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Zhivar Sourati's Projects

advanced-programming icon advanced-programming

This repository contains all the projects that were carried out as part of the Advanced Programming course offered at the University of Tehran under the supervision of Dr. Khosravi.

advanced_nlp_course icon advanced_nlp_course

Assignments of the Advanced NLP course offered at University of Southern California by Dr. Jon May

advanced_nlp_course_hw1 icon advanced_nlp_course_hw1

This assignment is about writing two (or more) linear classifiers and testing them out on multiple kinds of classification tasks. While the key models should not be difficult to implement, expect to spend some time setting up the general framework (which you will largely re-use in HW2) and considerable time investigating different classes of features that will be applicable for each of the tasks.

advanced_nlp_course_hw2 icon advanced_nlp_course_hw2

This assignment is about using the infrastructure you built in HW1, now applying a non-linear classifier (specifically, a one-layer feed-forward network) to the problem. The key is that we want you to implement the model by hand, without using neural network or machine learning frameworks. Here is a nice post on why such exercise of implementing your own forward and backward passes is useful. After you do this, you should compare your implementation to a PyTorch implementation (that you should also write) and to the results you got in HW1.

advanced_nlp_course_hw3 icon advanced_nlp_course_hw3

Standard arc implementation of dependency parsing based on the paper named "A Fast and Accurate Dependency Parser using Neural Networks"

ai-notes icon ai-notes

Some useful notes regarding different subjects in Artificial Intelligence.

angular_practice icon angular_practice

The aim of this repository is to practice and illustrate the functionality of different angular modules, for example, angular containers.

armed-bandit icon armed-bandit

Solving n-armed-bandit problems using different policies to find the path with the least regret. The policies used in this project were policy gradient and Thompson sampling. All the environments and agents are implemented with the aid of the Amalearn library. This project was carried out as part of the Reinforcement learning master course offered at the University of Tehran under the supervision of Prof Nili.

backward-elimination icon backward-elimination

Prediction of house prices using a fully connected Neural Network exploiting the power of feature selection with backward elimination.

bank-churners-prediction icon bank-churners-prediction

A simple app to predict the bank churners based on different attributes and information available on customers.

bitcoin-price-prediction icon bitcoin-price-prediction

The aim of this project is the prediction of the bitcoin price using different recurrent models and designs in neural networks such as LSTM, GRU, etc.

board-task-manager icon board-task-manager

A Trello-like application developed using CPP including all the functionalities included in Trello like editing boards, adding tasks, assigning tasks to people, etc.

bricksbreaker icon bricksbreaker

implemented the Bricks Breaker game with RSDL library for C++

cnn icon cnn

in this project different kinds of CNN models with different number of layers and different configurations are tested and their performance are compared.

compiler icon compiler

This repository contains all the projects I have done that fall under Compiler area.

computer-architecture icon computer-architecture

This repository contains all the projects I have done that fall under Computer Architecture offered at the University of Tehran under the supervision of Dr. Safari.

contact-app icon contact-app

A simple Contact application implemented in C++ language as part of the Advanced Programming course under supervision of Dr. Khosravi. There are different functionalities implemented such as deletion, addition, searching, and updating the user profiles.

course-schedule-checker icon course-schedule-checker

A simple app developed in cpp that can schedule and check for any collision or overlap in the schedule provided. This project was part of the course I did as a teacher assistant in the Advanced Programming course offered at the University of Tehran under the supervision of Dr. Khosravi.

coursera-nlp icon coursera-nlp

natural language processing course assignments from Coursera week to week.

custom-twitter-api icon custom-twitter-api

This repository provides a set of suitable functions to get different data associated with users and their timelines.

cyber-physical-systems icon cyber-physical-systems

This repo contains all the projects that have been carried out in the course of the cyber-physical systems offered at the University of Tehran

cycle-gan icon cycle-gan

An introduction to cycle GAN neural networks

data-science-michigan icon data-science-michigan

The aim of this repository is to gather all the materials related to the Data Science course that the University of Michigan offers on Coursera. All the assignments and data files can be accessed through this repo week by week as the course goes on.

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