Year Semester Examination 2025–2026. The questions have been selected from all units (Unit 1 to Unit 5), including high-weightage topics frequently asked in exams.

In this video, we explain:

Unit 1 Important Questions →
→ Applications of Machine Learning
→ Difference between Deep vs Shallow Network
→ Perceptron vs SVM
→ Neural Network Training: Loss Function, Backpropagation & SGD
→ Linear Models: Perceptron, SVM, Logistic Regression
→ Neural Networks as Universal Function Approximators


DEEP LEARNING IMP

Unit 2 Important Questions →
→ CNN Architecture
→ VC Dimension & Generalization
→ History of Deep Learning
→ CNN vs ANN for Image Classification
→ GAN and Types of GANs
→ Semi-Supervised Learning vs Supervised vs Unsupervised
→ Batch Normalization Purpose


DEEP LEARNING IMP

Unit 3 Important Questions →
→ PCA vs RNN
→ AlexNet, VGG, Inception, ResNet
→ Manifold Learning
→ Skip Connections in ResNet
→ CNN Training Techniques
→ Autoencoder Architecture + PCA Comparison
→ Metric Learning


DEEP LEARNING IMP

Unit 4 Important Questions →
→ Generalization + Dropout + Weight Regularization
→ LSTM & Applications
→ Optimization Issues in Deep Learning
→ RNN Language Models
→ Relation between AI & Neuroscience
→ GD vs SGD


DEEP LEARNING IMP

Unit 5 Important Questions →
→ Image Captioning
→ WaveNet Audio Generation
→ Word2Vec Role in NLP
→ Face Recognition Privacy Issues
→ Joint Detection & Captioning using Attention


DEEP LEARNING IMP

This video is perfect for:
→ AKTU B.Tech 4th year students
→ Deep Learning exam preparation
→ 55+ marks scoring strategy
→ Study revision before university exams


Deep Learning PYQs for AKTU B.Tech 4th Year Semester Exam 2025–2026 with all five units covered. Score 55+ easily.

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