Erfan Mirzaei's repositories
FedAvg-FedProx
Implemented FedAvg & FedProx: Decentralized Optimization Algorithms for Neural Networks for an Image Classification Task- Distributed Optimization and Learning(DOL) Course Project
AI-Summer-School-2021-GroupB
We share some useful notebooks and scripts here to start AI.
Neuronal-Dynamics-Exercises
In this repo we try to solve Neuronal Dynamics exercises.
Parkinson-detection
Implemented Several ML Techniques for Parkinson’s Detection with Speech Signals- Machine Learning Course Project
Understanding-NN
Replicated “Understanding Individual Neuron Importance Using Information Theory” paper. Information Theory and Learning Course Project.
2d-Ising-Simulation
Simulated 2d Ising Model Using Metropolis-Hastings Algorithm- Information Theory and Learning Course Project
bi-directional-LSTM
Implemented a Neural Network based on bi-directional LSTM for the sentence-level relation classification- Deep Neural Network Course Project
Crowd-Counting
Developed Counting Convolutional Neural Network (CCNN) for Crowd Counting- Deep Neural Network Course Project
Multi-Agent-Bandit
Compared Non-stationary Multi-armed Bandits in Single-Agent to Multi-Agents Scenarios- Distributed Optimization and Learning(DOL) Course Project
Generative-Cooperative-Net
Implemented Generative Cooperative Network for Image Generation and Data Augmentation- Deep Neural Network Course Project
imitation-in-social-rl
Replicated a Social Reinforcement Learning Paper’s Task by PyschoPy and Analyzed the Results-Cognitive Science Fundamentals Course Project
InformationTheory-Minicourse
In this repo, we will share some materials of our mini course about information theory.
MultiAgent_RL-for-fighting-forest-fires
Designed Multi-Agent Systems for Fighting Forest Fires (by Group)- Reinforcement Learning Course Project
NBML-BCI-Competetion-2022
The submission code and dataset for the Fifth BCI Competition focusing on auditory attention held by Iranian National Brain Mapping Laboratory (NBML) .
Neural_Network_Scratch
Implemented a Neural Network from scratch using NumPy. Deep Neural Network Course Project
Rationality-in-DM-Game_theoretic-perspective
Presentation slides of a talk about what is rationality in decision making from game theory perspective?
RCNN-ImageCaptioning
Trained CNN and RNN Network for Image Captioning Task- Deep Neural Network Course Project
RL-Algorithms
Implemented several classic RL algorithms for different tasks- Reinforcement Learning Course Projects
Transformer-MachineTranslation
Developed a Transformer Network from scratch using Pytorch for English to Persian Machine Translation- Deep Neural Network Course Project