Multi-Objective Optimization Course: NSGA-II, MOPSO & Hybrid Algorithms (Python)

ECG Arrhythmia Classification Course with Wavelet & Deep Learning (PyTorch)

Biomedical signal course with Python: the MIT-BIH database, AAMI classes, beat filtering and segmentation, DWT wavelets and CWT scalograms, SVM and Random Forest, 1D & 2D CNNs, inter-patient evaluation, and saliency maps. 6 videos + PDF, ideal for theses and dissertations.

ANFIS + PSO/GA Course for Non-Linear Time Series Forecasting (Python)

Forecasting course with Python: Mackey-Glass and sunspot series, Sugeno fuzzy systems, ANFIS from scratch with hybrid learning, PSO and GA optimization, LSTM and ARIMA baselines, and the Diebold-Mariano test. 6 videos + PDF, ideal for theses and dissertations.

5G/6G Resource Allocation Course with Deep Reinforcement Learning (DQN)

Telecommunications course with Python: 5G NR resource blocks, a cell simulator with fading & interference, round robin, proportional fair, water-filling, MDP formulation, a Deep Q-Network from scratch, and evaluation of throughput, fairness, and energy efficiency. 6 videos + PDF, ideal for theses and dissertations.