Benyamin Ghojogh

How to Calculate Derivative of Vectors and Matrices!

Benyamin Ghojogh

Clustering Algorithms K-means, K-medoids, DBSCAN, and Spectral Clustering

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(T12) Examples for Mamdani, Sugeno, & Tsukamoto Fuzzy Inference Systems

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(12) Fuzzy Sets, Fuzzy Logic, Fuzzy Reasoning, Fuzzy Inference System

Benyamin Ghojogh

Deep Learning, F23(10) Deep Q-Network, Generative Adversarial Network, Knowledge Distillation

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(T11) PyTorch Code for DQN (Deep Q-Network) in Reinforcement Learning

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(11) Q-Learning, DQN, Policy Gradient, Fuzzy Sets, Fuzzy Logic

Benyamin Ghojogh

Deep Learning, F23(9) Triplet & Contrastive Losses, Markov Decision Process, Reinforcement learning

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(T10) Example and Python Code for Q-Learning in Reinforcement Learning

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(T9) Examples for Dynamic and Repeated Games, Minimax & Maximin Problems

Benyamin Ghojogh

Stat. Machine Learn., F23(10) Variational Inference, Factor Analysis, Probabilistic PCA, SNE, t-SNE

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(10) Markov Decision Process, Bellman Equation, Reinforcement Learning

Benyamin Ghojogh

Deep Learning, F23(8) Attention, Transformer, BERT, GPT, Deep Metric Learning, Siamese Network

Benyamin Ghojogh

Stat. Machine Learn., F23(9) Supervised PCA, FDA, Kernel FDA, Eigenfaces, Fisherfaces, Philosophy!

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(9) Duopoly, Dynamic Games, Bargaining, Repeated Games, Folk Theorem

Benyamin Ghojogh

Deep Learning, F23(7) Backpropagation Through Time, RNN, LSTM, GRU, Bidirectional LSTM, ELMo

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(T8) Examples for Mixed and Continuous Strategies in Game Theory

Benyamin Ghojogh

Stat. Machine Learn.,F23(8) Mixture Distribution, Gaussian Mixture Model, PCA, Dual PCA, Kernel PCA

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(8) Bayesian Nash Equilibrium, Mixed and Continuous Strategies in Games

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(T7) Examples for Dominant Strategy and Nash Equilibria in Game Theory

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(7) Dominant Strategy Equilibrium, Nash Equilibrium, Common Knowledge

Benyamin Ghojogh

Deep Learning, F23(6) Regularization, Weight Decay, Noise Injection, Early Stopping, Dropout

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(T6) Nelder-Mead functions in Python & Matlab, Intro. to Game Theory

Benyamin Ghojogh

Statistical Machine Learning, F23(7) Boosting, AdaBoost, MLE, Expectation Maximization

Benyamin Ghojogh

Adaptive & Coop. Algo., F23(6) Nelder-Mead Optimization, Intro. to Game Theory, Two-Person Games

Benyamin Ghojogh

Deep Learning, F23(5) Convolution, Pooling, Batch Normalization, LeNet, AlexNet, VGG, U-Net, ResNet

Benyamin Ghojogh

Adaptive & Coop. Algo.,F23(T5) Travelling Salesman Problem by Ant Colony Optimization (Python code)

Benyamin Ghojogh

Stat. Machine Learn, F23(6) Large-Margin KNN, Naive Bayes, Logistic Regression, Tree, Random Forest

Benyamin Ghojogh

Statistical Machine Learning, F23(5) Soft-Margin SVM, Kernel Trick, Kernel SVM, KNN, Kernel KNN

Benyamin Ghojogh

Adaptive & Cooperative Algorithms, F23(5) Tabu Search, Ant Colony Optimization, Grey Wolf Optimizer

Benyamin Ghojogh