Python for AI

  1. Specialized AI Applications
    1. Natural Language Processing
      1. Text Preprocessing
        1. Text Cleaning
          1. Tokenization
            1. Word Tokenization
              1. Sentence Tokenization
                1. Subword Tokenization
                2. Normalization
                  1. Lowercasing
                    1. Punctuation Removal
                      1. Special Character Handling
                      2. Stop Word Removal
                        1. Stemming
                          1. Porter Stemmer
                            1. Snowball Stemmer
                            2. Lemmatization
                              1. Text Segmentation
                              2. Feature Extraction
                                1. Bag of Words
                                  1. Binary BoW
                                    1. Count BoW
                                      1. Normalized BoW
                                      2. TF-IDF
                                        1. Term Frequency
                                          1. Inverse Document Frequency
                                            1. TF-IDF Calculation
                                            2. N-grams
                                              1. Unigrams
                                                1. Bigrams
                                                  1. Trigrams
                                                    1. Character N-grams
                                                  2. Word Embeddings
                                                    1. Word2Vec
                                                      1. Skip-gram Model
                                                        1. CBOW Model
                                                          1. Training Word2Vec
                                                          2. GloVe
                                                            1. Global Vectors
                                                              1. Co-occurrence Matrix
                                                              2. FastText
                                                                1. Subword Information
                                                                  1. Out-of-vocabulary Handling
                                                                  2. Embedding Visualization
                                                                    1. Embedding Evaluation
                                                                    2. Language Models
                                                                      1. Statistical Language Models
                                                                        1. Neural Language Models
                                                                          1. Transformer Architecture
                                                                            1. Attention Mechanisms
                                                                            2. NLP Libraries
                                                                              1. NLTK
                                                                                1. Tokenization Tools
                                                                                  1. Corpus Access
                                                                                    1. Part-of-speech Tagging
                                                                                      1. Named Entity Recognition
                                                                                      2. spaCy
                                                                                        1. Industrial NLP
                                                                                          1. Pipeline Components
                                                                                            1. Custom Models
                                                                                            2. Gensim
                                                                                              1. Topic Modeling
                                                                                                1. Word Embeddings
                                                                                                  1. Document Similarity
                                                                                                2. Advanced NLP with Transformers
                                                                                                  1. Transformer Architecture
                                                                                                    1. Self-attention Mechanism
                                                                                                      1. Multi-head Attention
                                                                                                        1. Positional Encoding
                                                                                                        2. Pre-trained Models
                                                                                                          1. BERT
                                                                                                            1. Bidirectional Encoding
                                                                                                              1. Masked Language Modeling
                                                                                                                1. Next Sentence Prediction
                                                                                                                2. GPT Models
                                                                                                                  1. Generative Pre-training
                                                                                                                    1. Autoregressive Generation
                                                                                                                    2. RoBERTa
                                                                                                                      1. DistilBERT
                                                                                                                        1. T5
                                                                                                                        2. Hugging Face Ecosystem
                                                                                                                          1. Transformers Library
                                                                                                                            1. Model Hub
                                                                                                                              1. Tokenizers
                                                                                                                                1. Datasets Library
                                                                                                                                2. Fine-tuning Transformers
                                                                                                                                  1. Task-specific Fine-tuning
                                                                                                                                    1. Transfer Learning
                                                                                                                                      1. Domain Adaptation
                                                                                                                                      2. NLP Tasks
                                                                                                                                        1. Text Classification
                                                                                                                                          1. Sentiment Analysis
                                                                                                                                            1. Topic Classification
                                                                                                                                              1. Intent Recognition
                                                                                                                                              2. Named Entity Recognition
                                                                                                                                                1. Entity Types
                                                                                                                                                  1. BIO Tagging
                                                                                                                                                    1. Custom NER Models
                                                                                                                                                    2. Question Answering
                                                                                                                                                      1. Extractive QA
                                                                                                                                                        1. Generative QA
                                                                                                                                                          1. Reading Comprehension
                                                                                                                                                          2. Text Generation
                                                                                                                                                            1. Language Generation
                                                                                                                                                              1. Text Completion
                                                                                                                                                                1. Creative Writing
                                                                                                                                                                2. Machine Translation
                                                                                                                                                                  1. Sequence-to-sequence Models
                                                                                                                                                                    1. Attention in Translation
                                                                                                                                                                      1. Evaluation Metrics
                                                                                                                                                                  2. Computer Vision
                                                                                                                                                                    1. Image Processing Fundamentals
                                                                                                                                                                      1. Digital Image Representation
                                                                                                                                                                        1. Color Spaces
                                                                                                                                                                          1. RGB Color Space
                                                                                                                                                                            1. HSV Color Space
                                                                                                                                                                              1. Grayscale Conversion
                                                                                                                                                                              2. Image Properties
                                                                                                                                                                                1. Resolution
                                                                                                                                                                                  1. Bit Depth
                                                                                                                                                                                    1. Image Formats
                                                                                                                                                                                  2. OpenCV for Image Processing
                                                                                                                                                                                    1. Reading and Writing Images
                                                                                                                                                                                      1. Image Display
                                                                                                                                                                                        1. Basic Image Operations
                                                                                                                                                                                          1. Resizing
                                                                                                                                                                                            1. Cropping
                                                                                                                                                                                              1. Rotation
                                                                                                                                                                                                1. Translation
                                                                                                                                                                                                  1. Flipping
                                                                                                                                                                                                  2. Color Space Conversions
                                                                                                                                                                                                    1. Image Filtering
                                                                                                                                                                                                      1. Gaussian Blur
                                                                                                                                                                                                        1. Median Filter
                                                                                                                                                                                                          1. Bilateral Filter
                                                                                                                                                                                                          2. Edge Detection
                                                                                                                                                                                                            1. Canny Edge Detection
                                                                                                                                                                                                              1. Sobel Operator
                                                                                                                                                                                                                1. Laplacian Edge Detection
