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Machine_Learning

Hello and thanks for stopping by!

My name is Seyedamir Shobeiri. I graduated in Bachelor’s degree in Computer engineering from Islamic Azad University of Zanjan in 2022.I work on different problems in machine learning and throughout my bachelor journey, I have done research on equitable methods for data valuation, algorithms to interpret machine learning models, and ways to make existing ML predictors fairer.

seyedamir shobeiri's Projects

car_detection icon car_detection

you will learn how to use OpenCV and Deep Learning to detect cars in video streams, track them.

dice-rolling-simulator icon dice-rolling-simulator

As the name of the program suggests, we will be imitating a rolling dice. This is one of the interesting python projects and will generate a random number each dice the program runs, and the users can use the dice repeatedly for as long as he wants. When the user rolls the dice, the program will generate a random number between 1 and 6 (as on a standard dice).

face_detection icon face_detection

Face detection using Haar cascades is a machine learning based approach where a cascade function is trained with a set of input data. OpenCV already contains many pre-trained classifiers for face, eyes, smiles, etc.. Today we will be using the face classifier. You can experiment with other classifiers as well.

forest_fire_detection icon forest_fire_detection

Wildfires are an important phenomenon on a global scale, as they are responsible for large amounts of economic and environmental damage. These effects are being exacerbated by the influence of climate change.It is important to detect fire and warn the people in charge. So you can create Smoke and Fire Detection Algorithms by using this dataset.

iris-classification icon iris-classification

This classification problem is known as the hello world of supervised machine learning

mlp_with_mnist icon mlp_with_mnist

we implement a multi-layer perceptron to classify the MNIST data. we use MLPClassifier in sklearn.

mushroom-classification-accuracy-is-100 icon mushroom-classification-accuracy-is-100

This dataset includes descriptions of hypothetical samples corresponding to 23 species of gilled mushrooms in the Agaricus and Lepiota Family Mushroom drawn from The Audubon Society Field Guide to North American Mushrooms (1981). Each species is identified as definitely edible, definitely poisonous, or of unknown edibility and not recommended. This latter class was combined with the poisonous one. The Guide clearly states that there is no simple rule for determining the edibility of a mushroom; no rule like "leaflets three, let it be'' for Poisonous Oak and Ivy.

number_guessing_game icon number_guessing_game

This is one of the simple python projects yet an exciting one. You can even call it a mini-game. Make a program in which the computer randomly chooses a number between 1 to 10, 1 to 100, or any range

restaurant-menu icon restaurant-menu

This project is a restaurant menu for microcontrollers and assembly lessons in the university.8086 CPU

stroke-prediction-high-accuracy icon stroke-prediction-high-accuracy

According to the World Health Organization (WHO) stroke is the 2nd leading cause of death globally, responsible for approximately 11% of total deaths. This dataset is used to predict whether a patient is likely to get stroke based on the input parameters like gender, age, various diseases, and smoking status. Each row in the data provides relavant information about the patient.

youtube-video-downloader icon youtube-video-downloader

One of the best ideas to start experimenting with you hands-on python projects for students is working on a YouTube video downloader

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