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📝 Code Templates

Ready-to-use code templates for common AI tasks

📂 Available Templates

Machine Learning

  • ml_pipeline_template.py - Complete ML pipeline
  • classification_template.py - Classification project
  • regression_template.py - Regression project
  • clustering_template.py - Clustering project

Deep Learning

  • cnn_template.py - Image classification CNN
  • transfer_learning_template.py - Transfer learning
  • rnn_template.py - Sequence modeling
  • transformer_template.py - Transformer implementation

Deployment

  • flask_api_template.py - Flask REST API
  • streamlit_app_template.py - Streamlit web app
  • docker_template/ - Docker setup

Utilities

  • data_preprocessing_template.py - Data cleaning
  • visualization_template.py - Plotting functions
  • model_evaluation_template.py - Metrics and evaluation

🎯 How to Use

  1. Copy the template you need
  2. Customize for your project
  3. Follow the TODO comments
  4. Test thoroughly

Each template includes:

  • ✅ Best practices
  • ✅ Error handling
  • ✅ Documentation
  • ✅ Example usage

💡 Quick Start

# Copy template
cp code-templates/ml_pipeline_template.py my-project/model.py

# Customize
# Edit TODO sections in the file

# Run
python my-project/model.py

Start with templates, save time! ⚡