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Erfan Mirzaei's Projects

2d-ising-simulation icon 2d-ising-simulation

Simulated 2d Ising Model Using Metropolis-Hastings Algorithm- Information Theory and Learning Course Project

bi-directional-lstm icon 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 icon crowd-counting

Developed Counting Convolutional Neural Network (CCNN) for Crowd Counting- Deep Neural Network Course Project

fedavg-fedprox icon fedavg-fedprox

Implemented FedAvg & FedProx: Decentralized Optimization Algorithms for Neural Networks for an Image Classification Task- Distributed Optimization and Learning(DOL) Course Project

generative-cooperative-net icon generative-cooperative-net

Implemented Generative Cooperative Network for Image Generation and Data Augmentation- Deep Neural Network Course Project

gosgd icon gosgd

Executed GOSGD: A Distributed Deep Learning Algorithms for an Image Classification Task- Distributed Optimization and Learning(DOL) Course Project

imitation-in-social-rl icon imitation-in-social-rl

Replicated a Social Reinforcement Learning Paper’s Task by PyschoPy and Analyzed the Results-Cognitive Science Fundamentals Course Project

kooplearn icon kooplearn

A Python package to learn the Koopman operator.

multi-agent-bandit icon multi-agent-bandit

Compared Non-stationary Multi-armed Bandits in Single-Agent to Multi-Agents Scenarios- Distributed Optimization and Learning(DOL) Course Project

nbml-bci-competetion-2022 icon 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) .

parkinson-detection icon parkinson-detection

Implemented Several ML Techniques for Parkinson’s Detection with Speech Signals- Machine Learning Course Project

rcnn-imagecaptioning icon rcnn-imagecaptioning

Trained CNN and RNN Network for Image Captioning Task- Deep Neural Network Course Project

rl-algorithms icon rl-algorithms

Implemented several classic RL algorithms for different tasks- Reinforcement Learning Course Projects

segnet icon segnet

Implemented the SegNet for Semantic Segmentation Using PyTorch Framework- Deep Neural Network Course Project

transformer-machinetranslation icon transformer-machinetranslation

Developed a Transformer Network from scratch using Pytorch for English to Persian Machine Translation- Deep Neural Network Course Project

understanding-nn icon understanding-nn

Replicated “Understanding Individual Neuron Importance Using Information Theory” paper. Information Theory and Learning Course Project.

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