Data Science

  1. Advanced Machine Learning Topics
    1. Ensemble Methods
      1. Bagging
        1. Bootstrap Aggregating
          1. Random Forest
            1. Extra Trees
            2. Boosting
              1. AdaBoost
                1. Gradient Boosting
                  1. XGBoost
                    1. LightGBM
                      1. CatBoost
                      2. Stacking
                        1. Meta-learners
                          1. Blending
                            1. Multi-level Stacking
                            2. Voting
                              1. Hard Voting
                                1. Soft Voting
                                  1. Weighted Voting
                                2. Deep Learning
                                  1. Neural Network Fundamentals
                                    1. Perceptron
                                      1. Multi-layer Perceptron
                                        1. Universal Approximation Theorem
                                        2. Training Neural Networks
                                          1. Backpropagation Algorithm
                                            1. Gradient Descent Variants
                                              1. Stochastic Gradient Descent
                                                1. Mini-batch Gradient Descent
                                                  1. Adam Optimizer
                                                    1. RMSprop
                                                    2. Learning Rate Scheduling
                                                      1. Batch Normalization
                                                        1. Dropout
                                                        2. Activation Functions
                                                          1. Sigmoid
                                                            1. Tanh
                                                              1. ReLU
                                                                1. Leaky ReLU
                                                                  1. ELU
                                                                    1. Swish
                                                                    2. Deep Learning Architectures
                                                                      1. Convolutional Neural Networks
                                                                        1. Convolution Operation
                                                                          1. Pooling Layers
                                                                            1. CNN Architectures
                                                                              1. Applications in Computer Vision
                                                                              2. Recurrent Neural Networks
                                                                                1. Vanilla RNN
                                                                                  1. Long Short-Term Memory
                                                                                    1. Gated Recurrent Unit
                                                                                      1. Bidirectional RNNs
                                                                                      2. Transformer Architecture
                                                                                        1. Attention Mechanism
                                                                                          1. Self-Attention
                                                                                            1. Multi-Head Attention
                                                                                              1. Positional Encoding
                                                                                            2. Regularization Techniques
                                                                                              1. L1 and L2 Regularization
                                                                                                1. Dropout
                                                                                                  1. Early Stopping
                                                                                                    1. Data Augmentation
                                                                                                    2. Deep Learning Frameworks
                                                                                                      1. TensorFlow
                                                                                                        1. PyTorch
                                                                                                          1. Keras
                                                                                                        2. Natural Language Processing
                                                                                                          1. Text Preprocessing
                                                                                                            1. Tokenization
                                                                                                              1. Normalization
                                                                                                                1. Stop Word Removal
                                                                                                                  1. Stemming
                                                                                                                    1. Lemmatization
                                                                                                                    2. Text Representation
                                                                                                                      1. Bag of Words
                                                                                                                        1. TF-IDF
                                                                                                                          1. Word Embeddings
                                                                                                                            1. Word2Vec
                                                                                                                              1. GloVe
                                                                                                                                1. FastText
                                                                                                                                2. Contextual Embeddings
                                                                                                                                  1. ELMo
                                                                                                                                    1. BERT
                                                                                                                                      1. GPT
                                                                                                                                    2. NLP Tasks
                                                                                                                                      1. Sentiment Analysis
                                                                                                                                        1. Named Entity Recognition
                                                                                                                                          1. Part-of-Speech Tagging
                                                                                                                                            1. Text Classification
                                                                                                                                              1. Machine Translation
                                                                                                                                                1. Question Answering
                                                                                                                                                2. Topic Modeling
                                                                                                                                                  1. Latent Dirichlet Allocation
                                                                                                                                                    1. Non-negative Matrix Factorization
                                                                                                                                                      1. Latent Semantic Analysis
                                                                                                                                                    2. Computer Vision
                                                                                                                                                      1. Image Processing Fundamentals
                                                                                                                                                        1. Image Representation
                                                                                                                                                          1. Color Spaces
                                                                                                                                                            1. Image Filtering
                                                                                                                                                              1. Edge Detection
                                                                                                                                                              2. Feature Extraction
                                                                                                                                                                1. SIFT
                                                                                                                                                                  1. SURF
                                                                                                                                                                    1. HOG
                                                                                                                                                                      1. Local Binary Patterns
                                                                                                                                                                      2. Deep Learning for Computer Vision
                                                                                                                                                                        1. CNN Architectures
                                                                                                                                                                          1. LeNet
                                                                                                                                                                            1. AlexNet
                                                                                                                                                                              1. VGG
                                                                                                                                                                                1. ResNet
                                                                                                                                                                                  1. Inception
                                                                                                                                                                                  2. Object Detection
                                                                                                                                                                                    1. R-CNN
                                                                                                                                                                                      1. YOLO
                                                                                                                                                                                        1. SSD
                                                                                                                                                                                        2. Image Segmentation
                                                                                                                                                                                          1. Semantic Segmentation
                                                                                                                                                                                            1. Instance Segmentation
                                                                                                                                                                                              1. U-Net
                                                                                                                                                                                          2. Time Series Analysis and Forecasting
                                                                                                                                                                                            1. Time Series Components
                                                                                                                                                                                              1. Trend
                                                                                                                                                                                                1. Seasonality
                                                                                                                                                                                                  1. Cyclicity
                                                                                                                                                                                                    1. Irregularity
                                                                                                                                                                                                    2. Stationarity
                                                                                                                                                                                                      1. Testing for Stationarity
                                                                                                                                                                                                        1. Differencing
                                                                                                                                                                                                          1. Transformation Methods
                                                                                                                                                                                                          2. Time Series Models