                                                                                                                                                                                                                2. Morphological Operations
                                                                                                                                                                                                                  1. Erosion
                                                                                                                                                                                                                    1. Dilation
                                                                                                                                                                                                                      1. Opening
                                                                                                                                                                                                                        1. Closing
                                                                                                                                                                                                                        2. Contour Detection
                                                                                                                                                                                                                          1. Feature Detection
                                                                                                                                                                                                                            1. Corner Detection
                                                                                                                                                                                                                              1. SIFT Features
                                                                                                                                                                                                                                1. ORB Features
                                                                                                                                                                                                                              2. Deep Learning for Computer Vision
                                                                                                                                                                                                                                1. Convolutional Neural Networks
                                                                                                                                                                                                                                  1. Convolution Operation
                                                                                                                                                                                                                                    1. Convolutional Layers
                                                                                                                                                                                                                                      1. Pooling Layers
                                                                                                                                                                                                                                        1. Max Pooling
                                                                                                                                                                                                                                          1. Average Pooling
                                                                                                                                                                                                                                            1. Global Pooling
                                                                                                                                                                                                                                            2. Fully Connected Layers
                                                                                                                                                                                                                                              1. CNN Architecture Design
                                                                                                                                                                                                                                            3. Computer Vision Tasks
                                                                                                                                                                                                                                              1. Image Classification
                                                                                                                                                                                                                                                1. Single-label Classification
                                                                                                                                                                                                                                                  1. Multi-label Classification
                                                                                                                                                                                                                                                    1. Fine-grained Classification
                                                                                                                                                                                                                                                    2. Object Detection
                                                                                                                                                                                                                                                      1. Bounding Box Prediction
                                                                                                                                                                                                                                                        1. R-CNN Family
                                                                                                                                                                                                                                                          1. YOLO
                                                                                                                                                                                                                                                            1. SSD
                                                                                                                                                                                                                                                              1. RetinaNet
                                                                                                                                                                                                                                                              2. Image Segmentation
                                                                                                                                                                                                                                                                1. Semantic Segmentation
                                                                                                                                                                                                                                                                  1. Instance Segmentation
                                                                                                                                                                                                                                                                    1. Panoptic Segmentation
                                                                                                                                                                                                                                                                      1. U-Net Architecture
                                                                                                                                                                                                                                                                      2. Face Recognition
                                                                                                                                                                                                                                                                        1. Face Detection
                                                                                                                                                                                                                                                                          1. Face Verification
                                                                                                                                                                                                                                                                            1. Face Identification
                                                                                                                                                                                                                                                                            2. Optical Character Recognition
                                                                                                                                                                                                                                                                              1. Text Detection
                                                                                                                                                                                                                                                                                1. Text Recognition
                                                                                                                                                                                                                                                                                  1. Document Analysis
                                                                                                                                                                                                                                                                                2. Transfer Learning in Computer Vision
                                                                                                                                                                                                                                                                                  1. Pre-trained Models
                                                                                                                                                                                                                                                                                    1. Feature Extraction
                                                                                                                                                                                                                                                                                      1. Fine-tuning Strategies
                                                                                                                                                                                                                                                                                        1. Domain Adaptation
                                                                                                                                                                                                                                                                                        2. Data Augmentation
                                                                                                                                                                                                                                                                                          1. Geometric Transformations
                                                                                                                                                                                                                                                                                            1. Color Transformations
                                                                                                                                                                                                                                                                                              1. Noise Addition
                                                                                                                                                                                                                                                                                                1. Cutout and Mixup
                                                                                                                                                                                                                                                                                                  1. Advanced Augmentation Techniques
                                                                                                                                                                                                                                                                                                  2. Computer Vision Libraries
                                                                                                                                                                                                                                                                                                    1. OpenCV
                                                                                                                                                                                                                                                                                                      1. PIL/Pillow
                                                                                                                                                                                                                                                                                                        1. scikit-image
                                                                                                                                                                                                                                                                                                          1. ImageIO
                                                                                                                                                                                                                                                                                                            1. Albumentations

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                                                                                                                                                                                                                                                                                                        4. Deep Learning Frameworks

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                                                                                                                                                                                                                                                                                                        6. Model Deployment and Production