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Anas Zafar's Projects

object_recognition_in_cifar-10_images_dataset icon object_recognition_in_cifar-10_images_dataset

This project performs object recognition using CIFAR-10 and CNN/Random Forest models in Python. It preprocesses data, trains models, evaluates performance and compares results with the goal of high accuracy and feature importance understanding. The final output includes a comparison of the models and insights.

particle-_swarm_optimization-pso-_for_feature_selection icon particle-_swarm_optimization-pso-_for_feature_selection

PSO feature selection improves classifier performance. Implemented in Jupyter Notebook with pandas, numpy, scikit-learn. PSO done from scratch. Results compared using accuracy, precision, recall, F1 score. Improves results compared to using all features. Can be applied to various classification problems.

payroll-analysis-in-los-angeles-city icon payroll-analysis-in-los-angeles-city

Los Angeles City employee payroll data analyzed using hypothesis testing to answer 5 questions on bonus pay, department, overtime and health cost comparison. Results based on examination of provided dataset with empty fields handled.

predicting-mortality-and-cardiovascular-diseases icon predicting-mortality-and-cardiovascular-diseases

A dataset containing 12 features for predicting mortality by heart failure caused by Cardiovascular Diseases (CVDs) is analyzed. The dataset includes demographic information such as gender, age, and presence of risk factors like diabetes, anemia, high blood pressure, and smoking habits.

puzzle_game icon puzzle_game

A C++ command line puzzle game where player rearranges pieces to complete a pattern. Input: puzzle size, piece state. Output: puzzle state after moves. ASCII characters represent pieces, no progress saved.

scrap-millions-of-emails icon scrap-millions-of-emails

This project is focused on scraping millions of emails dynamically from thousands of web pages automatically from the website [fredmiranda.com](https://fredmiranda.com/). The goal of this project is to create a dataset of email addresses that can be used for various purposes.

scraping-google-scholar-data-of-university-professors icon scraping-google-scholar-data-of-university-professors

This project is aimed at scraping the data of university professors from Google Scholar, including their citation count, h-index, and other relevant information. The scraped data will be stored in a CSV file for further analysis.

scraping-top-50-psychology-universities-faculty-data icon scraping-top-50-psychology-universities-faculty-data

The purpose of this project is to scrape faculty data (such as name, qualification, etc.) of the top 50 psychology universities and save it in a CSV file. This project uses Beautiful Soup and the requests library in Python to accomplish this task.

spell-correction-for-roman-urdu-using-noisy-channel-model icon spell-correction-for-roman-urdu-using-noisy-channel-model

This project develops an effective spell correction system for Roman Urdu using the Noisy Channel model. 4 components: language model, error model, candidate generation, and selection model. Suggests the most likely correction for a given incorrect word using probabilistic approach.

traffic-analysis icon traffic-analysis

This project aims to develop a program that can accurately count the number of vehicles moving on a road in a given video and classify the traffic as high, low, or medium based on the count.

transliteration-romantourdu-and-viceversa icon transliteration-romantourdu-and-viceversa

This project aims to develop a program that can perform transliteration between Roman and Urdu scripts using the `urduhack` library. Transliteration is the process of converting text from one script to another while preserving the pronunciation of the words.

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