Python Tutorials for Scientific Computing

NumPy Essentials

Master numerical computing in Python with NumPy

• Array Operations
• Linear Algebra
• Fourier Transforms
• Random Number Generation

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SciPy for Physics

Scientific computing tools for physics simulations

• Differential Equations
• Optimization
• Signal Processing
• Statistical Functions

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Matplotlib Mastery

Create publication-quality figures

• Basic Plotting
• Advanced Customization
• 3D Visualization
• Animation

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Interactive Plotting

Dynamic visualizations with Plotly

• Interactive Plots
• Real-time Updates
• Dashboards
• Web Integration

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Physics & ML

Applications of ML in Physics Research

• Data Preprocessing
• Model Selection
• Feature Engineering
• Case Studies

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Neural Networks

Deep Learning for Scientific Computing

• PyTorch Basics
• Custom Architectures
• Physics-Informed NNs
• Model Deployment

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