Recurrent Neural Network

📘 Deep Learning Notes – Recurrent Neural Networks (RNN)

Master one of the most important topics in deep learning with these clear, exam-ready notes on Recurrent Neural Networks (RNNs). This PDF is designed for students who want quick understanding + strong concepts + revision support.

🔍 What’s Inside:

• Introduction to Recurrent Neural Networks (RNNs)

• Sequence learning problems explained with examples

• Unfolding computational graphs (step-by-step understanding)

• RNN architecture and working

• Forward propagation & equations

• Backpropagation Through Time (BPTT)

• Vanishing & Exploding Gradient problems

• Solutions like LSTM and advanced techniques

• Truncated BPTT (TBPTT) explained

• LSTM architecture & gates (input, forget, output)