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Ghaida'a Shtayeh's Projects

awesome-nlp icon awesome-nlp

:book: A curated list of resources dedicated to Natural Language Processing (NLP)

car-plate-detection icon car-plate-detection

License Plate Detection and Recognition is a computer vision project that aims to automatically detect and extract license plate regions from an input image and recognize the alphanumeric characters on the license plate. The project utilizes MATLAB and various image processing techniques to achieve accurate and efficient license plate analysis.

ccsn-project-mobile icon ccsn-project-mobile

The care of children with special health care needs (CCSN), an organization in which children who have or are at risk of a chronic disorder that requires more than usual health and related services, taking care of these children are considered a significant public health issue.

invoices-system icon invoices-system

Invoices Management System is a project that aims to make invoices tracking easier. It includes functionalities like creating, editing, retrieving, and deleting invoices. Built with Spring Boot, and MySQL. It includes a plan & workflow, security checks, and a presentation for the whole system. A good hands-on experience for those

k-means-algorithm icon k-means-algorithm

K-means algorithm is one of most easy and yet powerful ways to work with unsupervised data. It depends on clustering the closer point and dividing them into k groups and returning k centroids.

manipulating-data-from-mongodb icon manipulating-data-from-mongodb

This project uses MongoSpark to insert tweets from json file to MongoDB, then performs spatio-temporal retrieval of tweets, indexing timestamp & geo-coordinates, calculating word frequency in a specific circular region within a specific time interval using both MongoSpark & MongoDB libraries. It's a hands-on project to master MongoDB & Scala.

pandas icon pandas

Data & Code for my video on the Pandas library of Python

practical-etl-application icon practical-etl-application

Two datasets first one represent the car theft happened in the US, each row in the dataset represents a the number of thefts happened to a car model (made by a car manufacturer) Also attached another dataset of different car manufacturer with their country of origin

scala icon scala

All Algorithms implemented in Scala

singleton-design-pattern icon singleton-design-pattern

Singleton design pattern allows us to create one object from the class; however a customer needs to take advantage of this design pattern for class that is used to create a connection via ssh, telnet, http, scp and ftp protocols. The class should create one object for each protocol. In addition, the app can create 3 concurrent connections at most.

skills-match-automation-testing icon skills-match-automation-testing

Test automation using Cypress. I write the required scripts to test: ● Update my skills feature: At least one test case ● Search feature: Test cases that cover the happy scenarios only

spark-nlp-pyspark icon spark-nlp-pyspark

This project is a Spark ML pipeline using Pyspark for NLP, using annotators: DocumentAssembler, Tokenizer, WordEmbeddingsModel, PerceptronModel & NerCrfModel. It prints a transformed DataFrame showing POS & NER columns, and analyzes any relationship between found entities & their POS attributes. Hands-on experience with Spark, Pyspark & Spark-NLP.

spark-rdd-apis icon spark-rdd-apis

This project is a Spark application using Scala that extracts statistics from tweets by analyzing keywords, day-wise distribution, percentage of tweets with keywords, average & standard deviation of tweets length. Hands-on experience in Scala & Spark for data processing & analysis.

twitter-spatio-temporal-analysis icon twitter-spatio-temporal-analysis

This project analyzes tweets to discover events & extract insights. Uses Elasticsearch, Angular, Python, & FastAPI, visualizes tweets on a map with heatmap overlay & provides hands-on experience in text preprocessing, indexing, querying, ranking & using real-world datasets.

unit-testing-in-python icon unit-testing-in-python

white box testing and unit test using Python. I write unit tests for all functions declared in calculatorApp.py.

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