Chatbot Development

  1. Foundational Technologies
    1. Natural Language Processing Fundamentals
      1. Text Preprocessing
        1. Tokenization
          1. Normalization
            1. Cleaning
            2. Linguistic Analysis
              1. Morphological Analysis
                1. Syntactic Parsing
                  1. Semantic Analysis
                  2. Statistical Methods
                    1. N-gram Models
                      1. Hidden Markov Models
                        1. Conditional Random Fields
                      2. Machine Learning Basics
                        1. Supervised Learning
                          1. Classification
                            1. Regression
                              1. Training and Validation
                              2. Unsupervised Learning
                                1. Clustering
                                  1. Dimensionality Reduction
                                  2. Deep Learning Fundamentals
                                    1. Neural Networks
                                      1. Backpropagation
                                        1. Optimization
                                      2. Information Retrieval
                                        1. Document Representation
                                          1. Similarity Measures
                                            1. Ranking Algorithms
                                              1. Vector Spaces

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                                            1. Introduction to Chatbots

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                                            3. Core Components of Conversational AI