GPU Programming

  1. Applications and Case Studies
    1. Scientific Computing Applications
      1. Computational Fluid Dynamics
        1. Finite Volume Methods
          1. Turbulence Modeling
          2. Molecular Dynamics
            1. N-body Simulations
              1. Force Calculations
                1. Integration Schemes
                2. Climate and Weather Modeling
                  1. Atmospheric Simulations
                    1. Ocean Modeling
                      1. Parallel Decomposition
                      2. Astrophysics Simulations
                        1. Gravitational N-body Problems
                          1. Cosmological Simulations
                            1. Stellar Evolution
                          2. Machine Learning and AI
                            1. Deep Learning Training
                              1. Backpropagation Algorithms
                                1. Gradient Computation
                                  1. Batch Processing
                                  2. Neural Network Inference
                                    1. Model Optimization
                                      1. Quantization Techniques
                                        1. Real-time Inference
                                        2. Computer Vision
                                          1. Image Processing Pipelines
                                            1. Convolutional Operations
                                              1. Feature Extraction
                                              2. Natural Language Processing
                                                1. Transformer Models
                                                  1. Attention Mechanisms
                                                    1. Sequence Processing
                                                  2. Graphics and Visualization
                                                    1. Real-time Rendering
                                                      1. Rasterization Pipelines
                                                        1. Shader Programming
                                                          1. Lighting Models
                                                          2. Ray Tracing
                                                            1. Path Tracing Algorithms
                                                              1. Acceleration Structures
                                                                1. Denoising Techniques
                                                                2. Scientific Visualization
                                                                  1. Volume Rendering
                                                                    1. Isosurface Extraction
                                                                      1. Large Dataset Visualization
                                                                      2. Medical Imaging
                                                                        1. CT Reconstruction
                                                                          1. MRI Processing
                                                                            1. Image Registration
                                                                          2. Financial and Data Analytics
                                                                            1. Monte Carlo Simulations
                                                                              1. Option Pricing
                                                                                1. Risk Analysis
                                                                                  1. Random Number Generation
                                                                                  2. High-Frequency Trading
                                                                                    1. Market Data Processing
                                                                                      1. Algorithmic Trading
                                                                                        1. Low-Latency Computing
                                                                                        2. Big Data Processing
                                                                                          1. Data Mining Algorithms
                                                                                            1. Statistical Analysis
                                                                                              1. Machine Learning Pipelines
                                                                                            2. Cryptography and Security
                                                                                              1. Cryptographic Algorithms
                                                                                                1. Hash Functions
                                                                                                  1. Encryption/Decryption
                                                                                                    1. Digital Signatures
                                                                                                    2. Cryptocurrency Mining
                                                                                                      1. Proof-of-Work Algorithms
                                                                                                        1. Mining Pool Optimization
                                                                                                          1. Energy Efficiency
                                                                                                          2. Password Cracking
                                                                                                            1. Brute Force Attacks
                                                                                                              1. Dictionary Attacks
                                                                                                                1. Rainbow Tables

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                                                                                                            9. Parallel Algorithms and Patterns

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                                                                                                            11. Performance Analysis and Optimization