This project focuses on analyzing the survival of passengers on the Titanic using various machine learning techniques. The primary goal is to predict whether a passenger survived the disaster based on features such as age, sex, class, and more.

In this repository, I will share the materials related to machine learning algorithms, as I enrich my knowledge in this field.

🎓💻University of Tehran Machine Learning Course Projects - Fall 2023

Bike rental prediction, blending predictive analytics and machine learning, optimizes inventory, pricing, and operations. It harnesses historical data, weather patterns, and time dynamics to enhance efficiency and elevate customer experiences.

A visualization of Decision Tree and Random Forest algorithms using Python's Manim library

Automated ML pipeline for Iris dataset classification using Decision Tree. Features PCA dimensionality reduction and standard scaling.

Predict diabetes using machine learning models. Experiment with logistic regression, decision trees, and random forests to achieve accurate predictions based on health indicators. Complete lifecycle of ML project included.

A powerful tree-based uplift modeling system.

In this notebook, I'm using this dataset called 'flight-price-prediction', which contains the traveller information.In this notebook, I'm trying to run a dummy variable regression model at first, and after that, I'm trying to build a supervised ML Model with higher accuracy of predation.

Prediction of customer will purchase iPhone or not using KNN classifier model and multiple supervised ML model.

All Classical Machine Learning Algorithms and respective Case Study for each algo type.

This project presents and discusses data-driven predictive models for predicting the defaulters among the credit card users.About Data Cleaning,Exploratory Data Analysis ,Handling Class Imbalance, Transforming Data , Fitting Different Model ,Cross Validation & Hyperparameter Tunning, Comparison of Model ,Combined ROC Curve, Feature Impotance.

Iris classfication using Descsion Tree or KNN ,etc

Disease Prediction Machine learning model

Simple Weather Forecaster

Web editor for typed tree structures. (like decision / behaviour trees)

A repository containing an advanced Excel project leveraging the "Heritage Dairy Company" dataset, showcasing visualizations and insights derived from the data for global distribution analysis and forecasting.

Capstone project 2-Bike sharing demand prediction. The goal of this project is to build a ML model that is able to predict the demand of rental bikes in the city of Seoul.