Machine Learning with Python

  1. Advanced Topics and Applications
    1. Natural Language Processing
      1. Text Preprocessing
        1. Text Cleaning
          1. Noise Removal
            1. Case Normalization
              1. Special Character Handling
              2. Tokenization
                1. Word Tokenization
                  1. Sentence Tokenization
                    1. Subword Tokenization
                    2. Text Normalization
                      1. Stop Word Removal
                        1. Stemming
                          1. Lemmatization
                        2. Text Representation
                          1. Traditional Methods
                            1. Bag of Words
                              1. TF-IDF
                                1. N-grams
                                2. Word Embeddings
                                  1. Word2Vec
                                    1. Skip-gram Model
                                      1. CBOW Model
                                      2. GloVe
                                        1. Global Vectors
                                          1. Co-occurrence Matrix
                                          2. FastText
                                            1. Subword Information
                                              1. Out-of-vocabulary Handling
                                          3. Advanced NLP Models
                                            1. Transformer Architecture
                                              1. Self-Attention Mechanism
                                                1. Multi-Head Attention
                                                  1. Positional Encoding
                                                  2. BERT Models
                                                    1. Bidirectional Encoding
                                                      1. Masked Language Modeling
                                                        1. Next Sentence Prediction
                                                        2. GPT Models
                                                          1. Generative Pre-training
                                                            1. Autoregressive Generation
                                                              1. Fine-tuning Applications
                                                            2. NLP Tasks
                                                              1. Text Classification
                                                                1. Sentiment Analysis
                                                                  1. Topic Classification
                                                                    1. Spam Detection
                                                                    2. Named Entity Recognition
                                                                      1. Entity Types
                                                                        1. Sequence Labeling
                                                                        2. Text Generation
                                                                          1. Language Modeling
                                                                            1. Creative Writing
                                                                              1. Code Generation
                                                                          2. Computer Vision
                                                                            1. Image Processing Fundamentals
                                                                              1. Image Representation
                                                                                1. Color Spaces
                                                                                  1. Image Transformations
                                                                                  2. Object Detection
                                                                                    1. Bounding Box Prediction
                                                                                      1. Region-based Methods
                                                                                        1. Single-shot Methods
                                                                                        2. Image Segmentation
                                                                                          1. Semantic Segmentation
                                                                                            1. Instance Segmentation
                                                                                              1. Panoptic Segmentation
                                                                                              2. Generative Models
                                                                                                1. Variational Autoencoders
                                                                                                  1. Generative Adversarial Networks
                                                                                                    1. Diffusion Models
                                                                                                  2. Time Series Analysis
                                                                                                    1. Time Series Components
                                                                                                      1. Trend Analysis
                                                                                                        1. Seasonality Detection
                                                                                                          1. Cyclical Patterns
                                                                                                            1. Irregular Components
                                                                                                            2. Stationarity
                                                                                                              1. Stationarity Tests
                                                                                                                1. Augmented Dickey-Fuller Test
                                                                                                                  1. KPSS Test
                                                                                                                  2. Differencing
                                                                                                                    1. First Differencing
                                                                                                                      1. Seasonal Differencing
                                                                                                                    2. Time Series Decomposition
                                                                                                                      1. Additive Decomposition
                                                                                                                        1. Multiplicative Decomposition
                                                                                                                          1. STL Decomposition
                                                                                                                          2. Autocorrelation Analysis
                                                                                                                            1. Autocorrelation Function
                                                                                                                              1. Partial Autocorrelation Function
                                                                                                                                1. Lag Selection
                                                                                                                                2. Traditional Forecasting Models
                                                                                                                                  1. ARIMA Models
                                                                                                                                    1. Model Identification
                                                                                                                                      1. Parameter Estimation
                                                                                                                                        1. Diagnostic Checking
                                                                                                                                        2. Seasonal ARIMA
                                                                                                                                          1. Seasonal Parameters
                                                                                                                                            1. Model Selection
                                                                                                                                            2. Exponential Smoothing
                                                                                                                                              1. Simple Exponential Smoothing
                                                                                                                                                1. Holt's Method
                                                                                                                                                  1. Holt-Winters Method
                                                                                                                                                2. Machine Learning for Time Series
                                                                                                                                                  1. Feature Engineering
                                                                                                                                                    1. Lag Features
                                                                                                                                                      1. Rolling Statistics
                                                                                                                                                        1. Date-time Features
                                                                                                                                                        2. Cross-Validation Strategies
                                                                                                                                                          1. Time Series Split
                                                                                                                                                            1. Walk-forward Validation
                                                                                                                                                          2. Deep Learning for Time Series
                                                                                                                                                            1. RNN-based Models
                                                                                                                                                              1. CNN-based Models
                                                                                                                                                                1. Transformer Models
                                                                                                                                                              2. Reinforcement Learning
                                                                                                                                                                1. RL Fundamentals
                                                                                                                                                                  1. Agent-Environment Interaction
                                                                                                                                                                    1. States, Actions, and Rewards
                                                                                                                                                                      1. Markov Decision Processes
                                                                                                                                                                        1. Policy and Value Functions
                                                                                                                                                                        2. Value-Based Methods
                                                                                                                                                                          1. Q-Learning
                                                                                                                                                                            1. Q-Table
                                                                                                                                                                              1. Temporal Difference Learning
                                                                                                                                                                                1. Exploration Strategies
                                                                                                                                                                                2. Deep Q-Networks
                                                                                                                                                                                  1. Function Approximation
                                                                                                                                                                                    1. Experience Replay
                                                                                                                                                                                      1. Target Networks
                                                                                                                                                                                    2. Policy-Based Methods
                                                                                                                                                                                      1. Policy Gradient Methods
                                                                                                                                                                                        1. Actor-Critic Methods
                                                                                                                                                                                          1. Proximal Policy Optimization
                                                                                                                                                                                          2. RL Applications
                                                                                                                                                                                            1. Game Playing
                                                                                                                                                                                              1. Robotics
                                                                                                                                                                                                1. Resource Allocation
                                                                                                                                                                                                  1. Trading Strategies

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                                                                                                                                                                                              9. Model Deployment and MLOps