This repository provides Jupyter Notebook-based tutorials for learning deep learning concepts from scratch. It covers multilayer perceptrons, convolutional neural networks, recurrent neural networks (including LSTM and GRU), and autoencoders, progressing from basic to advanced topics. The materials use Keras with TensorFlow as the backend and are designed for educational purposes.