Adaptive Robot Manipulator Control Course with Reinforcement Learning (SAC)

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

Optimization course with Python: Pareto fronts and ZDT/DTLZ test functions, NSGA-II and MOPSO from scratch, designing hybrid algorithms, hypervolume/IGD/spread metrics, and a large-scale case study with the Wilcoxon test. 6 videos + PDF, ideal for theses and dissertations.

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.