                                                                                                                                                                                                            1. Autoregressive Models
                                                                                                                                                                                                              1. Moving Average Models
                                                                                                                                                                                                                1. ARIMA Models
                                                                                                                                                                                                                  1. Seasonal ARIMA
                                                                                                                                                                                                                    1. Exponential Smoothing
                                                                                                                                                                                                                      1. State Space Models
                                                                                                                                                                                                                      2. Machine Learning for Time Series
                                                                                                                                                                                                                        1. Feature Engineering for Time Series
                                                                                                                                                                                                                          1. Cross-validation for Time Series
                                                                                                                                                                                                                            1. Deep Learning Approaches
                                                                                                                                                                                                                              1. RNNs for Time Series
                                                                                                                                                                                                                                1. LSTM Networks
                                                                                                                                                                                                                                  1. Transformer Models
                                                                                                                                                                                                                                2. Forecasting Evaluation
                                                                                                                                                                                                                                  1. Mean Absolute Error
                                                                                                                                                                                                                                    1. Mean Squared Error
                                                                                                                                                                                                                                      1. Mean Absolute Percentage Error
                                                                                                                                                                                                                                        1. Symmetric MAPE
                                                                                                                                                                                                                                          1. Forecast Accuracy Measures
                                                                                                                                                                                                                                        2. Anomaly Detection
                                                                                                                                                                                                                                          1. Types of Anomalies
                                                                                                                                                                                                                                            1. Point Anomalies
                                                                                                                                                                                                                                              1. Contextual Anomalies
                                                                                                                                                                                                                                                1. Collective Anomalies
                                                                                                                                                                                                                                                2. Statistical Methods
                                                                                                                                                                                                                                                  1. Z-score Method
                                                                                                                                                                                                                                                    1. Grubbs' Test
                                                                                                                                                                                                                                                      1. Dixon's Q Test
                                                                                                                                                                                                                                                      2. Machine Learning Methods
                                                                                                                                                                                                                                                        1. Isolation Forest
                                                                                                                                                                                                                                                          1. One-Class SVM
                                                                                                                                                                                                                                                            1. Local Outlier Factor
                                                                                                                                                                                                                                                              1. Autoencoders
                                                                                                                                                                                                                                                              2. Time Series Anomaly Detection
                                                                                                                                                                                                                                                                1. Statistical Process Control
                                                                                                                                                                                                                                                                  1. Seasonal Decomposition
                                                                                                                                                                                                                                                                    1. LSTM Autoencoders
                                                                                                                                                                                                                                                                  2. Recommendation Systems
                                                                                                                                                                                                                                                                    1. Collaborative Filtering
                                                                                                                                                                                                                                                                      1. User-based Collaborative Filtering
                                                                                                                                                                                                                                                                        1. Item-based Collaborative Filtering
                                                                                                                                                                                                                                                                          1. Matrix Factorization
                                                                                                                                                                                                                                                                          2. Content-based Filtering
                                                                                                                                                                                                                                                                            1. Feature Extraction
                                                                                                                                                                                                                                                                              1. Similarity Measures
                                                                                                                                                                                                                                                                                1. Profile Building
                                                                                                                                                                                                                                                                                2. Hybrid Approaches
                                                                                                                                                                                                                                                                                  1. Weighted Hybrid
                                                                                                                                                                                                                                                                                    1. Switching Hybrid
                                                                                                                                                                                                                                                                                      1. Mixed Hybrid
                                                                                                                                                                                                                                                                                      2. Deep Learning for Recommendations
                                                                                                                                                                                                                                                                                        1. Neural Collaborative Filtering
                                                                                                                                                                                                                                                                                          1. Autoencoders
                                                                                                                                                                                                                                                                                            1. Deep Matrix Factorization
                                                                                                                                                                                                                                                                                            2. Evaluation Metrics
                                                                                                                                                                                                                                                                                              1. Precision at K
                                                                                                                                                                                                                                                                                                1. Recall at K
                                                                                                                                                                                                                                                                                                  1. Mean Average Precision
                                                                                                                                                                                                                                                                                                    1. Normalized Discounted Cumulative Gain

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                                                                                                                                                                                                                                                                                                9. Big Data and Distributed Computing