ML-Portfolio

Data Science & Machine Learning Projects

Welcome to my project repository! This repository contains a collection of data science, machine learning, and data analysis projects completed using Python and Jupyter Notebook. These projects demonstrate data cleaning, exploratory data analysis (EDA), visualization, feature engineering, and predictive modeling.

Projects

🚲 Capital Bike Share Demand Prediction

File: capital bike share.ipynb

Predicts bike rental demand using historical bike-sharing data. The project includes data preprocessing, exploratory data analysis, feature engineering, and machine learning model development.

Skills & Tools

• Python
• Pandas
• NumPy
• Matplotlib
• Scikit-learn
• Regression
• Feature Engineering

---

✈️ Flight Price Prediction

File: flight price pred.ipynb

Builds a machine learning model to predict airline ticket prices based on travel details. Includes data cleaning, feature encoding, model training, and performance evaluation.

Skills & Tools

• Python
• Pandas
• Scikit-learn
• Data Visualization
• Regression

---

🌸 Iris Flower Classification

File: iris.ipynb

A beginner machine learning project that classifies Iris flower species using supervised learning algorithms.

Skills & Tools

• Python
• Classification
• Scikit-learn
• Data Visualization

---

⚽ Match Analysis

File: match.ipynb

Analyzes match-related data to identify trends, perform statistical analysis, and generate visual insights.

Skills & Tools

• Python
• Pandas
• Matplotlib
• Exploratory Data Analysis

---

📊 PKMAT Analysis

File: pkmat.ipynb

Performs data preprocessing, visualization, and statistical analysis on the PKMAT dataset to uncover meaningful patterns.

Skills & Tools

• Python
• Data Cleaning
• Exploratory Data Analysis
• Visualization

---

🏠 World House Analysis

File: worldhouse.ipynb

Explores housing data through cleaning, visualization, and analysis to identify factors influencing property values.

Skills & Tools

• Python
• Pandas
• Data Cleaning
• Data Visualization
• Exploratory Data Analysis

---

Technologies Used

• Python
• Jupyter Notebook
• Pandas
• NumPy
• Matplotlib
• Scikit-learn

Repository Structure

├── capital bike share.ipynb
├── flight price pred.ipynb
├── iris.ipynb
├── match.ipynb
├── pkmat.ipynb
├── worldhouse.ipynb
└── README.md
...


 Future Projects

This repository will continue to grow with projects in:
- SQL
- Power BI
- Business Intelligence
- Sales Analytics
- Customer Segmentation
- Data Cleaning
- Dashboard Development
- Machine Learning



Thank you for visiting this repository. Feedback and suggestions are always welcome.