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Parisa Shahabinejad's Projects

algorithm-design-cpp icon algorithm-design-cpp

Solving various problems with the help of Algorithms DP and D&Q related to the Algorithm Design Course of University of Isfahan

applicant-project-score-prediction icon applicant-project-score-prediction

Developed a model to predict project scores based on technical aptitude test results. Cleaned and normalized the data, then applied regression analysis to forecast grades.

behavioral-data-clustering-and-gender-correlation-analysis icon behavioral-data-clustering-and-gender-correlation-analysis

Clustered behavioral data into two groups, regardless of gender, and evaluated cluster consistency with gender division using silhouette and Davies-Bouldin scores. Additionally, identified the optimal cluster count using the elbow method and re-evaluated clustering efficacy.

cifar-10-image-classification-using-mlp-and-rbf icon cifar-10-image-classification-using-mlp-and-rbf

Implemented Multilayer Perceptron (MLP) and Radial Basis Function (RBF) neural networks from scratch in Python and used ResNet-34 as a feature extractor. Evaluated and compared the classification accuracy of the two networks on the CIFAR-10 dataset.

clothing-store-data-analysis icon clothing-store-data-analysis

Explore comprehensive data analysis of the cloth_final dataset, featuring preprocessing, statistical summaries, and visualization of customer feedback and product attributes for two clothing stores, using Python tools like Pandas and Seaborn in Jupyter Notebooks.

game-playing-intelligent-agent icon game-playing-intelligent-agent

Implemented reinforcement learning algorithms, including Value-Iteration and Q-Learning, for a 2D grid world Markov Decision Process resembling a Pac-man game. Also applied the Mini-Max algorithm and common path-planning techniques such as A*, Dijkstra, and bidirectional search.

heifes icon heifes

Front-end and back-end side of Heifes website. Heifes is a website that connects customers to stores that have unsold food surplus.

jobonja-job-portal icon jobonja-job-portal

A website for job seekers and employers, featuring user authentication, job posting and searching, and profile management.

mini-c-compiler icon mini-c-compiler

Designed a mini-C compiler utilizing Lex and Yacc for the purpose of translating C code into a machine-readable format. Implemented both the Lexical Analyzer and the Lexical Parser.

n-puzzle icon n-puzzle

Solving N Puzzle problem with the help of Dijkstra and bidirectional search algorithms

neural-architecture-search-for-cifar-10-image-classification icon neural-architecture-search-for-cifar-10-image-classification

Applied evolutionary algorithms to automate deep neural network design for image classification. The network architecture was optimized by selecting the best feature extractor, number of hidden layers, number of neurons, and activation function from a predefined search space.

resnet-som-clustering icon resnet-som-clustering

Applied a self-organizing map network to cluster feature vectors extracted from ResNet-34 on the CIFAR-10 dataset. Explored different network configurations, such as one-dimensional and two-dimensional topologies, and neighborhood radius, to analyze the clustering results.

soccer-stars-game-bot icon soccer-stars-game-bot

This project aims to develop a bot capable of competing against human players in the game Soccer Stars.

spotify-music-energy-estimation icon spotify-music-energy-estimation

Predictive modeling project analyzing Spotify's Persian music dataset to estimate track energy using machine learning techniques, specifically MLP regressor and Linear Regression.

travel-insurance-prediction icon travel-insurance-prediction

Developed a predictive model to forecast travel insurance subscriptions using MLP Classifier and Logistic Regression after data analysis and preprocessing in Python.

ui-ap-1399 icon ui-ap-1399

Documents and exercises for the advanced programming course offered by the University of Isfahan

wireless-sensor-network-optimization icon wireless-sensor-network-optimization

Implemented an evolutionary algorithm to optimize the cost and service quality of a city-wide communication network by adjusting the number, location, and transmit power of sensor nodes.

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