Deep Learning Notes (BAI701)

📘 Subject: Deep Learning
📌 Subject Code: BAI701
📚 Program: B.Tech Artificial Intelligence & Data Science (AKTU)
📅 Session: 2025-26

📖 Description:
This subject covers fundamental and advanced concepts of Deep Learning including neural networks, backpropagation, CNN, RNN, LSTM and real-world AI applications.

📚 Key Topics:
• Introduction to Machine Learning & Neural Networks
• Deep Neural Networks & Backpropagation
• Convolutional Neural Networks (CNN)
• Generative Adversarial Networks (GAN)
• Dimensionality Reduction (PCA, Autoencoders)
• Recurrent Neural Networks (RNN, LSTM)
• Optimization & Generalization
• Real-world Case Studies (Image, NLP, Face Recognition)

📥 Download Full Syllabus:
👉 https://drive.google.com/your-link-here

📌 Note:
This syllabus is based on AKTU official curriculum.