Deepfakes and Fake News Detection

  1. Foundations of Machine Learning for Media Analysis
    1. Core Machine Learning Concepts
      1. Supervised Learning
        1. Classification Tasks
          1. Regression Analysis
            1. Training and Validation
            2. Unsupervised Learning
              1. Clustering Methods
                1. Dimensionality Reduction
                  1. Anomaly Detection
                  2. Deep Learning Fundamentals
                    1. Neural Network Architecture
                      1. Backpropagation and Optimization
                        1. Overfitting and Regularization
                      2. Computer Vision Basics
                        1. Image Representation
                          1. Pixel Values and Color Spaces
                            1. Image Formats and Compression
                              1. Spatial and Frequency Domains
                              2. Feature Extraction
                                1. Edge Detection
                                  1. Texture Analysis
                                    1. Shape and Contour Recognition
                                    2. Convolutional Neural Networks
                                      1. Convolution Operations
                                        1. Pooling and Normalization
                                      2. Natural Language Processing Fundamentals
                                        1. Text Representation
                                          1. Tokenization and Preprocessing
                                            1. Bag-of-Words Models
                                              1. N-gram Analysis
                                              2. Language Models
                                                1. Statistical Language Models
                                                  1. Neural Language Models
                                                    1. Contextual Understanding
                                                    2. Sequence Processing
                                                      1. Recurrent Neural Networks
                                                        1. Long Short-Term Memory Networks
                                                          1. Attention Mechanisms

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                                                      1. Introduction to Digital Disinformation

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                                                      3. Core Technologies for Synthetic Media Generation