🚀 Machine Learning Short Projects Collection

📘 Abstract

This repository serves as a practical portfolio showcasing various Machine Learning, Deep Learning, and Data Science implementations across domains like computer vision, time-series prediction, risk modeling, and natural language processing.

Each project highlights skills in:

• 📊 Data preprocessing
• 🧠 Model selection (ML → DL)
• 🔧 Hyperparameter tuning
• 📈 Performance evaluation

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🛠 Technology Stack

Area	Key Technologies
Language	Python 3.x
Core ML	Scikit-learn, XGBoost, CatBoost
Deep Learning	TensorFlow, Keras
Data Processing	Pandas, NumPy
Visualization	Matplotlib, Seaborn
Notebooks	Jupyter / iPython

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📂 Project Showcase

Category	Project Name	Description	Key File
Classification	Drowsy Detection System	Real-time driver drowsiness detector using CNN-based facial feature analysis.	Classification/drowsy-detection.ipynb
Time Series / Regression	CSIRO – Image2Biomass Prediction	Predicts biomass from satellite images using feature extraction + regression.	CSIRO - Image2Biomass Pred.../csiro.ipynb
Finance	Hull Tactical – Market Prediction	Market forecasting using time-series indicators + LSTM/advanced models.	Hull Tactical - Market Predic.../market1.ipynb
Risk Modeling	Predicting Road Accident Risk	Predicts accident probability/severity using environmental & driver features.	Predicting Road Accident Risk/...2023.ipynb
Assessment	SRL Intern Hiring Assessment	ML challenge demonstrating structured problem-solving.	SRL-Intern-Hiring-Assessmen.../readme.md
NLP / Audio	Speech2Score	Speech analysis to assign quantitative scores using acoustic/text features.	Speech2Score/readme.md

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⚙️ How to Run

1️⃣ Clone the Repository

git clone https://github.com/Jatin-Sharma-11/Machine-Learning-Short-Projects.git
cd Machine-Learning-Short-Projects

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### 2️⃣ Create Virtual Environment
```bash
python -m venv venv
source venv/bin/activate   # Linux/macOS
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### 3️⃣ Install Dependencies
```bash
pip install pandas numpy scikit-learn matplotlib seaborn jupyter
pip install tensorflow keras   # For deep learning projects
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### 4️⃣ Run Any Project
```bash
cd "Hull Tactical - Market Predic..."
jupyter notebook
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## 🤝 Contributions

Feel free to submit issues or PRs for:

Code improvements

Documentation enhancements

New ML/DL projects

## 👤 Author

Jatin Sharma
GitHub: @Jatin-Sharma-11