Amazon Stock Forecasting with LSTM

A deep-learning notebook that forecasts Amazon’s (AMZN) closing price with an LSTM built in PyTorch.

Each training example is a sliding window of the previous seven closing prices, scaled to the range −1 to 1, and the network learns to predict the next day’s close. Training runs in mini-batches through a custom PyTorch Dataset and DataLoader.