IUST-Courses

Welcome to my course repository, where I present a compilation of my university assignments and course projects completed during my master's program at Iran University of Science and Technology! 📚🎓

First Semester

Neural Networks

#	Subject 1	Subject 2	Link	Selected Projects
1	Perceptron	Adaline	HW1
2	MLP	MNIST	HW2
3	RBF	Self Organazing Map	HW3
4	Hopfield Network	Learning Vector Quantization	HW4
5	Boltzmann Machine	Adaptive Resonance Theory	HW5
6	Fuzzy Controller	Mountain Car Continuous	HW6	*

Pattern Recognition

#	Subject 1	Subject 2	Link	Selected Projects
1	SVM & PCA	Crammer and Singer Multiclass SVM	PJ1
2	Boosting & Decision Tree	Cross Validation	PJ2
3	CNN	Transfer Learning	PJ3	*
4	Meta Learning	MAML & FOMAML	PJ4	*

Natural Language Processing

Flipped Course + CS224n winter 2021 materials

#	Subject 1	Subject 2	Link	Selected Projects
1	Embeddings & SVD	Word Analogies	Assignment 1
2	Word2Vec	SGD	Assignment 2
3	Dependency Parsing	Neural Transition-Based DP	Assignment 3
4	Neural Machine Translation	LSTM & Beam Search	Assignment 4	*
5	Self-Attention & Transformers	Pretraining & GPT Model	Assignment 5	*

Second Semester

Deep Learning

#	Subject 1	Subject 2	Link	Selected Projects
1	Linear Model & Logistic Regression	PyTorch & Scikit-Learn	HW1
2	MLP	Classification Metrics	HW2
3	Optimization	AdaBelief	HW3
4	CNN & Interpretation & Visualization	Capsule Networks	HW4	*
5	Image Captioning & Glove Embeddings	Fine-tuning	HW5	*
6	Self-Attention & Visualization	Transformers & ViT	HW6	*
7	Optuna hyperparameter optimization	Conditional GAN	HW7	*

Multi Agent Systems

#	Subject 1	Subject 2	Link	Selected Projects
1	Single Vacuum Cleaner Agent	Graphical Simulation	HW1
2	Competitive Vacuum Cleaner Agents	Graphical Simulation	HW2
3	Cooperative Vacuum Cleaner Agents	Graphical Simulation	HW3	*
4	Ascending Bid Auction	Three Sided Negotitation	HW4	*