Using Datasets: Tutorials

FDD Massive MIMO: Infer Downlink CSI from Uplink CSI

Use the uplink channel state information available at the base station to predict the downlink channel at a different frequency band.

Deep Learning-Based AoA Estimation

Train a neural network to perform angle of arrival estimation and see how it generalizes to unseen data.

Channel Charting

Create a virtual map of the radio environment based on a self-supervised triplet learning technique.

Compensating for the Reference Transmitter Channel

Compensate the effects of REFTX channel phase shifts and propagation delays using the provided values.

Indoor Positioning with DICHASUS and TensorFlow

Train a TensorFlow-based deep neural network to perform indoor transmitter positioning in a well-known physical environment.