Online-AI/ML for 5G and 6G wireless communication
Course Content:
Introduction to Python: Basic of Python programming
Introduction to Machine Learning: Overview of supervised, semi-supervised andunsupervised, Regression Model, SVM, KNN, CNN, DNN, RNN, LSTM, GANs,Transfer learning, RL.
Introduction to Wireless: Python code on Single carrier system, OFDM, MIMO, OTFS system
Wireless Communications: Source channel coding, channel coding, LDPC code decoding, Modulation classification, channel estimation, Classification of wireless signals Autoencoder (based on 3GPP Standard), CSI compression and feedback (based on 3GPP Standard), Beamforming and beam Management (based on 3GPP Standard), PAPR reduction, Spectrum sensing, successive inference cancellation for NOMA
Signal Estimation and Detection: AL/ML based Parameter estimation, IF estimation, symbol rate estimation, STO and CFO estimation, MIMO/OFDM/OTFS detectors, Denoising signals.
2nd to 11th December 2024
10 Days Daily 07 PM – 10 PM
Registration Deadline: 29 Nov 2024
100% live class along with
question answers session by TAs
Course Faculty:
Prof Sudhan Majhi
Department of ECE
Indian Institute of Science
Course fee per participant
Student/Project Assistants: INR 5000+18% GST
Post-Docs: INR 6000+18% GST
Faculty of College/University: INR 10000+18% GST
Industry: INR 15000+18% GST
Participants:
(a) BE/B Tech in ECE and relevant discipline
(4th year BE/B Tech also Eligible)
(b) Prerequisite:
Wireless communication